7 Binary Options – Strategies

Retard Bot Update 2: What is there to show for six months of work?

Retard Bot Update 2: What is there to show for six months of work?
What is there to show? Not shit, that's why I made this pretty 4K desktop background instead:
4K
On the real: I've been developing this project like 6 months now, what's up? Where's that video update I promised, showing off the Bot Builder? Is an end in sight?
Yes sort of. I back-tested 6 months of data at over 21% on a net SPY-neutral, six month span of time (with similar results on a 16 year span) including 2 bear, 2 bull, 2 crab months. But that's not good enough to be sure / reliable. I had gotten so focused on keeping the project pretty and making a video update that I was putting off major, breaking changes that I needed to make. The best quant fund ever made, the Medallion fund, was once capable of roughly 60% per year consistently, but in Retard Bot's case 1.5% compounded weekly. "But I make 60% on one yolo" sure whatever, can you do it again every year, with 100% of your capital, where failure means losing everything? If you could, you'd be loading your Lambo onto your Yacht right now instead of reading this autistic shit.

The End Goal

1.5% compounded weekly average is $25K -> $57M in 10 years, securing a fairly comfortable retirement for your wife's boyfriend. It's a stupidly ambitious goal. My strategy to pull it off is actually pretty simple. If you look at charts for the best performing stocks over the past 10 years, you'll find that good companies move in the same general trajectory more often than they don't. This means the stock market moves with momentum. I developed a simple equation to conservatively predict good companies movements one week into the future by hand, and made 100%+ returns 3 weeks in a row. Doing the math took time, and I realized a computer could do much more complex math, on every stock, much more efficiently, so I developed a bot and it did 100% for 3 consecutive weeks, buying calls in a bull-market.
See the problem there? The returns were good but they were based on a biased model. The model would pick the most efficient plays on the market if it didn't take a severe downturn. But if it did, the strategy would stop working. I needed to extrapolate my strategy into a multi-model approach that could profit on momentum during all different types of market movement. And so I bought 16 years of option chain data and started studying the concept of momentum based quantitative analysis. As I spent more and more weeks thinking about it, I identified more aspects of the problem and more ways to solve it. But no matter how I might think to design algorithms to fundamentally achieve a quantitative approach, I knew that my arbitrary weights and variables and values and decisions could not possibly be the best ones.

Why Retard Bot Might Work

So I approached the problem from all angles, every conceivable way to glean reliably useful quantitative information about a stock's movement and combine it all into a single outcome of trade decisions, and every variable, every decision, every model was a fluid variable that machine learning, via the process of Evolution could randomly mutate until perfection. And in doing so, I had to fundamentally avoid any method of testing my results that could be based on a bias. For example, just because a strategy back-tests at 40% consistent yearly returns on the past 16 years of market movement doesn't mean it would do so for the next 16 years, since the market could completely end its bull-run and spend the next 16 years falling. Improbable, but for a strategy outcome that can be trusted to perform consistently, we have to assume nothing.
So that's how Retard Bot works. It assumes absolutely nothing about anything that can't be proven as a fundamental, statistical truth. It uses rigorous machine learning to develop fundamental concepts into reliable, fine tuned decision layers that make models which are controlled by a market-environment-aware Genius layer that allocates resources accordingly, and ultimately through a very complex 18 step process of iterative ML produces a top contender through the process of Evolution, avoiding all possible bias. And then it starts over and does it again, and again, continuing for eternity, recording improved models when it discovers them.

The Current Development Phase

Or... That's how it would work, in theory, if my program wasn't severely limited by the inadequate infrastructure I built it with. When I bought 16 years of data, 2TB compressed to its most efficient binary representation, I thought I could use a traditional database like MongoDB to store and load the option chains. It's way too slow. So here's where I've ended up this past week:
It was time to rip off the bandaid and rebuild some performance infrastructure (the database and decision stack) that was seriously holding me back from testing the project properly. Using MongoDB, which has to pack and unpack data up and down the 7 layer OSI model, it took an hour to test one model for one year. I need to test millions of models for 16 years, thousands of times over.
I knew how to do that, so instead of focusing on keeping things stable so I could show you guys some pretty graphs n shit, I broke down the beast and started rebuilding with a pure memory caching approach that will load the options chains thousands of times faster than MongoDB queries. And instead of running one model, one decision layer at a time on the CPU, the new GPU accelerated decision stack design will let me run hundreds of decision layers on millions of models in a handful of milliseconds. Many, many orders of magnitude better performance, and I can finally make the project as powerful as it was supposed to be.
I'm confident that with these upgrades, I'll be able to hit the goal of 60% consistent returns per year. I'll work this goddamn problem for a year if I have to. I have, in the process of trying to become an entrepreneur, planned project after project and given up half way through when it got too hard, or a partner quit, or someone else launched something better. I will not give up on this one, if it takes the rest of the year or five more.
But I don't think it'll come to that. Even with the 20% I've already achieved, if I can demonstrate that in live trading, that's already really good, so there's not really any risk of real failure at this point. But I will, regardless, finish developing the vision I have for Retard Bot and Bidrate Renaissance before I'm satisfied.

Tl;Dr

https://preview.redd.it/0plnnpkw5um51.png?width=3840&format=png&auto=webp&s=338edc893f4faadffabb5418772c9b250f488336
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Forex Signals Reddit: top providers review (part 1)

Forex Signals Reddit: top providers review (part 1)

Forex Signals - TOP Best Services. Checked!

To invest in the financial markets, we must acquire good tools that help us carry out our operations in the best possible way. In this sense, we always talk about the importance of brokers, however, signal systems must also be taken into account.
The platforms that offer signals to invest in forex provide us with alerts that will help us in a significant way to be able to carry out successful operations.
For this reason, we are going to tell you about the importance of these alerts in relation to the trading we carry out, because, without a doubt, this type of system will provide us with very good information to invest at the right time and in the best assets in the different markets. financial
Within this context, we will focus on Forex signals, since it is the most important market in the world, since in it, multiple transactions are carried out on a daily basis, hence the importance of having an alert system that offers us all the necessary data to invest in currencies.
Also, as we all already know, cryptocurrencies have become a very popular alternative to investing in traditional currencies. Therefore, some trading services/tools have emerged that help us to carry out successful operations in this particular market.
In the following points, we will detail everything you need to know to start operating in the financial markets using trading signals: what are signals, how do they work, because they are a very powerful help, etc. Let's go there!

What are Forex Trading Signals?

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Before explaining the importance of Forex signals, let's start by making a small note so that we know what exactly these alerts are.
Thus, we will know that the signals on the currency market are received by traders to know all the information that concerns Forex, both for assets and for the market itself.
These alerts allow us to know the movements that occur in the Forex market and the changes that occur in the different currency pairs. But the great advantage that this type of system gives us is that they provide us with the necessary information, to know when is the right time to carry out our investments.
In other words, through these signals, we will know the opportunities that are presented in the market and we will be able to carry out operations that can become quite profitable.
Profitability is precisely another of the fundamental aspects that must be taken into account when we talk about Forex signals since the vast majority of these alerts offer fairly reliable data on assets. Similarly, these signals can also provide us with recommendations or advice to make our operations more successful.

»Purpose: predict movements to carry out Profitable Operations

In short, Forex signal systems aim to predict the behavior that the different assets that are in the market will present and this is achieved thanks to new technologies, the creation of specialized software, and of course, the work of financial experts.
In addition, it must also be borne in mind that the reliability of these alerts largely lies in the fact that they are prepared by financial professionals. So they turn out to be a perfect tool so that our investments can bring us a greater number of benefits.

The best signal services today

We are going to tell you about the 3 main alert system services that we currently have on the market. There are many more, but I can assure these are not scams and are reliable. Of course, not 100% of trades will be a winner, so please make sure you apply proper money management and risk management system.

1. 1000pipbuilder (top choice)

Fast track your success and follow the high-performance Forex signals from 1000pip Builder. These Forex signals are rated 5 stars on Investing.com, so you can follow every signal with confidence. All signals are sent by a professional trader with over 10 years investment experience. This is a unique opportunity to see with your own eyes how a professional Forex trader trades the markets.
The 1000pip Builder Membership is ordinarily a signal service for Forex trading. You will get all the facts you need to successfully comply with the trading signals, set your stop loss and take earnings as well as additional techniques and techniques!
You will get easy to use trading indicators for Forex Trades, including your entry, stop loss and take profit. Overall, the earnings target per months is 350 Pips, depending on your funding this can be a high profit per month! (In fact, there is by no means a guarantee, but the past months had been all between 600 – 1000 Pips).
>>>Know more about 1000pipbuilder
Your 1000pip builder membership gives you all in hand you want to start trading Forex with success. Read the directions and wait for the first signals. You can trade them inside your demo account first, so you can take a look at the performance before you make investments real money!
Features:
  • Free Trial
  • Forex signals sent by email and SMS
  • Entry price, take profit and stop loss provided
  • Suitable for all time zones (signals sent over 24 hours)
  • MyFXBook verified performance
  • 10 years of investment experience
  • Target 300-400 pips per month
Pricing:
https://preview.redd.it/zjc10xx6ony51.png?width=668&format=png&auto=webp&s=9b0eac95f8b584dc0cdb62503e851d7036c0232b
VISIT 1000ipbuilder here

2. DDMarkets

Digital Derivatives Markets (DDMarkets) have been providing trade alert offerings since May 2014 - fully documenting their change ideas in an open and transparent manner.
September 2020 performance report for DD Markets.
Their manner is simple: carry out extensive research, share their evaluation and then deliver a trading sign when triggered. Once issued, daily updates on the trade are despatched to members via email.
It's essential to note that DDMarkets do not tolerate floating in an open drawdown in an effort to earnings at any cost - a common method used by less professional providers to 'fudge' performance statistics.
Verified Statistics: Not independently verified.
Price: plans from $74.40 per month.
Year Founded: 2014
Suitable for Beginners: Yes, (includes handy to follow trade analysis)
VISIT
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3. JKonFX

If you are looking or a forex signal service with a reliable (and profitable) music record you can't go previous Joel Kruger and the team at JKonFX.
Trading performance file for JKonFX.
Joel has delivered a reputable +59.18% journal performance for 2016, imparting real-time technical and fundamental insights, in an extremely obvious manner, to their 30,000+ subscriber base. Considered a low-frequency trader, alerts are only a small phase of the overall JKonFX subscription. If you're searching for hundreds of signals, you may want to consider other options.
Verified Statistics: Not independently verified.
Price: plans from $30 per month.
Year Founded: 2014
Suitable for Beginners: Yes, (includes convenient to follow videos updates).
VISIT

The importance of signals to invest in Forex

Once we have known what Forex signals are, we must comment on the importance of these alerts in relation to our operations.
As we have already told you in the previous paragraph, having a system of signals to be able to invest is quite advantageous, since, through these alerts, we will obtain quality information so that our operations end up being a true success.

»Use of signals for beginners and experts

In this sense, we have to say that one of the main advantages of Forex signals is that they can be used by both beginners and trading professionals.
As many as others can benefit from using a trading signal system because the more information and resources we have in our hands. The greater probability of success we will have. Let's see how beginners and experts can take advantage of alerts:
  • Beginners: for inexperienced these alerts become even more important since they will thus have an additional tool that will guide them to carry out all operations in the Forex market.
  • Professionals: In the same way, professionals are also recommended to make use of these alerts, so they have adequate information to continue bringing their investments to fruition.
Now that we know that both beginners and experts can use forex signals to invest, let's see what other advantages they have.

»Trading automation

When we dedicate ourselves to working in the financial world, none of us can spend 24 hours in front of the computer waiting to perform the perfect operation, it is impossible.
That is why Forex signals are important, because, in order to carry out our investments, all we will have to do is wait for those signals to arrive, be attentive to all the alerts we receive, and thus, operate at the right time according to the opportunities that have arisen.
It is fantastic to have a tool like this one that makes our work easier in this regard.

»Carry out profitable Forex operations

These signals are also important, because the vast majority of them are usually quite profitable, for this reason, we must get an alert system that provides us with accurate information so that our operations can bring us great benefits.
But in addition, these Forex signals have an added value and that is that they are very easy to understand, therefore, we will have a very useful tool at hand that will not be complicated and will end up being a very beneficial weapon for us.

»Decision support analysis

A system of currency market signals is also very important because it will help us to make our subsequent decisions.
We cannot forget that, to carry out any type of operation in this market, previously, we must meditate well and know the exact moment when we will know that our investments are going to bring us profits .
Therefore, all the information provided by these alerts will be a fantastic basis for future operations that we are going to carry out.

»Trading Signals made by professionals

Finally, we have to recall the idea that these signals are made by the best professionals. Financial experts who know perfectly how to analyze the movements that occur in the market and changes in prices.
Hence the importance of alerts, since they are very reliable and are presented as a necessary tool to operate in Forex and that our operations are as profitable as possible.

What should a signal provider be like?

https://preview.redd.it/j0ne51jypny51.png?width=640&format=png&auto=webp&s=5578ff4c42bd63d5b6950fc6401a5be94b97aa7f
As you have seen, Forex signal systems are really important for our operations to bring us many benefits. For this reason, at present, there are multiple platforms that offer us these financial services so that investing in currencies is very simple and fast.
Before telling you about the main services that we currently have available in the market, it is recommended that you know what are the main characteristics that a good signal provider should have, so that, at the time of your choice, you are clear that you have selected one of the best systems.

»Must send us information on the main currency pairs

In this sense, one of the first things we have to comment on is that a good signal provider, at a minimum, must send us alerts that offer us information about the 6 main currencies, in this case, we refer to the euro, dollar, The pound, the yen, the Swiss franc, and the Canadian dollar.
Of course, the data you provide us will be related to the pairs that make up all these currencies. Although we can also find systems that offer us information about other minorities, but as we have said, at a minimum, we must know these 6.

»Trading tools to operate better

Likewise, signal providers must also provide us with a large number of tools so that we can learn more about the Forex market.
We refer, for example, to technical analysis above all, which will help us to develop our own strategies to be able to operate in this market.
These analyzes are always prepared by professionals and study, mainly, the assets that we have available to invest.

»Different Forex signals reception channels

They must also make available to us different ways through which they will send us the Forex signals, the usual thing is that we can acquire them through the platform's website, or by a text message and even through our email.
In addition, it is recommended that the signal system we choose sends us a large number of alerts throughout the day, in order to have a wide range of possibilities.

»Free account and customer service

Other aspects that we must take into account to choose a good signal provider is whether we have the option of receiving, for a limited time, alerts for free or the profitability of the signals they emit to us.
Similarly, a final aspect that we must emphasize is that a good signal system must also have excellent customer service, which is available to us 24 hours a day and that we can contact them at through an email, a phone number, or a live chat, for greater immediacy.
Well, having said all this, in our last section we are going to tell you which are the best services currently on the market. That is, the most suitable Forex signal platforms to be able to work with them and carry out good operations. In this case, we will talk about ForexPro Signals, 365 Signals and Binary Signals.

Forex Signals Reddit: conclusion

To be able to invest properly in the Forex market, it is convenient that we get a signal system that provides us with all the necessary information about this market. It must be remembered that Forex is a very volatile market and therefore, many movements tend to occur quickly.
Asset prices can change in a matter of seconds, hence the importance of having a system that helps us analyze the market and thus know, what is the right time for us to start operating.
Therefore, although there are currently many signal systems that can offer us good services, the three that we have mentioned above are the ones that are best valued by users, which is why they are the best signal providers that we can choose to carry out. our investments.
Most of these alerts are quite profitable and in addition, these systems usually emit a large number of signals per day with full guarantees. For all this, SignalsForexPro, Signals365, or SignalsBinary are presented as fundamental tools so that we can obtain a greater number of benefits when we carry out our operations in the currency market.
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AJ ALMENDINGER

glimpse into the future of Roblox

Our vision to bring the world together through play has never been more relevant than it is now. As our founder and CEO, David Baszucki (a.k.a. Builderman), mentioned in his keynote, more and more people are using Roblox to stay connected with their friends and loved ones. He hinted at a future where, with our automatic machine translation technology, Roblox will one day act as a universal translator, enabling people from different cultures and backgrounds to connect and learn from each other.
During his keynote, Builderman also elaborated upon our vision to build the Metaverse; the future of avatar creation on the platform (infinitely customizable avatars that allow any body, any clothing, and any animation to come together seamlessly); more personalized game discovery; and simulating large social gatherings (like concerts, graduations, conferences, etc.) with tens of thousands of participants all in one server. We’re still very early on in this journey, but if these past five months have shown us anything, it’s clear that there is a growing need for human co-experience platforms like Roblox that allow people to play, create, learn, work, and share experiences together in a safe, civil 3D immersive space.
Up next, our VP of Developer Relations, Matt Curtis (a.k.a. m4rrh3w), shared an update on all the things we’re doing to continue empowering developers to create innovative and exciting content through collaboration, support, and expertise. He also highlighted some of the impressive milestones our creator community has achieved since last year’s RDC. Here are a few key takeaways:
And lastly, our VP of Engineering, Technology, Adam Miller (a.k.a. rbadam), unveiled a myriad of cool and upcoming features developers will someday be able to sink their teeth into. We saw a glimpse of procedural skies, skinned meshes, more high-quality materials, new terrain types, more fonts in Studio, a new asset type for in-game videos, haptic feedback on mobile, real-time CSG operations, and many more awesome tools that will unlock the potential for even bigger, more immersive experiences on Roblox.

Vibin’

Despite the virtual setting, RDC just wouldn’t have been the same without any fun party activities and networking opportunities. So, we invited special guests DJ Hyper Potions and cyber mentalist Colin Cloud for some truly awesome, truly mind-bending entertainment. Yoga instructor Erin Gilmore also swung by to inspire attendees to get out of their chair and get their body moving. And of course, we even had virtual rooms dedicated to karaoke and head-to-head social games, like trivia and Pictionary.
Over on the networking side, Team Adopt Me, Red Manta, StyLiS Studios, and Summit Studios hosted a virtual booth for attendees to ask questions, submit resumes, and more. We also had a networking session where three participants would be randomly grouped together to get to know each other.

What does Roblox mean to you?

We all know how talented the Roblox community is from your creations. We’ve heard plenty of stories over the years about how Roblox has touched your lives, how you’ve made friendships, learned new skills, or simply found a place where you can be yourself. We wanted to hear more. So, we asked attendees: What does Roblox mean to you? How has Roblox connected you? How has Roblox changed your life? Then, over the course of RDC, we incorporated your responses into this awesome mural.
📷
Created by Alece Birnbach at Graphic Recording Studio

Knowledge is power

This year’s breakout sessions included presentations from Roblox developers and staff members on the latest game development strategies, a deep dive into the Roblox engine, learning how to animate with Blender, tools for working together in teams, building performant game worlds, and the new Creator Dashboard. Dr. Michael Rich, Associate Professor at Harvard Medical School and Physician at Boston Children’s Hospital, also led attendees through a discussion on mental health and how to best take care of you and your friends’ emotional well-being, especially now during these challenging times.
📷
Making the Dream Work with Teamwork (presented by Roblox developer Myzta)
In addition to our traditional Q&A panel with top product and engineering leaders at Roblox, we also held a special session with Builderman himself to answer the community’s biggest questions.
📷
Roblox Product and Engineering Q&A Panel

2020 Game Jam

The Game Jam is always one of our favorite events of RDC. It’s a chance for folks to come together, flex their development skills, and come up with wildly inventive game ideas that really push the boundaries of what’s possible on Roblox. We had over 60 submissions this year—a new RDC record.
Once again, teams of up to six people from around the world had less than 24 hours to conceptualize, design, and publish a game based on the theme “2020 Vision,” all while working remotely no less! To achieve such a feat is nothing short of awe-inspiring, but as always, our dev community was more than up for the challenge. I’ve got to say, these were some of the finest creations we’ve seen.
WINNERS
Best in Show: Shapescape Created By: GhettoMilkMan, dayzeedog, maplestick, theloudscream, Brick_man, ilyannna You awaken in a strange laboratory, seemingly with no way out. Using a pair of special glasses, players must solve a series of anamorphic puzzles and optical illusions to make their escape.
Excellence in Visual Art: agn●sia Created By: boatbomber, thisfall, Elttob An obby experience unlike any other, this game is all about seeing the world through a different lens. Reveal platforms by switching between different colored lenses and make your way to the end.
Most Creative Gameplay: Visions of a perspective reality Created By: Noble_Draconian and Spathi Sometimes all it takes is a change in perspective to solve challenges. By switching between 2D and 3D perspectives, players can maneuver around obstacles or find new ways to reach the end of each level.
Outstanding Use of Tech: The Eyes of Providence Created By: Quenty, Arch_Mage, AlgyLacey, xJennyBeanx, Zomebody, Crykee This action/strategy game comes with a unique VR twist. While teams fight to construct the superior monument, two VR players can support their minions by collecting resources and manipulating the map.
Best Use of Theme: Sticker Situation Created By: dragonfrosting and Yozoh Set in a mysterious art gallery, players must solve puzzles by manipulating the environment using a magic camera and stickers. Snap a photograph, place down a sticker, and see how it changes the world.
OTHER TOP PICKS
HONORABLE MENTIONS
For the rest of the 2020 Game Jam submissions, check out the list below:
20-20 Vision | 20/20 Vision | 2020 Vision, A Crazy Perspective | 2020 Vision: Nyon | A Wild Trip! | Acuity | Best Year Ever | Better Half | Bloxlabs | Climb Stairs to 2021 | Double Vision (Team hey apple) | Eyebrawl | Eyeworm Exam | FIRE 2020 | HACKED | Hyperspective | Lucid Scream | Mystery Mansion | New Years at the Museum | New Year’s Bash | Poor Vision | Predict 2020 | RBC News | Retrovertigo | Second Wave | see no evil | Sight Fight | Sight Stealers | Spectacles Struggle | Specter Spectrum | Survive 2020 | The Lost Chicken Leg | The Outbreak | The Spyglass | Time Heist | Tunnel Vision | Virtual RDC – The Story | Vision (Team Freepunk) | Vision (Team VIP People ####) | Vision Developers Conference 2020 | Vision Is Key | Vision Perspective | Vision Racer | Visions | Zepto
And last but not least, we wanted to give a special shout out to Starboard Studios. Though they didn’t quite make it on time for our judges, we just had to include Dave’s Vision for good measure. 📷
Thanks to everyone who participated in the Game Jam, and congrats to all those who took home the dub in each of our categories this year. As the winners of Best in Show, the developers of Shapescape will have their names forever engraved on the RDC Game Jam trophy back at Roblox HQ. Great work!

‘Til next year

And that about wraps up our coverage of the first-ever digital RDC. Thanks to all who attended! Before we go, we wanted to share a special “behind the scenes” video from the 2020 RDC photoshoot.
Check it out:
It was absolutely bonkers. Getting 350 of us all in one server was so much fun and really brought back the feeling of being together with everyone again. That being said, we can’t wait to see you all—for real this time—at RDC next year. It’s going to be well worth the wait. ‘Til we meet again, my friends.
© 2020 Roblox Corporation. All Rights Reserved.

Improving Simulation and Performance with an Advanced Physics Solver

August

05, 2020

by chefdeletat
PRODUCT & TECH
📷In mid-2015, Roblox unveiled a major upgrade to its physics engine: the Projected Gauss-Seidel (PGS) physics solver. For the first year, the new solver was optional and provided improved fidelity and greater performance compared to the previously used spring solver.
In 2016, we added support for a diverse set of new physics constraints, incentivizing developers to migrate to the new solver and extending the creative capabilities of the physics engine. Any new places used the PGS solver by default, with the option of reverting back to the classic solver.
We ironed out some stability issues associated with high mass differences and complex mechanisms by the introduction of the hybrid LDL-PGS solver in mid-2018. This made the old solver obsolete, and it was completely disabled in 2019, automatically migrating all places to the PGS.
In 2019, the performance was further improved using multi-threading that splits the simulation into jobs consisting of connected islands of simulating parts. We still had performance issues related to the LDL that we finally resolved in early 2020.
The physics engine is still being improved and optimized for performance, and we plan on adding new features for the foreseeable future.

Implementing the Laws of Physics

📷
The main objective of a physics engine is to simulate the motion of bodies in a virtual environment. In our physics engine, we care about bodies that are rigid, that collide and have constraints with each other.
A physics engine is organized into two phases: collision detection and solving. Collision detection finds intersections between geometries associated with the rigid bodies, generating appropriate collision information such as collision points, normals and penetration depths. Then a solver updates the motion of rigid bodies under the influence of the collisions that were detected and constraints that were provided by the user.
📷
The motion is the result of the solver interpreting the laws of physics, such as conservation of energy and momentum. But doing this 100% accurately is prohibitively expensive, and the trick to simulating it in real-time is to approximate to increase performance, as long as the result is physically realistic. As long as the basic laws of motion are maintained within a reasonable tolerance, this tradeoff is completely acceptable for a computer game simulation.

Taking Small Steps

The main idea of the physics engine is to discretize the motion using time-stepping. The equations of motion of constrained and unconstrained rigid bodies are very difficult to integrate directly and accurately. The discretization subdivides the motion into small time increments, where the equations are simplified and linearized making it possible to solve them approximately. This means that during each time step the motion of the relevant parts of rigid bodies that are involved in a constraint is linearly approximated.
📷📷
Although a linearized problem is easier to solve, it produces drift in a simulation containing non-linear behaviors, like rotational motion. Later we’ll see mitigation methods that help reduce the drift and make the simulation more plausible.

Solving

📷
Having linearized the equations of motion for a time step, we end up needing to solve a linear system or linear complementarity problem (LCP). These systems can be arbitrarily large and can still be quite expensive to solve exactly. Again the trick is to find an approximate solution using a faster method. A modern method to approximately solve an LCP with good convergence properties is the Projected Gauss-Seidel (PGS). It is an iterative method, meaning that with each iteration the approximate solution is brought closer to the true solution, and its final accuracy depends on the number of iterations.
📷
This animation shows how a PGS solver changes the positions of the bodies at each step of the iteration process, the objective being to find the positions that respect the ball and socket constraints while preserving the center of mass at each step (this is a type of positional solver used by the IK dragger). Although this example has a simple analytical solution, it’s a good demonstration of the idea behind the PGS. At each step, the solver fixes one of the constraints and lets the other be violated. After a few iterations, the bodies are very close to their correct positions. A characteristic of this method is how some rigid bodies seem to vibrate around their final position, especially when coupling interactions with heavier bodies. If we don’t do enough iterations, the yellow part might be left in a visibly invalid state where one of its two constraints is dramatically violated. This is called the high mass ratio problem, and it has been the bane of physics engines as it causes instabilities and explosions. If we do too many iterations, the solver becomes too slow, if we don’t it becomes unstable. Balancing the two sides has been a painful and long process.

Mitigation Strategies

📷A solver has two major sources of inaccuracies: time-stepping and iterative solving (there is also floating point drift but it’s minor compared to the first two). These inaccuracies introduce errors in the simulation causing it to drift from the correct path. Some of this drift is tolerable like slightly different velocities or energy loss, but some are not like instabilities, large energy gains or dislocated constraints.
Therefore a lot of the complexity in the solver comes from the implementation of methods to minimize the impact of computational inaccuracies. Our final implementation uses some traditional and some novel mitigation strategies:
  1. Warm starting: starting with the solution from a previous time-step to increase the convergence rate of the iterative solver
  2. Post-stabilization: reprojecting the system back to the constraint manifold to prevent constraint drift
  3. Regularization: adding compliance to the constraints ensuring a solution exists and is unique
  4. Pre-conditioning: using an exact solution to a linear subsystem, improving the stability of complex mechanisms
Strategies 1, 2 and 3 are pretty traditional, but 3 has been improved and perfected by us. Also, although 4 is not unheard of, we haven’t seen any practical implementation of it. We use an original factorization method for large sparse constraint matrices and a new efficient way of combining it with the PGS. The resulting implementation is only slightly slower compared to pure PGS but ensures that the linear system coming from equality constraints is solved exactly. Consequently, the equality constraints suffer only from drift coming from the time discretization. Details on our methods are contained in my GDC 2020 presentation. Currently, we are investigating direct methods applied to inequality constraints and collisions.

Getting More Details

Traditionally there are two mathematical models for articulated mechanisms: there are reduced coordinate methods spearheaded by Featherstone, that parametrize the degrees of freedom at each joint, and there are full coordinate methods that use a Lagrangian formulation.
We use the second formulation as it is less restrictive and requires much simpler mathematics and implementation.
The Roblox engine uses analytical methods to compute the dynamic response of constraints, as opposed to penalty methods that were used before. Analytics methods were initially introduced in Baraff 1989, where they are used to treat both equality and non-equality constraints in a consistent manner. Baraff observed that the contact model can be formulated using quadratic programming, and he provided a heuristic solution method (which is not the method we use in our solver).
Instead of using force-based formulation, we use an impulse-based formulation in velocity space, originally introduced by Mirtich-Canny 1995 and further improved by Stewart-Trinkle 1996, which unifies the treatment of different contact types and guarantees the existence of a solution for contacts with friction. At each timestep, the constraints and collisions are maintained by applying instantaneous changes in velocities due to constraint impulses. An excellent explanation of why impulse-based simulation is superior is contained in the GDC presentation of Catto 2014.
The frictionless contacts are modeled using a linear complementarity problem (LCP) as described in Baraff 1994. Friction is added as a non-linear projection onto the friction cone, interleaved with the iterations of the Projected Gauss-Seidel.
The numerical drift that introduces positional errors in the constraints is resolved using a post-stabilization technique using pseudo-velocities introduced by Cline-Pai 2003. It involves solving a second LCP in the position space, which projects the system back to the constraint manifold.
The LCPs are solved using a PGS / Impulse Solver popularized by Catto 2005 (also see Catto 2009). This method is iterative and considers each individual constraints in sequence and resolves it independently. Over many iterations, and in ideal conditions, the system converges to a global solution.
Additionally, high mass ratio issues in equality constraints are ironed out by preconditioning the PGS using the sparse LDL decomposition of the constraint matrix of equality constraints. Dense submatrices of the constraint matrix are sparsified using a method we call Body Splitting. This is similar to the LDL decomposition used in Baraff 1996, but allows more general mechanical systems, and solves the system in constraint space. For more information, you can see my GDC 2020 presentation.
The architecture of our solver follows the idea of Guendelman-Bridson-Fedkiw, where the velocity and position stepping are separated by the constraint resolution. Our time sequencing is:
  1. Advance velocities
  2. Constraint resolution in velocity space and position space
  3. Advance positions
This scheme has the advantage of integrating only valid velocities, and limiting latency in external force application but allowing a small amount of perceived constraint violation due to numerical drift.
An excellent reference for rigid body simulation is the book Erleben 2005 that was recently made freely available. You can find online lectures about physics-based animation, a blog by Nilson Souto on building a physics engine, a very good GDC presentation by Erin Catto on modern solver methods, and forums like the Bullet Physics Forum and GameDev which are excellent places to ask questions.

In Conclusion

The field of game physics simulation presents many interesting problems that are both exciting and challenging. There are opportunities to learn a substantial amount of cool mathematics and physics and to use modern optimizations techniques. It’s an area of game development that tightly marries mathematics, physics and software engineering.
Even if Roblox has a good rigid body physics engine, there are areas where it can be improved and optimized. Also, we are working on exciting new projects like fracturing, deformation, softbody, cloth, aerodynamics and water simulation.
Neither Roblox Corporation nor this blog endorses or supports any company or service. Also, no guarantees or promises are made regarding the accuracy, reliability or completeness of the information contained in this blog.
This blog post was originally published on the Roblox Tech Blog.
© 2020 Roblox Corporation. All Rights Reserved.

Using Clang to Minimize Global Variable Use

July

23, 2020

by RandomTruffle
PRODUCT & TECH
Every non-trivial program has at least some amount of global state, but too much can be a bad thing. In C++ (which constitutes close to 100% of Roblox’s engine code) this global state is initialized before main() and destroyed after returning from main(), and this happens in a mostly non-deterministic order. In addition to leading to confusing startup and shutdown semantics that are difficult to reason about (or change), it can also lead to severe instability.
Roblox code also creates a lot of long-running detached threads (threads which are never joined and just run until they decide to stop, which might be never). These two things together have a very serious negative interaction on shutdown, because long-running threads continue accessing the global state that is being destroyed. This can lead to elevated crash rates, test suite flakiness, and just general instability.
The first step to digging yourself out of a mess like this is to understand the extent of the problem, so in this post I’m going to talk about one technique you can use to gain visibility into your global startup flow. I’m also going to discuss how we are using this to improve stability across the entire Roblox game engine platform by decreasing our use of global variables.

Introducing -finstrument-functions

Nothing excites me more than learning about a new obscure compiler option that I’ve never had a use for before, so I was pretty happy when a colleague pointed me to this option in the Clang Command Line Reference. I’d never used it before, but it sounded very cool. The idea being that if we could get the compiler to tell us every time it entered and exited a function, we could filter this information through a symbolizer of some kind and generate a report of functions that a) occur before main(), and b) are the very first function in the call-stack (indicating it’s a global).
Unfortunately, the documentation basically just tells you that the option exists with no mention of how to use it or if it even actually does what it sounds like it does. There’s also two different options that sound similar to each other (-finstrument-functions and -finstrument-functions-after-inlining), and I still wasn’t entirely sure what the difference was. So I decided to throw up a quick sample on godbolt to see what happened, which you can see here. Note there are two assembly outputs for the same source listing. One uses the first option and the other uses the second option, and we can compare the assembly output to understand the differences. We can gather a few takeaways from this sample:
  1. The compiler is injecting calls to __cyg_profile_func_enter and __cyg_profile_func_exit inside of every function, inline or not.
  2. The only difference between the two options occurs at the call-site of an inline function.
  3. With -finstrument-functions, the instrumentation for the inlined function is inserted at the call-site, whereas with -finstrument-functions-after-inlining we only have instrumentation for the outer function. This means that when using-finstrument-functions-after-inlining you won’t be able to determine which functions are inlined and where.
Of course, this sounds exactly like what the documentation said it did, but sometimes you just need to look under the hood to convince yourself.
To put all of this another way, if we want to know about calls to inline functions in this trace we need to use -finstrument-functions because otherwise their instrumentation is silently removed by the compiler. Sadly, I was never able to get -finstrument-functions to work on a real example. I would always end up with linker errors deep in the Standard C++ Library which I was unable to figure out. My best guess is that inlining is often a heuristic, and this can somehow lead to subtle ODR (one-definition rule) violations when the optimizer makes different inlining decisions from different translation units. Luckily global constructors (which is what we care about) cannot possibly be inlined anyway, so this wasn’t a problem.
I suppose I should also mention that I still got tons of linker errors with -finstrument-functions-after-inlining as well, but I did figure those out. As best as I can tell, this option seems to imply –whole-archive linker semantics. Discussion of –whole-archive is outside the scope of this blog post, but suffice it to say that I fixed it by using linker groups (e.g. -Wl,–start-group and -Wl,–end-group) on the compiler command line. I was a bit surprised that we didn’t get these same linker errors without this option and still don’t totally understand why. If you happen to know why this option would change linker semantics, please let me know in the comments!

Implementing the Callback Hooks

If you’re astute, you may be wondering what in the world __cyg_profile_func_enter and __cyg_profile_func_exit are and why the program is even successfully linking in the first without giving undefined symbol reference errors, since the compiler is apparently trying to call some function we’ve never defined. Luckily, there are some options that allow us to see inside the linker’s algorithm so we can find out where it’s getting this symbol from to begin with. Specifically, -y should tell us how the linker is resolving . We’ll try it with a dummy program first and a symbol that we’ve defined ourselves, then we’ll try it with __cyg_profile_func_enter .
[email protected]:~/src/sandbox$ cat instr.cpp int main() {} [email protected]:~/src/sandbox$ clang++-9 -fuse-ld=lld -Wl,-y -Wl,main instr.cpp /usbin/../lib/gcc/x86_64-linux-gnu/crt1.o: reference to main /tmp/instr-5b6c60.o: definition of main
No surprises here. The C Runtime Library references main(), and our object file defines it. Now let’s see what happens with __cyg_profile_func_enter and -finstrument-functions-after-inlining.
[email protected]:~/src/sandbox$ clang++-9 -fuse-ld=lld -finstrument-functions-after-inlining -Wl,-y -Wl,__cyg_profile_func_enter instr.cpp /tmp/instr-8157b3.o: reference to __cyg_profile_func_enter /lib/x86_64-linux-gnu/libc.so.6: shared definition of __cyg_profile_func_enter
Now, we see that libc provides the definition, and our object file references it. Linking works a bit differently on Unix-y platforms than it does on Windows, but basically this means that if we define this function ourselves in our cpp file, the linker will just automatically prefer it over the shared library version. Working godbolt link without runtime output is here. So now you can kind of see where this is going, however there are still a couple of problems left to solve.
  1. We don’t want to do this for a full run of the program. We want to stop as soon as we reach main.
  2. We need a way to symbolize this trace.
The first problem is easy to solve. All we need to do is compare the address of the function being called to the address of main, and set a flag indicating we should stop tracing henceforth. (Note that taking the address of main is undefined behavior[1], but for our purposes it gets the job done, and we aren’t shipping this code, so ¯\_(ツ)_/¯). The second problem probably deserves a little more discussion though.

Symbolizing the Traces

In order to symbolize these traces, we need two things. First, we need to store the trace somewhere on persistent storage. We can’t expect to symbolize in real time with any kind of reasonable performance. You can write some C code to save the trace to some magic filename, or you can do what I did and just write it to stderr (this way you can pipe stderr to some file when you run it).
Second, and perhaps more importantly, for every address we need to write out the full path to the module the address belongs to. Your program loads many shared libraries, and in order to translate an address into a symbol, we have to know which shared library or executable the address actually belongs to. In addition, we have to be careful to write out the address of the symbol in the file on disk. When your program is running, the operating system could have loaded it anywhere in memory. And if we’re going to symbolize it after the fact we need to make sure we can still reference it after the information about where it was loaded in memory is lost. The linux function dladdr() gives us both pieces of information we need. A working godbolt sample with the exact implementation of our instrumentation hooks as they appear in our codebase can be found here.

Putting it All Together

Now that we have a file in this format saved on disk, all we need to do is symbolize the addresses. addr2line is one option, but I went with llvm-symbolizer as I find it more robust. I wrote a Python script to parse the file and symbolize each address, then print it in the same “visual” hierarchical format that the original output file is in. There are various options for filtering the resulting symbol list so that you can clean up the output to include only things that are interesting for your case. For example, I filtered out any globals that have boost:: in their name, because I can’t exactly go rewrite boost to not use global variables.
The script isn’t as simple as you would think, because simply crawling each line and symbolizing it would be unacceptably slow (when I tried this, it took over 2 hours before I finally killed the process). This is because the same address might appear thousands of times, and there’s no reason to run llvm-symbolizer against the same address multiple times. So there’s a lot of smarts in there to pre-process the address list and eliminate duplicates. I won’t discuss the implementation in more detail because it isn’t super interesting. But I’ll do even better and provide the source!
So after all of this, we can run any one of our internal targets to get the call tree, run it through the script, and then get output like this (actual output from a Roblox process, source file information removed):
excluded_symbols = [‘.\boost.*’]* excluded_modules = [‘/usr.\’]* /uslib/x86_64-linux-gnu/libLLVM-9.so.1: 140 unique addresses InterestingRobloxProcess: 38928 unique addresses /uslib/x86_64-linux-gnu/libstdc++.so.6: 1 unique addresses /uslib/x86_64-linux-gnu/libc++.so.1: 3 unique addresses Printing call tree with depth 2 for 29276 global variables. __cxx_global_var_init.5 (InterestingFile1.cpp:418:22) RBX::InterestingRobloxClass2::InterestingRobloxClass2() (InterestingFile2.cpp.:415:0) __cxx_global_var_init.19 (InterestingFile2.cpp:183:34) (anonymous namespace)::InterestingRobloxClass2::InterestingRobloxClass2() (InterestingFile2.cpp:171:0) __cxx_global_var_init.274 (InterestingFile3.cpp:2364:33) RBX::InterestingRobloxClass3::InterestingRobloxClass3()
So there you have it: the first half of the battle is over. I can run this script on every platform, compare results to understand what order our globals are actually initialized in in practice, then slowly migrate this code out of global initializers and into main where it can be deterministic and explicit.

Future Work

It occurred to me sometime after implementing this that we could make a general purpose profiling hook that exposed some public symbols (dllexport’ed if you speak Windows), and allowed a plugin module to hook into this dynamically. This plugin module could filter addresses using whatever arbitrary logic that it was interested in. One interesting use case I came up for this is that it could look up the debug information, check if the current address maps to the constructor of a function local static, and write out the address if so. This effectively allows us to gain a deeper understanding of the order in which our lazy statics are initialized. The possibilities are endless here.

Further Reading

If you’re interested in this kind of thing, I’ve collected a couple of my favorite references for this kind of topic.
  1. Various: The C++ Language Standard
  2. Matt Godbolt: The Bits Between the Bits: How We Get to main()
  3. Ryan O’Neill: Learning Linux Binary Analysis
  4. Linkers and Loaders: John R. Levine
  5. https://eel.is/c++draft/basic.exec#basic.start.main-3
Neither Roblox Corporation nor this blog endorses or supports any company or service. Also, no guarantees or promises are made regarding the accuracy, reliability or completeness of the information contained in this blog.
submitted by jaydenweez to u/jaydenweez [link] [comments]

VfxAlert signals and candlestick patterns

VfxAlert signals and candlestick patterns
All how to make on binary options strategies should take into account all market analysis options. You cannot make a decision on only one instrument, even if these are candlestick analysis patterns.
Let's start with trend signals, see examples of vfxAlert binary signals.
Currency pair GBP/USD and a strong signal on PUT-option signal. Let's look at the price chart - confirmation by the "Three Method" candlestick pattern and you can open an option with an expiration of 5-10 minutes.

https://preview.redd.it/gwn6hg5fs8p51.png?width=1100&format=png&auto=webp&s=f67cae8d8fde0e38a27318f8eadea0e2c3cad495
The signal appeared at the intersection of the moving average ("MA" on the signal panel). Traders see this. The option opens on a reversal, but then there are also candlestick patterns, and new PUT-signals with the “MA” label open the next options with a large volume.
The next signal on the CCI indicator shows the dynamics of the current trend. Created for the stock market, where trends are long and easier to find. On Forex, volatility is higher and there may be strong corrections and pullbacks that "break" the indicator. In the figure, binary options trading signals is confirmed by a strong candle pattern – the price goes towards the gap and you can open a CALL-option.
Reversal real binary options signals vfxAlert.
More reliable than trendy ones, beginners should start with them. It is easier to see and understand: "Bulling engulfing" pattern, which means the "bulls" managed to shift the balance of power to themselves and start an uptend on EUR / GBP. The vfxAlert signal confirms this by technical analysis of the RSI indicator.

https://preview.redd.it/gpikbe6js8p51.png?width=1100&format=png&auto=webp&s=8581ebe0a59f665b78891996f23d95c289972250
Doji candlestick appeared on EUUSD. In candlestick analysis, this is the strongest reversal pattern. The vfxAlert binary options signal according to Parabolic SAR trend confirms the beginning of the downtrend. After one candlestick, the trend started you can open the PUT-option.
The trader looks at «Power» value first, the market may be sideways, and candlestick patterns are false:

https://preview.redd.it/efwtnupms8p51.png?width=1100&format=png&auto=webp&s=1170e6526704d44ec1a0ee936de5797f41e61d31
We always start testing combination "vfxAlert live binary signals + candlestick patterns" on a demo account. You only receive recommendations and must make sure that they fit your strategy, trading session and trading style.
submitted by vfxAlert to u/vfxAlert [link] [comments]

What You Need To Know To Get Your Start In The Foreign Exchange Market

You don't need a lot of capital in order to get started. This is one of the reasons why this market is so appealing. With minimal risk, you can start making profitable trades in almost no time at all. Moreover, you can even begin the process of implementing transactions without doing a whole lot of research, particularly if the risk for each trade is low and you have binary options experience and strategies that you can simply roll over.
This, however, doesn't mean that you should simply dive right in before receiving the necessary training. There are definite differences between binary option and currency exchange trading, even though they share a few striking similarities. There are countless factors that can impact currency prices and this makes it important to learn all that you can about foreign events. In a way, it is not unlike entering a high risk foreign market with high profit potential.
In addition to going through the learning process, you have to identify a few worthy sources of information. This is how you will stay abreast of changes in foreign policies and gross domestic products among other things. The more international information you glean from a reliable source, the easier it will be to predict the price movements of your selected currencies with accuracy.
The next step is to use a trade simulator. This is a platform that lets you implement trades without actually risking any cash. It gives you the chance to test your sources and see how well your trading theories will play out. It also allows traders to test out different trading strategies in order to identify the ones that they're most comfortable using.
Your risk tolerance is very important in this market, just like it is in any other. Try to find out exactly how much risk you can comfortable take on before you start making irrational decisions. Understanding and honoring risk tolerance is always key for maximising your profits.
Start by searching for a few reputable option in training for Forex trading online. The learning process is an ongoing one and thus, it pays to look for a progressive and long-term program that can accommodate you continued growth. This is the market that never closes and thus, once you're ready to start trading profitably, you can earn money non-stop.
submitted by jeffout to ForexRated [link] [comments]

Escape from Tarkov New Player Guide 2.0: 75 Pages and packed with all the information you could ever need for success!

Introduction

Greetings, this is dumnem, also known as Theorchero, but you can call me Theo. I'm an experienced Tarkov player and I'm writing this guide to try and assist new Tarkov players learn the game, because it has one hell of a learning curve. We'll be going over a lot of different aspects of this guide, and it is going to be huge. Feel free to digest this in parts.
Additionally, this is a work in progress. I will write as much as I can in one Reddit post, but subsequent parts will be in additional comments. Google Docs Version (Note: Link is placeholder atm, but here is a sneak preview!)
Disclaimer: Tarkov recently updated to .12! That's a HUGE amount of information that I need to update. Please be patient! If there is anything I have gotten wrong or may have omitted, please let me know.
This is Primarily directed towards Tarkov Novices, but should be useful for even Tarkov Veterans. It hopefully includes everything you need to know to be able to go into a Raid equipped for success and to successfully extract with gear.
Want to play with friends? Want to have fun and learn Tarkov? Check out my discord here.

Changelog

3/9/20:
  • [Updated for .12]
  • Money making strategies completed.
  • Minor grammar adjustments, adding additional medical items.
  • Added additional resources, updated old ones.
  • Hideout section complete

Table of Contents

  • Tarkov Overview - What is Escape from Tarkov?
  • Tarkov Resources - Useful links
  • Tarkov's Maps
  • Tarkov's Health System
  • Tarkov's Hideout System
  • Tarkov's Quest System and Progression
  • Tarkov's Hotkeys to Know
  • Getting Started
  • Player Scavs
  • New Player's loadouts - LL1 Traders
  • What to Loot - How to get the most money per slot
  • Stash Management - How to combat Gear Fear
  • Tarkov Economy - How do I make money?
  • What now?

Tarkov Overview - What is Escape from Tarkov?

Escape from Tarkov is a tactical, realistic, FPS with MMO elements developed by Battlestate Games. It is currently in closed Beta. The game features several maps in which your primary character, your PMC, goes into Raids in order to find and salvage loot and useful equipment to survive and thrive in Tarkov. Death is very punishing in Tarkov. If you die you lose everything you had on you when you die (with the exception of what's inside your Container and your melee weapon) including any equipment you brought with you or what you found inside the Raid.
Enemies can be players (PMCs) or Scavengers ('Scavs') that are either controlled by AI or by players. Unlike many shooters, AI enemies in Tarkov are deadly - they can and will kill you on sight. They have recently been upgraded to act more intelligently, shoot more accurately, and react to situations on the map, such as investigating noise of gunfire or searching. It features beautiful and immersive environments, intricate and in-depth weapon modification system, a complex health system, dynamic and specific loot placement, and multiple options for engagement. Do you want to play slow and stealthy, to avoid fights, or set up a deadly ambush on an unwary foe? Or do you prefer raw combat, where only your quick wit, placements of shots, and tenaciousness determines who gets out alive? It's your Tarkov. You make the rules.

Tarkov Resources - Useful links

I take no credit or responsibility for any of the content in these links. To the best of my knowledge, these are updated consistently and are accurate, but user beware.

Quick-Reference Ammo Chart

An updated ammo chart can be found on the wiki.

Tarkov Wiki

Absolutely fantastic resource. You can visit them here.
It is a massive collection of everything that we players have been able to find.
They contain trades, user-created maps, lists of ammo, parts, weapons, loot, etc. If it's in the game, it's on the Wiki, somewhere.
I highly recommend opening the wiki page for the Map that you plan on raiding in.
Factory
Customs
Woods
Shoreline
Interchange
Reserve
The Lab ('Labs')

Map Keys and You

Huge collection of all the keys in the game. These are also on the wiki, but this page has them all on one page, and tries to inform the user if the key is worth keeping or using.
Check it out here.
This section is open to revision. Mention me in a thread (or in the comments below) about a resource and I'll see about adding it here.

Tarkov's Weapon Compatibility Guide

Pretty self explanatory. Also includes a Key guide and a Mod guide.
Check it out here.

HUGE Reference Bible by Veritas

Courtesy of Veritas (Send me his reddit username?), It's located here. (Open in new tab.) Contains: Detailed information about: Ammunition, Health, Firearms, Body Armor, Helmets, Rigs & Backpacks, Labs & Quest keys. Outdated! Needs to be updated for .12

Offline Raids - Player Practice

Offline raids is a feature added for testing and learning purposes for both new and veteran players alike. It is an incredibly useful tool.
In an offline raid, your progress is not saved. This means you don't keep anything you find, keep any experience 'earned' if you successfully extract, or lose any gear when/if you die. To access OFFLINE Raids, head into a Raid normally until you see this screen. Then Check the box indicating that you want to do an OFFLINE raid and you're good to go! You even have a choice on whether or not to add AI. You can also control how many AI enemies spawn, fewer than normal or a great deal more! You can even make Scavs fight each other. (Framerates beware.)
You can control how many scavs spawn (if any) as well as a number of other paramaters. New players should use offline raids as a tool to practice shooting, controls, movement, etc.

Tarkov's Maps

Tarkov features several maps - ranging from wide, beautiful vistas to ruined factory districts, to an abandoned laboratory where illegal experiments were being conducted. It is important to learn the maps you intend to play. In order to keep your gear, you must 'extract' at one of your designated exfiltration points. Not all extracts will be active every game, and some are conditional.

To see what extracts are available to you, double tap 'O' to show raid time and your exfils. If it has a ???? it might not be open.

Factory

Gate 3 Extract
A small, fast-paced map that was primarily created for PvP. Scavs spawn in all the time. Very close quarters, shotguns and SMGs tend to dominate here. PMCs can only access one Exit (Gate 3) without the Factory Exit Key. Good place to go if you need PMC kills as action is pretty much guaranteed. It is recommended NOT to bring in a lot of gear to Factory until you are experienced.
Factory Map in PvP is best played in Duos - due to the layout of the map, a Maximum of 6 PMCs may be present in the game. Due to the split spawn points, you effectively have 'sides' that have up to 3 spawn locations that are close together. This is why it is recommended to secure/scout enemy spawn locations. If you go in with a Duo, you at max have 2 players on your side for an even 2v2, and if played smartly you can eliminate them and know your 'side' is secure from aggression for the time being.
Upon loading in, scavs usually take a couple minutes to spawn, though this depends on the server in question and isn't super reliable. For new players, the best loadout in Factory is going to be a MP-153 Loadout - using just an MBSS (or similar bag) and ammo in your pocket to fight other players and Scavs. Scavs will often spawn with AKs and other 'vendorable' weapons, so is a good source of income.
Factory is also one of the best maps to Scav into, as Scavs can typically avoid the Exit camping strategy employed by a lot of weaker or newer players in order to secure gear, because they typically have extra exfiltrations whereas PMCs without the Factory Exit Key are stuck using Gate 3.
If you go in with a modicum of gear, it is recommended to keep at least a flashbang (Zarya) in your container. This will allow you to quickly slot it into an empty chest rig or pocket so you can throw it into the exit door, this will flash enemies and is cheap to do - the one time you survive because you flashed the 3 exit campers using shotguns will make this strategy extremely valuable.

Customs

Extract map
A fairly large map that was recently expanded and is expected to receive an overhaul within a patch or two, due to the choke point design of the map. Essentially, players spawn either on 'warehouse' or 'boiler (stacks)' side. If you see a large red warehouse ('big red') near you (Customs Warehouse), then you spawned on the warehouse side. If you don't, you likely spawned near Boiler side. Players can also spawn in several places in the woods North of boilers.
This map has the most quests in the game. Geared players often come to customs to challenge other squads over Dorm loot and to fight a Scav boss. New players are usually trying to do one of several early quests, such as ‘Debut’ which tasks them with killing 5 scavs on Customs and acquiring 2 MR-133 shotguns (pump shotties) from their corpses. Construction is also a popular hotspot as it has a lot of scav spawns as well as the location for the Bronze Pocketwatch, which is Prapor’s second quest.
Customs itself does not offer very much loot on average. There are several spots which can contain decent, but the vast majority is located in a couple different locations.
Dorms is the best loot location for Customs. It has two sets, 2 story and 3 story dorms. They each have their own sections of good loot, but the best is considered to be 3 story dorms, due to the presence of the Marked Room. The marked room requires a marked key to open, and has a good chance to spawn rare loot, such as keytools, documents cases, weapons cases, and high-end weapons. Due to the nature of the high value of this room, it’s almost always contested and it’s one of the best rooms in the game to farm, albeit with difficulty to successfully extract with the loot found. Note, though the key required has a maximum amount of uses, it is a fairly cheap key, and worth buying if you like to run customs and go to Dorms.
Dorms also has a ton of early quests (Operation Aquarius, for one) with some keys being valuable to use, but most dorms keys aren’t worth that much on the market. There’s too many to list here, but make sure to check the Map Keys and You at the top of the guide to determine what the value of a particular key is.
Checkpoint (Military Checkpoint) is also a decent loot spot, though not nearly as good as Dorms. If you have the key, it has a grenade box and 2 ammo boxes which can spawn good ammo. The jacket in the blue car also can spawn good medical keys as well as medical items. It is very close to the gas station, so I’ll include that here as well.
The Gas Station is one of the possible spawn locations for the scav boss. It has loose food items, a weapon box in the side room, with two keyed rooms leading to a safe and a med bag and box. Also contains a couple registers and food spawns on the floor. The emercom key can spawn on the seat in the ambulance out front.
North of the gas station is the Antenna, which contains 3 weapon boxes, a tool box, and a med bag. Possible location for scav boss spawn, albeit rarely, and also spawns regular scavs, like checkpoint and gas station.
Beyond that, there’s scattered loot around the map in different places, but usually not enough to warrant going out of your way for. There’s also scav caches, mostly around the middle road outside construction and around the boiler area.
The scav boss for customs is 'Reshala.’ He has 5 guards that have above-average gear and can be tough to deal with solo. The guards tend to be more aggressive than normal scavs, so they can be a lot to handle but are vulnerable to fragmentation grenades or flashbangs due to their close proximity to one another. Reshala himself has a good chance to have one or more bitcoin in his pockets, as well as his unique Golden TT, which is required for a Jaegar quest and used in conjunction with other Golden TT's to purchase a Tactec, good plate carrier. Reshala may spawn either Dorms (either bldg), New Gas Station, or rarely the tower north of the gas station. Scav bosses are dangerous enemies with escorts that have above-average loot (sometimes great loot) and are hostile to everyone, Including player scavs. Scav guards will approach a player scav and basically tell them to leave the area, and if they walk closer towards the scav boss they turn hostile.
The ‘official’ spawn rate for Reshala is 35%.

Woods

Woods Map with Exfil
A very large map that is mostly just a large forest, with the occasional bunker, and the Lumber Mill in the center. The Lumber Mill is the primary point of interest, as it contains a couple quest locations and is the primary location to farm Scavs, as Scavs killed on woods are a good source of end-game keys that are hard to find.
Since the map is so large and open, sniper rifles with scopes usually reign king here. You will see a lot of players with Mosin rifles as they are a cheap way to train the Sniper skill (for a quest later on) and are capable of killing geared players and scavs alike.
Overall, not usually very populated. An early quest from Prapor sends you here to kill a number of Scavs. A good map to learn the game, as although the loot is not fantastic, you can get experience with how the game runs and operates while fighting AI and possibly getting lucky with a key find off a scav.
As of .12, Woods now houses a Scav boss that acts as a Sniper scav. He is incredibly dangerous and usually carries a tricked-out SVDS. The 7.62x54 caliber is not to be underestimated. That caliber can and will wreck your shit through what most players are capable of wearing, especially early on in a wipe. He may also carry an AK-105, so he's going to be dangerous at both short and long ranges.
He has two guards, and he typically patrols the area around the Sawmill, and carries a key to a cache nearby full of goodies. His key is part of a quest for Jaegar.
Woods also has two bunkers, one of them being an extract and requiring a key. Both bunkers have some moderate loot in them, thus worth visiting, though not necessarily worth going out of your way for them. Several quests occur around the sawmill area, which contains a good couple keys that can spawn.

Shoreline

Shoreline Map, with Loot, Exfil, etc
A very large map, notorious for its FPS hit. Generally speaking, one of the better maps for loot. The primary point of interest is the Resort, but scavs spawn there, and is primarily occupied by hatchlings (players only with hatchet, ie melee weapon) and geared players. Resort has great loot, but requires keys to access most of it.
A great map to learn though from new players as the outskirts still contains plenty of loot and combat opportunities with AI scavs. You can hit Villa, Scav Island, Weather station, Docks, etc and come out with a backpack full of valuable gear fairly easily. The Village (Not to be confused with villa) contains a lot of toolboxes which can contain lots of parts used to upgrade your Hideout.
Location of many quests, including a large quest chain where players are required to kill many, many, scavs on Shoreline. For this and other reasons, probably the best map for new players to learn the game with.
A good loot route is to hit the village (caches in it), scav island (2 med bags, 2 toolboxes, 2 weapon boxes, 1 cache), burning gas station (weapon boxes and a safe), pier (potential extract, 2 pcs 2 safes and lots of filing cabinets), and weather station. Scavs may spawn around these areas, but most players just head straight for resort anyway, so you are much less likely to encounter them, especially if you avoid Mylta power (most players hit it on the way to or leaving from the resort). Excellent route as a player scav as well.

Interchange

Detailed map
Great, great loot area, but very complex map. Old computers might face unique struggles with this map. Features a mostly-binary exfil system like Shoreline, but.. kinda worse. Exfil camping is fairly common on this map, but usually avoidable. Huge map with multiple floors and many many different stores. Communication with teammates is a challenge on this map, but the map is also fantastically detailed.
This map features a lot of loot that depends on the kind of store you're in. It's a great place to farm rare barter materials which are valuable to sell on the Flea market or to use for quests or for hideout upgrades. An early quest (from Ragman) sends you here to kill a large amount of Scavs. I'd recommend getting Ragman to level 2 and accepting his quest asap when going to Interchange, as getting this quest done can take a while as it is and you want all scav kills to count towards progress.
Both the tech stores (Techlight, Techxo, Rasmussen) and department stores (Groshan, Idea, OLI) are the primary places to hit. There’s also Kiba (weapons store) as well as Emercom and Mantis. Players have different strategies, but this map is unique in the sense that it really rewards exploring. Most stores will have things you can grab that are worth quite a bit but are often overlooked. Very popular place to go in as a Player Scav.

Reserve

Brand new map, chock full of loot. Has more complex extracts than other maps, save for Labs. Excellent place to farm rare barter items, computer parts, and especially military hardware. PMCs have limited extracts, most being conditional, and the ones that aren’t require activation of ‘power’ to turn on the extract, which alerts the map the extract has been opened and can spawn Raiders (more on them below.)
Additionally, has a scav boss by the name of Glukhar, who has multiple heavily armed guards. He has multiple spawn locations and can arrive with the train.

The Lab ('Labs')

Here's a map.
DISCLAIMER: Labs, like much of Tarkov, is under constant development, so issues may be fixed or created without warning. Always check patch notes!
Labs is a very complex map compared to the rest of Tarkov. There is a great deal more exfiltrations but many of them have requirements or a sequence of events needed to be able to extract from them. It is recommended to read the Tarkov Wiki on Labs before raiding there.

LABS IS NOT LIKE OTHER MAPS. READ THIS SECTION CAREFULLY.

Labs is a lucrative end-game raid location, comparable to 'dungeons' in other games. They are populated by tougher enemies that give greater rewards. In order to go to labs, you need to acquire a keycard, this functions like mechanical keys but instead of opening a door, they unlock your ability to select Labs for a raid.
They may be found in-raid in various locations, most notably in scavs backpacks, pockets, and in filing cabinets. They may be purchased from Therapist at LL4 for 189K Roubles. Labs are populated by a unique kind of AI enemy, Raiders.

Raiders

Raiders are the Labs form of Scavs, or AI enemies. However, unlike other maps, they cannot contain player Scavs. Raiders have a much tougher than your average scav, they are capable of advanced tactics (such as flanking) and throw grenades and use other consumables as a player would. Once 'locked' onto you, they are typically capable of killing you very quickly, even if you are wearing high-end armor.
In Tarkov, Raiders act like the avatars of Death. They are clad in USEC and BEAR equipment, as they are effectively AI PMCs. Many changes have been made to labs and specifically how Raider AI works and to prevent exploits to easily farm them as well as bugs where they could be deadlier than intended.
A general rule of thumb is not to fight Raiders directly. They can and WILL kill you. Raiders can spawn with 7N9, or 'big boy' ammo. This ammunition type is incredibly lethal to players, even those wearing the toughest armor. If you get shot in the head, doesn't matter what kind of helmet, face shield, killa helmet, etc you are wearing, you will almost certainly die.
Because Raiders are controlled by AI, they have zero ping. They may also end to immediately respond as if you were aggressive even if they did not originally know you were there - ESP Raiders effectively will prone and return fire even as you ADS and put them in your sights.
This is why engaging a Raider must be done very, very carefully. There are a few strategies that you may employ, most commonly some form of baiting them towards an area and then killing them when they arrive. Players may accomplish this by generating noise - gunfire, melee weapon hitting walls, crates, etc, player deaths, players Mumbling (F1 by default) can all attract Raiders to investigate your area.
Due to the high power of Raiders, players often go in with minimal loadouts and seek to avoid conflict with other players, especially geared ones. Most players avoid PvP in Labs, though a good portion of the playerbase thoroughly enjoys hunting down poorly-geared players after they kill a few Raiders for them.
As such, players will lay prone in a hallway, or crouch in a room, and attract Raiders to enter their domicile by opening the door, and immediately headshotting them. Few Raiders actually wear helmets (though some do) so most players specialize in 'flesh ammo' or, ammunition that foregoes armor penetration in favor of raw damage in order to kill Raiders more reliably, because Raiders have slightly higher head health than PMCs do.
Raiders spawn with a great variety of equipment, weapons, armor, and materials such as medication or hideout parts. They tend to have chest armor and may have different helmets. Their pockets can contain Labs keycards, morphine, Ifaks, cash, and other items. They're always worth checking.
Raiders are a good source of grenades, they will often have F-1's and Zarya's in their rig or pockets that you can use to fight off players and Raiders alike.
Recently, changes have been made to Labs to make them less profitable so that other maps are more appealing. The cost and rarity of keycards increased, as well as reducing the frequency that raiders spawn, so that they come in more infrequent groups but also tighter in formation, while also lowering the overall output of individual Raiders, so that they are less likely to have a bunch of extra materials, such as grenades and other items.
Experience Farming on Labs
Labs is one of the best places to farm experience in the entire game. Killing a Raider with a headshot awards 1100 Experience. This does not include any looting, inspection (searching bodies), examine, streak, or other experience.
Killing a large sequence of Raiders gives additional bonus experience in the form of Streak rewards, usually 100 bonus exp per additional kill.
Surviving the raid multiplies all of these sources of experience by 1.5x
Changes coming to Labs
Disclaimer: I am not a BSG developer or employee. This is what I have seen on this subreddit and heard elsewhere. Some might be purely rumor, but other points are confirmed by Nikita Labs is undergoing constant changes. Nikita and BSG take feedback seriously, and always consider what the players are telling them. It known that Labs will eventually be accessed via the Streets of Tarkov map, and will require you to enter that map, make it to the labs entrance, and then extract from Labs to return to Streets of Tarkov and exfil from there as well. This will likely add an additional layer of risk to being ambushed for your goodies along your way out, as well as punishing damage taken in labs more severely. Additionally, keycards will have a limited number of uses, and may open more than one room.
The full extent of the changes coming is not known.
Remember, you can load a map in OFFLINE mode to practice against bots or to learn the map without fear of losing gear.

Tarkov's Health System

Tarkov Wiki Article
Tarkov has a very advanced health system, and while it might seem overwhelming at first, you'll get the hang of it rather quickly. It features a very wide variety of effects and injury, including hydration, energy, blood pressure, blood loss, fractures, contusion, intoxication, exhaustion, tremors and more.
Not all of the Health System is implemented yet. Expect changes!
Your character (PMC, or otherwise) has a combined Health of 435. Each of his limbs have separate health. Taking damage to a limb that reduces it to 0 'blacks' that limb. Blacked limbs are a problem. They greatly impair the activities your PMC performs, and taking damage in a blacked limb amplifies the damage by a multiplier and spreads that damage among your other non-black limbs equally. You cannot heal a blacked limb without the use of a Surgical Kit.
Notes: Bloodloss applies damage to the affected limb and can be spread like other damage to a blacked limb. Treat immediately. Also causes significant dehydration! Bloodloss also helps level your Vitality skill, which in turn gives you experience towards your Health skill, which is necessary to reach level 2 of in order to improve your hideout.
Losing a limb applies additional effects. Fractures also apply these effects but not the damage amplification (Except for damage if running on fractured leg.) Fractures require specialized medical kits to heal.
Dehydration is what happens when your Hydration level reaches 0. You can view your Hydration level in your gear page, at the bottom left. Becoming dehydrated is extremely bad. You take constant damage. Taking dehydration damage can kill you if you have a black chest or head. Restoring hydration helps train Metabolism, which improves positive effects from food and drink.
Head/Chest: Bullet damage resulting in losing your head or chest is instant death. Note: Bloodloss resulting in your Head/Chest being black does not result in death, but any damage to them beyond that point will! A back chest will causes you to cough (much like your stomach!)
Painkillers: Prevents coughing that comes from your chest. Doesn't help otherwise.
Stomach: Massively increased rate of dehydration and energy loss. You must find liquids or exit the Raid soon. Additionally, your PMC will cough sputter loudly, attracting attention. A black stomach multiplies damage taken by 1.5 and redistributes that damage across your entire health pool.
Painkillers: Significantly reduces the frequency and volume of the coughs.
Arms: Makes activities like searching, reloading, etc, take additional time, as well as adding a sway, reducing accuracy. Arms have a .7x damage multiplier.
Painkillers: Reduces sway, removes debuff Pain.
Legs: Blacked legs cause your PMC to stumble and be unable to run. Blacked legs have a 1x damage multiplier.
Painkillers: Allows you to walk at full speed and to run.
WARNING: Running while your legs are blacked or fractured WILL DAMAGE YOU.
Health Items
Tarkov features many health items - 'Aid' items, which can be used to restore your characters health and to fix ailments or injuries he receives as the result of combat or mishaps. The two most important health conditions to consider are bloodloss and fractures, which have both been covered above. Some food items may have ancillary effects, such as losing hydration.
Since in the current patch the only ailments to worry about are bleeding and fractures, it changes which health items are most necessary. We'll go over them below.

Health Restoration

Medical Items on Wiki
AI-2 medkit
The newb's medical kit. You receive several of these when you start Tarkov - they'll already be in your stash. Available from Level I Therapist, they are cheap and effective way of healing early in the game. They will not stop bloodloss. Because of this, you also need to bring bandages or a higher-grade medical kit. Affectionately called 'little cheeses' by the Tarkov community. Using it takes 2 seconds, and because of how cheap it is, it's often brought in by higher level players to supplement their healing without draining their main kit (which is capable of healing bloodloss or sometimes fractures). Due to its short use time, it's often very useful during combat as you can take cover and quickly recover damage taken to a vital limb. They're also useful as you can buy them from Therapist to heal yourself if you died in a raid.
Bandages
The newb's bloodloss solution. Available from Therapist at Level I. A better version, the Army Bandage is available at Level II, after a quest. Mostly obsolete after unlocking the Car Medical kit, but some players value them due to the Car's overall low health pool. Activating takes 4 seconds, and removes bloodloss to one limb.
Splint
The newb's solution to fractures. Cheap, takes five seconds to use, and takes up 1 slot. Fractures are much more common this patch, due to them being added back in the game from standard bullet wounds, not just drops. Available from Therapist at Level I, no quest needed. Can be used to craft a Salewa.
Alu Splint
More advanced form of the normal split. Works the same, but has up to 5 uses. Recommended to carry in your container if possible, due to frequency of fractures from gunfire.
CMS (Compact Medical Surgery) Kit
New medical item added in .12, fantastic item. Allows you to perform field surgery, removing the black limb state and allowing you to heal it beyond 0 hp. Takes 16 seconds to use, and cannot be cancelled so make sure you are safe if you are using it! Will reduce the maximum health of the limb it's used on by 40-55%, but will effectively remove all negative effects incurred by having a black limb. Highly recommended to carry in your container for emergencies. Can be bartered from Jaeger LL1, and purchased for roubles LL2.
Surv12 field surgical kit
Same as the compact surgical kit, but takes 4 seconds longer, and the health penalty is reduces to 10-20% max health of the limb. Considering this kit is 1x3, taking up a huge amount of space, it's probably not worth using. It's just too large. Better this than nothing, though.
Car Medical Kit
The newb's first real medical solution. Available LL1 as a barter (2 Duct Tape) and available for Roubles after completing Therapist's second quest. Has a larger health pool than AI-2's (220, vs AI-2's 100), and removes bloodloss. Takes up a 1x2 slot, so requires to be placed in a tactical rig in order to be used effectively. Cheap and fairly efficient, takes a standard 4 seconds to use. Rendered effectively obsolete when the Salewa is unlocked.
Often kept in a player's secure container as a backup health pool, before IFAKs are unlocked.
Salewa
Good medkit for use in mid and end-game. Contains 400 total health and can remove bloodloss. More rouble efficient form of a healing due to its high health pool, costs 13k roubles. Same size as the Car medical kit, so requires a tactical rig to use effectively. Because Tarkov does not currently have effects like Toxication in the game at the moment, this kit is favored by most players who go into a raid with at least a moderate level of gear. With a high health pool and relatively low cost, it's also a more efficient way of healing damage sustained while in raids. Unlocked at Therapist Level II after completing a level 10 Prapor quest, Postman Pat Part II. Required as part of Therapist's first quest, Shortage. This makes Salewas very valuable early on in a wipe as it gatekeeps the rest of Therapist's quests, most of which occur on Customs early on. Can be crafted in your meds station with a painkiller, splint, and bandage.
IFAK
Fantastic medical kit, and is the one preferred by most players. Features 300 health and the ability to remove bloodloss and a host of other negative effects that are not yet implemented into the game. It does not, however, remove fractures. Taking up only a single slot, it is favored by players in all stages of gear, and it is recommend to carry one in your Secure Container in case of emergencies. Is available at Therapist Level II for a barter (Sugar + Sodium), and may be purchased for Roubles at Level III after completing Healthcare Privacy, Part I. It is a fairly expensive kit, but due to its durability, its small size, and ability to remove bloodloss, it is a very common medical item used by players of all levels. Can be crafted in Lvl 2 medstation.
Grizzly
The 'big daddy' medical kit, boasting an impressive total health resource of 1800. It is also a very large kit, taking up 4 slots (2x2) - in order to be able to use this quickly, it would require specialized tactical rigs that feature a 2x2 slot. It removes all negative effects (some costing HP resource), including fractures. Used by highly-geared players who intend on staying in raids for an extended period of time, or by players with additional Secure Container space available in case of emergencies. It is available for barter at Therapist Level II, and purchase at Therapist Level 4. Due to its price point from Therapist at just under 23k Roubles and its healthpool of 1800, it is by far the most efficient method of healing from raid damage, at a 1.3 roubles per health, dramatically lower than other options available. Can be crafted in Lvl 3 medstation.

Pain Management

Using any of these items results in your character being 'On Painkillers' which allows you to sprint on fractured and blacked legs, as well as reducing effects of fractures and blacked limbs, and removing the debuff Pain. Essentially, the only difference between most of these items are the speed of use, price, availability, and duration of the effect. Note that the Hideout has changed how some of these items are used, and because Tarkov is under constant development, it is very likely that these materials may be used to create higher-grade medkits or to upgrade your medstation. That being the case, it's best to hoard the unknown items for now as efficiently as possible until you know you don't need them.
Analgin Painkillers
The holy grail of pain medication. "Painkillers" have 4 total uses. The total duration is greater than Morphine and less risk of waste. Takes a short time to use, and is available from Therapist Level 1 for both barter and Roubles. Makes a loud, distinctive gulping noise. Can be used to craft Salewa kits.
Morphine
Quick application of painkillers. Favored by some highly geared players as it has greater usability in combat then it's typical counterpart, Painkillers. Has a longer duration, but only one use. It is required for a fairly early Therapist (and a late Peacekeeper) Quest, so it is recommend to hoard 10 of them, then sell the rest unless you intend on using them. They are worth a good amount to Therapist and take up little space so they are a valuable loot item. Available from Therapist for Roubles at Level 4, after completing Healthcare Privacy, Part 3.
Augmentin
Basically a cheaper Morphine. One use, 205s. Not recommended over Painkillers due to its cost. No current barter for this item, so usually it's just a fairly expensive, small loot item. Most likely a component of a medstation manufacturing process or upgrade. Keep it.
Ibuprofen
Powerful painkiller. Lasts 500 seconds and has 12 uses. This item is recommended as your long-term solution for painkillers. While it is valuable because it's used to trade for THICC items case, it's the cheapest component and is very useful as a painkiller. It has a long duration and a large amount of uses, so keep it in your container for use as a painkiller if your primary painkillers wear off. Don't use it completely up, though. Keep the 1/12 bottles for the trade.
Vaseline
Powerful medical item. Cannot be purchased from dealers. Has a maximum of 10 uses. Removes Pain, applies Painkillers for 500 seconds (8.3 minutes). Useful to keep in your container as an alternative to Painkillers, though it takes 6 seconds to use, which is longer than other painkillers. Used as part of a barter trade for the Medcase.
Golden Star Balm
Fairly useful medical item. It can remove Pain and Contusion (not a big deal of a debuff, goes away on its own shortly) and provides a small bonus to hydration and energy. It also removes toxication and Radiation exposure, both of which are not yet implemented into the game. Like Vaseline, has a maximum of 10 uses. Painkiller effect lasts for 10 minutes, and takes 7 seconds to apply. Recommended to take only if you are going on large maps and you have extra room in your container. Can be used with Ibuprofen and 5x Med parts to craft 7 Propital.

Continued below in a series of comments, due to character limit.

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Binary Options Review; Best Binary Options Brokers

Binary Options Review; Best Binary Options Brokers

Binary Options Review; Best Binary Options Brokers
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Classified: Compiled Intelligence On the Lost Dolls Reclaimer Faction (OC Reclaimer Faction)

Condensed intelligence overview detailing currently known information on the Reclaimer faction known as ‘Lost Dolls.’ Information contained therein has been compiled by Sky Union Intelligence Officer ‘MB.’
Sources consist largely of Sky Union’s own records, as well as shared intelligence reports on the matter, compiled battle data, and found footage shared by Orbital. MB was also able to covertly interview the pilot ‘Port’ directly, though it’s believed that she understood the general purpose of MB’s questioning, and so her testimony must be accepted with a degree of scrutiny.
OVERVIEW
Unit Name: Lost Dolls
“Bringing you the bleeding edge of technology from thirty years ago, today. Let’s get started.”
-MB, initial debriefing.
Time of Operation: Officially, only four hundred and seventy three days. Compiled intelligence suggests that the group has been active in the Oval Link for far longer, with upward estimates reaching as high as twenty years. At the very least, all members were alive at the time of the Moonfall.
Pilots: Five
Affiliations: No known Consortium ties. Joint operations alongside other Reclaimer factions are uncommon, though Steel Knights show up most often with Bullet Works and Immortal Innocence tied for a distant second.
Preferred Mission Profile: Lost Dolls’ mission profile trends toward humanitarian missions. Primarily defensive or retributive actions against Corrupted A.I. incursions, particularly those concerning civilian populations within the Oval Link. It’s generally accepted that this is one of the primary factors contributing to their work alongside Steel Knights.
They are less likely than average to pursue high-risk, high-payout missions such as deep-dives into A.I. territory or the escort of VIPs, such as political or military personnel, out of high risk areas. Conversely, they are more likely to take on high-risk missions with lower pay, such as escorting civilian evacuation caravans in the event of a Corrupted A.I. incursion. This behavior matches with the Dolls’ preference for humanitarian work, as missions fitting these criteria tend to be posted by lower level governmental officials, or even civilians with pooled resources, who have come under sudden attack.
Quirks: All five pilots typically show to missions, in violation of the four-per-squad standard. Normally this would be in violation of the Consortium Treaty, but so far Orbital has refused to take action. It is theorized that this is due to the Dolls’ reluctance to hit military targets, and that Orbital may be letting the behavior slide in the interest of protecting civilian lives.
The Dolls have no known home base. Port has made reference to a ‘bus’ in interviews that she says they use for field repair and transportation; it’s possible she’s referring to an old rapid deployment Arsenal carrier like the ones that were used before the Consortiums established proper infrastructure in the Oval Link, but it’s hard to say where a group like the Dolls could have found an operational one, much less one capable of fielding five arsenals. It’s almost more likely that they actually have two, puttering somewhere around the Neutral Zone. Even that’s a hard pill to swallow, since the old carriers have been out of production for almost thirty years now.
Very little of the Dolls’ equipment is up-to-date. Their plugsuits are all defunct prototype models and in varying states of disrepair; most of their pilots don’t even use the actual connections in the suits themselves, opting instead for permanent ports connecting directly to their nervous systems. I’ve never seen any of them sporting a Blitz, either. At least one, Port, has been observed with what appears to be a traditional slug-throwing sidearm.
The Lost Dolls claim to be a family unit of five sisters. The physical differences between them would imply that this is in a purely symbolic manner (excepting Protoca and Hope. Possibly Port if our facial analysis data is reliable), but the effect is the same. Their loyalty to each other is hard to call into question.
Every one of their pilots has had their age frozen by Outer Syndrome.
It should be noted that all pilots, excepting Earwax, have pilot rankings that do not properly reflect their overall level of competency. The Dolls’ propensity for low-sensitivity missions and unwillingness to work closely to further any Consortium goals aside from preservation of human life has left them low on the leaderboard. In cases where this information is used for planning operations against or alongside the Lost Dolls, assume all pilots are at the level of A rank or higher.
PILOTS/MECHS
“I’ll start off with saying that the Dolls have the most ‘ware I’ve ever seen packed into a unit of this size. Two pilots are almost entirely cybernetic. And I do mean entirely.”
-MB
Callsign: Tachi
Real Name: Tachi Hanamura
Age: Unknown. Appears to be in her late teens.
Height: 197cm outside of Arsenal, 76cm while embarked, 167cm when utilizing her ‘emergency legs.’
Rank: C
Handed: Both
Family: Four sisters
Outer Ability: Unknown. Though she is remarkably receptive to cybernetic augmentations and displays an unusual level of synchronicity with her Arsenal, hovering at anywhere between 91% and 95% at any time.
Piloting Tendences: Aggressive. Highly aggressive. Tachi’s typical M.O. involves charging directly into an enemy formation and smashing the thing to bits before moving onto the next cluster. She often acts as the Dolls’ line breaker and attack dog, flushing high priority targets out of the press or just bowling down the chaff so that the other pilots can focus on more important things.
“The armor is 600mm of over a dozen different laminates and they didn’t include a single thermal dispersion layer for laser fire...”
-Tachi, picking over the husk of a disabled Genbu
Physical Description: Where to start? First, brown hair, cropped into a messy bowl cut. Wide build for a girl. Her entire right arm is cybernetic. Her torso ends above her hips, which have been replaced by a massive version of the nerve-interface hubs found on standard plugsuits. Outside of her Arsenal this is plugged into the top of a massive set of ‘spider legs,’ complete with abdomen, which she uses as her normal mode of transport. When embarked on a mission, she’s lifted off her leg hub and simply plugged into a custom seat in her Arsenal, with a secondary connection at the base of her neck; the normal shoulder connections aren’t used.
The arm and leg hub don’t match any known manufacturer of prosthetics, and the connection format at her hip is dated by at least a full twenty years. A pair of more modern legs are integrated into her piloting seat and act as part of her ejection system should her Arsenal be put out of commission in the middle of combat.
She has a set of rocket thrusters implanted into her back. Actual rocket thrusters; the vents are mostly flush with her shoulder blades, protruding perhaps 5-6cm. Footage loaned from Orbital demonstrates her leaping almost one hundred meters utilizing them while under full load (read: attached to the massive spider leg assembly). Using her Arsenal ejection system, combined with the lighter weight of her backup legs, it’s estimated she could travel as far as three hundred meters on a burst from the thrusters.
Arsenal: Arachne
Weapon Compliment:
Arsenal Characteristics: Beat half to death and heavy.
Arachne’s one of the two Arsenals in the Dolls’ employ that we have a decent technical read on, mostly because Tachi’s a shameless showboat and likes to show off all the tinkering she’s done on the thing. A decent example of the Dolls’ construction strategy, no two armor components on Arachne are from the same model. The left arm is optimized for melee strikes (both the base model, and the aftermarket modifications that have been made by the pilot) while the right is oriented for handling firearms. The unit is sluggish in the air and has middling mobility on foot for it’s durability; fine enough for Tachi’s preferred method of brawling. Combat footage shows she’s the type of pilot that tries to stay grounded anyway.
Tachi’s normal plan of attack is to get in close and personal with the Raven II and Ohabari and shred whatever’s in front of her. The Reaper II is typically reserved for plinking Strais or aerial targets that have gotten spread out. The Agni Flame appears to be used purely as backup.
Frankly, the Reaper II and Ogre Break II are squandered here. With a maximum lock range of only two hundred and one meters, Arachne is right on the edge of it’s rangeband with the Reaper and hopelessly short of the Ogre. That hasn’t stopped the pilot from eyeballing slower moving AI from farther out, but the Arsenal really shows the slapdash nature of the pilot.
“She doesn’t stop. Not for anything. While pouring over the combat footage I actually stumbled onto a sequence where she took a Failnaught round right through the cockpit and all it did was make her angry.”
-MB.
Callsign: Protoca
Real Name: Protoca [no known surname]
Age: Unknown. Appears to be in her late teens.
Height: 182cm
Rank: B
Handed: Left
Family: Four sisters
Outer Ability: Rapid regeneration from injuries, as well as being prone to physical mutation. She can apparently recover from injuries that even most Outers would find lethal; we have combat footage of an ejected Protoca taking a cannon round to the legs, obliterating everything from her hips downward. I met her face-to-face in my interview with Port and she had made a full recovery, complete with a set of genuine flesh and blood legs. You wouldn’t even know it’d happened.
Her mutations appear to be a side-effect of her regeneration, and do not directly benefit her while piloting outside of her absurd physical strength and enhanced reflexes.
Piloting Tendencies: Measured and deliberate, but outrageously dogged. She keeps a wide engagement profile and usually plays mop-up alongside Port when dealing with traditional corrupted AI forces, otherwise she’s running interference when facing off against Arsenals. She’s particularly skilled at close urban combat and swaps between playing rifleman and melee roles fluidly. She also rarely retreats from engagement, regardless of the tactical situation. On at least one occasion, her Arsenal was reduced down to it’s torso, head, and one leg in an engagement with a hostile Arsenal pilot. Instead of withdrawing, Protoca engaged afterburners and tackled her opponent, which bought enough time for Lost Dolls’ other pilots to reach her position and disable the enemy.
Generally speaking, it seems she simply will not withdraw from an engagement unless one of the other pilots is under direct threat or Port herself calls for an immediate withdrawal.
“You don’t take one step further. Not one.”
-Protoca, staring down three fresh Strais after dispatching their forward wing.
Physical Description: A real mess. For the basics; brown hair, trimmed into an angled bob cut. She’s wide shouldered, but nowhere near as broad as Tachi. Her torso and leg profiles are slim, arguably emaciated. Musculature is extremely visible, as if she’s constantly tensing her entire body with every movement. It’s possible that’s the case, as her movement patterns have a habit of being twitchy and erratic.
As for the aforementioned mutations: her right leg is covered in dark, hard scales. An atrophied wing, like that of a bat, shares a dual joint at the shoulder with her right arm. Numerous scars, some clearly surgical in nature. There’s a kind of plant-like symbiont that wraps around her left arm, up her neck, and ends in her hair, sprouting into a pair of green, bioluminescent flowers; it’s unclear if this is a mutation to her person or if it’s a separate entity.
A note about the wing and scales: they’re proofed against small arms. How Protoca’s body is able to produce organic compounds capable of standing up to Femto weaponry is currently a subject of heated debate in R&D’s breakroom. I’m sure more than a few whiteboards have been broken over it, considering how loud they get.
Arsenal: One More
Weapon Compliment:
  • OAW-P54 Aegis
  • OAW-BL74 Cronus Break
  • SAW-RP90F Splendor
  • HAW-CF22 Chaff Flare
  • HAW-R26F Guilty Throne
  • HAW-L05F Stargazer
Arsenal Characteristics: One More is the type of Arsenal you could smack upside the head with a Buster Doom and it would ask for seconds.
True, it doesn’t have the bulk of a true heavy-weight, but the chassis itself is strong enough to take a hit and keep on coming and the Splendor repair system means the Arsenal has fantastic staying power over the course of an extended engagement. And the Aegis shield in the off-hand gifts the pilot considerable bulk in the context of a contained duel.
Like Arachne, One More has a lopsided chassis with a horrendously overengineered sword arm while the other is optimized for handling firearms. Unlike Arachne, One More has access to a far more advanced set of weaponry. Between the Guilty Throne, Aegis, Cronus Break, and Stargazer, Protoca is running a veritable buffet of high performance, low availability equipment. The manufacturers of the Cronus Break and Aegis models aren’t even public knowledge, so it’s an open question where the Dolls could have procured such serious tech with their relatively bare income and (reportedly) spartan operational facilities.
Operationally, One More often acts as the anvil to Port and Tachi’s hammer; a hard to remove obstacle for any conventional AI force and a dogged pursuer for most arsenal-based forces.
“The team’s tactical leader and designated marksman. Methodical, cordial, and a complete horror show like all the others.”
-MB
Callsign: Port
Real Name: Samantha Thampson
Age: Unknown. Appears to be in her late teens.
Height: 167cm
Rank: B
Handed: Left
Family: Four sisters.
Outer Ability: Port’s brain is innately capable of understanding binary code which allows her unparalleled levels of synchronicity with her Arsenal, fluctuating between 99%-100%. It also allows her to eschew the traditional connecting ports in her plug suit (which is good, because they’re all visibly broken) and instead opt for a surgically installed plug that connects directly to her brain stem. Connected this way, her Arsenal effectively becomes an extension of her physical body.
This ability also extends to binary converted into other formats other than a direct electrical feed; Port has often been caught having verbal, and apparently quite in-depth, conversations with the AI unit of her Arsenal via the unit’s external audio systems, with bursts of static standing in for the unit's speech. How coherent/intelligent this ‘dialogue’ from the unit is still up in the air, but analysis of the few samples we do have shows definite patterns in the unit’s ‘speech’ and in how it reacts to Port herself.
Piloting Tendencies: Port’s preferred method of engagement appears to be skirmishing at distance; she fits the rifleman archetype to a T. Unlike Protoca, Tachi, and Lily, Port has no measures for melee combat installed on her Arsenal aside from its fists, and even the one shotgun she keeps on the rear pylons is a choked down, longer range model.
Her usual M.O. when deployed amongst her sisters is to hang back behind Tachi or Protoca and plink. Well, ‘plink.’ The DMR and high performance assault rifle she’s managed to scrounge out of the Neutral Zone could blow through a Rebellion’s kneecap with sustained fire, and her sisters are good at giving her the required openings. While going over the combat footage, I saw her put a round down the barrel of a Slay Dog more than once.
“Oh, we’re just a merry little band of misfits, Sergeant. Looking out for each other, trying to make the world a better place. I’m sure you’ve heard the old song and dance.”
-Port, early in her interview with Intelligence Officer MB.
Physical Description: The most immediately striking thing about Port is arguably her albinism; snow white from head to toe except for her eyes, which are pink from lack of pigment. After that might be the fact that she’s a quadruple amputee with a full suite of military grade replacement limbs (or rather, Port claims that they’re military grade). The hardware itself appears very dated, to the point where our intelligence teams have not actually been able to pinpoint a make or model. Aside from being old, they’re clearly several sizes too large for her. Approximating by their overall scale, we estimate they’re intended for an 180cm adult male. The size difference is exaggerated somewhat by the fact that her legs have actually been installed too low, connecting part way down her thighs rather than at the hip. The limbs themselves don’t appear to be anything special; the arms are conventional replacement limbs with a fully articulated wrist, hand, and fingers while the legs are set up for sprinting, the feet having been replaced with a flexible running fin. The legs also boast a pneumatic jumping apparatus on par with modern Outer modifications.
Port has also undergone extensive cranial modifications, some of which she claims she’s performed herself. These include a large radio antenna mounted behind her right ear and connected via ribbon cable to the base of her skull, a set of four high definition cameras implanted into the ridges of her cheekbones, a manually operated combat stimulant pump on the bottom left portion of her skull, and two white ‘dog ears’ surgically implanted over her ear canals (breed and origin undetermined; possibly vat grown and purchased off the black market).
Moving on from augmentations; Port herself is slightly built. Thin frame, long face, little visible muscle to speak of. Her torso is thin enough that it almost appears emaciated, though there’s some contention on whether this is actually due to nutritional deficit or rather a result of further augmentation or Outer Syndrome. She’s covered in scars and has permanent iris damage in her left eye.
Arsenal: B3-206 (though Port often shortens this to ‘Bee’)
Weapon Compliment:
  • SAW-SR53 Beluga Beam
  • Agni Flame M
  • HAW-R26F Guilty Throne
  • HAW-SH35 Hoggish Spriggan
  • HAW-AM01L Scarlet Star
And a reserve magazine for an expanded ammunition compliment.
Arsenal Characteristics: A solid, all around trooper unit.
B3-206 excels in the roles of medium range fire support and skirmisher. Between the Beluga Beam and Scarlet Star, B3-206 has excellent firepower at range to harass hostile targets while the Guilty Throne and M model Agni Flame offer solid mid-range options for when the fighting gets in a little closer. Port appears to keep the Spriggan on hand as a sidearm more than anything else, usually only resorting to it once her other weapons have depleted their ammunition stores.
As for the Arsenal itself, B3-206 is very much a jack of all trades. Construction focuses on striking a balance between durability, maneuverability, and memory capacity with some minor sacrifices to overall firepower. Of particular note are the Arsenal’s arms, the make of which don’t appear in any of our internal records. Construction closely resembles the make of an old, defunct Zen prototype from over twenty years ago but declassified documents suggest that those never made it past the drawing board before the project was canceled; we’re currently doing some more thorough digging to try and figure out where Port may have picked them up but the current theory is that she found a fabricator on the black market who developed the design independently.
As mentioned previously, B3-206 is on recording having apparently complex conversations with Port via audibly broadcast binary noise. We don’t have enough data to synthesize a translation at this time, but the patterns are definite and subtle variations in the machine’s tone do closely mirror subtleties in human speech resulting from shifts in mood. Port herself has been cryptic on the subject but the implications of a sapient AI operating directly under Orbital authority are something the intelligence community is still exploring.
“Arguably the team’s ace pilot, she ties Port and Protoca combined for Arsenal downs. She lags behind in Corrupted AI kills but then, that isn’t her job.”
-MB
Callsign: Lily
Real Name: Liliana [no known surname]
Age: Unknown. Appears to be in her early teens.
Height: 160cm
Rank: A
Handed: Right
Family: Four sisters
Outer Ability: Instantaneous reaction time. She has a true reaction time of 0.00000000 seconds, meaning she is only limited by the inertia of her own body or Arsenal when maneuvering in combat. This has given rise to some truly hair-raising maneuvering from Lily, as she can change her plan of attack at any point for any reason as long as her Arsenal is capable of putting up with the mechanical stress.
Piloting Tendencies: Highly aggressive, arguably moreso than Tachi. Her ability to outthink and out-react even her own teammates mean that Lily is often extending far beyond them before they can even realize it. The good news for her is that the enemy won't realize it either; not until she's put two full magazines from her Silver Raven IIs right into their back, anyway.
“A real firecracker, this one. You wouldn’t guess by how quiet she is off the field.”
-MB
Physical Description: Short, slightly built (though not so much as Port), with the physicality one might expect of a professional dancer. Her hair is sandy brown and kept braided.
Like Port, Lily is highly augmented. Both her legs have been replaced with prosthetics and, like Port, the make and model are unknown. Visually, they resemble Outer-issue dedicated leaping prosthetics in that they taper sharply down to the feet which appear to be a pair of springloaded fins, not dissimilar to Port’s running fins. Her left arm has also been replaced with an arm of a similar make to Port’s, though it’s not identical. It’s detachable, with the shoulder socket doubling as Lily’s primary connection port while embarked in the Rabbit.
Also like Port, she has a pair of animal ears implanted into her head, though in this case they are in addition to her normal ones as opposed to replacing them; they’re a pair of large rabbit ears matching her hair color.
Some miscellaneous notes: Lily is completely mute. She communicates primarily through a form of one-handed sign language, heavily favoring her right hand. Per Port, all pilots in the unit are fluent enough to understand the broad strokes of whatever it is Lily is signing but only Tachi has put in the time to learn the language properly. Her and Lily will sometimes utilize it to have private conversations. In the field she gets by with a limited set of synthesized voice commands that Port has uploaded into a soundboard in her cockpit.
Lily is also quite near-sighted. A rare condition for an Outer, let alone an Arsenal pilot. She can commonly be found sporting a pair of cokebottle glasses when not in her Arsenal.
Arsenal: Red Rabbit
Weapon Compliment:
  • HAW-M05 Silver Raven II x 2
  • SAW-EB10 Prominence
  • SAW-EB10L Prominence
  • SAW-RP95 Devotion
  • HAW-CS09 Cooling System
Arsenal Characteristics: Red Rabbit is what most experienced Arsenal pilots would describe as ‘selfish.’
Even as part of a cohesive unit, Red Rabbit’s role typically involves acting alone, striking forward ahead of the advancing unit or around the opposition’s flank to pick out high priority targets before the enemy can properly react. Where Arachne’s application is as a blunt instrument, Red Rabbit is a dagger sinking into the enemy’s unguarded flank. Hot shots flock to these sorts of machines because it means they get to wrack up the killmarks, though Lily doesn't seem the type to keep score.
About every aspect of Red Rabbit’s handling characteristics have been redlined for the sake of keeping up with its daring pilot. It’s bleeding fast, turns on a dime, and is practically air-weight as far as Arsenals are concerned. This also means it’s exceptionally fragile but, with Lily at the helm, it’s rare for the Rabbit to incur significant battle damage at all.
A minor note: Red Rabbit is the only Arsenal in the unit to use an after-market body kit. This has made visually identifying the make and model essentially impossible. Femto expulsion readings and in-depth handling analyses have been carried out by our boys in the Intelligence office but I can only speculate as to their conclusion, as the particular details haven’t been cleared for my viewing. I hear it made some of the higher ups break into a cold sweat, for whatever that’s worth.
“Cute kid. Not really sure what she’s doing hanging out in a Reclaimer unit, shy as she is.”
-MB
Callsign: Earwax
Real Name: Hope [no known surname]
Age: Unknown. Her age was frozen while quite young; appears to be about nine or ten.
Height: 121cm
Rank: E
Handed: Right
Family: Four sisters
Outer Ability: Currently unknown. Port has hinted that she might have empathic capabilities.
Piloting Tendencies: Earwax is the team’s high altitude reconnaissance and communications expert. She spends every moment of flight time high over the battlefield, coordinating the other pilots and keeping a bird’s eye view of the battle. There is no known record of Earwax engaging in combat directly.
“Don’t call me that! Ugh. I asked Port not to make that my nickname . . .”
-Earwax apparently doesn’t like her callsign.
Physical Description: The spitting image of Protoca, if Protca were seven years younger and lacking mutations. Going theory in the intelligence circuit is that Earwax and Protoca are twins, with Earwax contracting Outer Syndrome at an earlier date than her sister. Sadly, at this stage all we have is conjecture.
Notable visual distinctions between the two, aside from height, mostly come down to personal style. Earwax wears her hair longer and is more likely to wear ornaments such as hair clips or bands. She is also the team’s only member to be commonly found in civilian clothing, with a penchant for ribbons and frilly dresses. All told, Earwax is almost aggressively ‘normal’ in contrast with the rest of her team, wholly lacking her sister’s enhanced musculature as well as any cybernetic augmentation.
Arsenal: Eden
Weapon Compliment: A single HAW-H05L Trickster and all the sensor equipment you can reasonably jam into the torso chassis.
Arsenal Characteristics: Eden is the Dolls’ high altitude recon and overwatch unit.
Just about every spare or redundant part has been pulled off the frame in favor of saving weight and increasing the maximum operational ceiling of the unit well beyond standard combat load parameters. As a result, Eden is capable of operating above an AO almost indefinitely, feeding the team’s other pilots a steady stream of intel while high and away from any real danger.
Frankly, there isn’t much more to say on the subject. Eden is so pared down that it’s barely more than a trainer unit with a bunch of sensors strapped to the hood. Which is good, because Hope has none of the typical neural implants that normally facilitate handling Arsenal movement, nor any secondary method of connection like most of her sisters. She flies almost purely by instruments.
There isn’t even much evidence to suggest she’s ever fired her Trickster, which is meant as a last resort defensive measure in case something gets by the defensive screen formed by the rest of the unit. There have been all of five occasions where her Arsenal was purposefully pursued by enemy contacts and, the three times they got away from Lily, said contacts burned their own engines out while trying to exceed their operational ceiling.
Closing Statement: The Lost Dolls represent a valuable asset in the fight against the Corrupted AI in that they are a reliable and high-uptime asset dedicated to safeguarding vulnerable towns and cities across the Oval Link. That said, they show no interest in working closely with any Consortium; at this time it is my estimation that we would only ever look to the Lost Dolls as a stabilizing measure in the event of a crisis, rather than a resource to exploit proactively.
If you made it this far, thanks for reading over my post. And thanks to u/Muteki_____ for translating DxM's supplementary materials and ultimately giving me the idea for this writeup.
I sure hope the formatting doesn't break.
submitted by o0m-9 to DaemonXMachina [link] [comments]

efficiency costs of purchase vs awakenings ideal ranks and their use in winning tournaments

efficiency costs of purchase vs awakenings ideal ranks and their use in winning tournaments

https://preview.redd.it/govc8j6lwaw41.jpg?width=720&format=pjpg&auto=webp&s=b53ae8c35f697ea53d6d292ec05f434f29578784
blue = gem cost of initial purchase of a hero at that starting rank, vs. red = gem cost of the awakenings needed to get them to R6 (800*each rank) - together being 100% of their total cost. The "box"-looking effect is the proportion that each rank takes up irt its' relative cost - e.g., the blue boxes are always larger b/c they offer less efficiency at 1500/rank instead of the 800/rank for each awakening; and they are different sizes b/c the heroes have different total costs (i.e., so the awakenings take up a smaller or larger relative proportion of it). The black line is then the % of tokens that can be skipped when starting off with a hero at that starting rank, and the green dashed lines represent each successive rank above that, which are always the same regardless of a hero's starting rank: so a R0 hero starts off with none, but then at R1 is 3% of the way through, then at R2, R3, R4, R5, and R6 is 9, 18, 29, 53, and 1005 of the way through. Speaking of, I did not make another one for R7 though I could if there is interest - still, this should help get across the main points. And yes, I realize that there are no heroes that start at R3, or R6 (yet!), but it was easier to leave those in than to take them out.
Also an accompanying table of other helpful numbers.

starting rank: R0 R1 R2 R3 (though no hero starts here) R4 R5 R6 (doesn't exist - yet!?)
total gem cost: 4800 5500 6200 6900 7600 8300 9000
remaining tokens to R6: 170 165 155 140 120 80 0
People keep asking questions about the "efficiency" of ranking up heroes for tournament usage, so I thought I would share this graph, in case it helps.
For instance, did you realize that once you buy a hero that comes pre-awakened to R2, you've already spent nearly *half* of their total gem cost to fully awaken them to R6? (4 more awakenings*800 each=3200, vs. their 3000 price-tag) Although you start off only skipping 9% of the total tokens needed to get them there ((5+10)/(5+10+15+20+40+80)). Especially for newer players considering which heroes to buy and rank up to unlock worlds, these heroes offer fantastic utility for the campaign, Endless mode, and higher-difficulty RS situations. And then once bought, they offer the same efficiency as any other hero to finish off to their R6 for use in tournaments. It's a matter of preference to get one or several of them early and enjoy their use in the campaign, or to avoid their high cost and just awaken more inexpensive ones for faster, though more difficult progress.
In contrast, the heroes that come pre-awakened to R5 are more expensive - but their purchase price represents 90% of their total gem costs, and they already have more than half the total tokens that would be needed to unlock their R6. In short, if you have the gems, it's way more efficient to purchase Yan or Narlax and then finish them off to their R6 than it is to start a new hero at R1 (although if you would have to save up the gems first, read this post instead: https://www.reddit.com/RealmDefenseTD/comments/g1mmg5/advice_about_awakening_existing_heroes_vs_buying/). (Also, do not buy Leif, at least not for the sake of tournaments, although he's great for campaign, and the #1 hero for RS, so especially good for getting a new event hero to higher rank.)
As far as it pertains to "ideal" ranks (those below R6 that are worth pausing at, to win during a hero's week), that is something that many newer players want to know about, but don't quite realize that it's not necessarily for them just yet. But for those that are keen to know, read https://realm-defense-hero-legends-td.fandom.com/wiki/Meta#Season_11_Meta.2FAnalysis for the utility of heroes in Tournament settings, and https://realm-defense-hero-legends-td.fandom.com/wiki/Awakening_Tokens#Most_powerful_Ranks for the utility of each awakening, plus https://realm-defense-hero-legends-td.fandom.com/wiki/Heroes_overview for some additional commentary on hero ideal ranks. For instance, Smoulder has 2 of them, for different purposes: R4 for anti-flier stun situational effect, R5 for his own week that adds stun & a reduced cooldown, although really for his own week he's mostly R6-or-bust, but that depends heavily on the league & the lateness of the season.
I should perhaps add that I've never had much luck with ideal ranks. They seem mostly to be useful in Diamond League, and then by Masters already they are no longer useful. That said, you should give each one careful thought, individually for each hero, b/c it can save you a TON of time from getting a hero's R6 when you didn't need it (yet). Perhaps the most (in-)famous example is Yan's R6, which she doesn't need on her own week (I've literally seen Gold- rather than Purple-outlined Yans among the *very* top scores of a league), probably b/c she doesn't have great skills to help turn her blessed stat boost into actual DAMAGE (being mainly a "support" hero, which she is good at), and especially if you don't even have Efrigid or Bolton yet to receive the synergy that her R6 talent would offer, then it is fairly useless. Though these things do tend to change over time - like Narlax's R6 also used to be unnecessary, until this past season (11) when on his own blessed week it became mandatory to pull several strong bosses. Also one of Hogan's ideal ranks used to be R3 iirc (when his R5 decreased rather than increased his attack speed, before it was switched), then last season it became R5 to keep him alive (also against a strong boss), and now this season it looks like his blessed week is strongly pushing even his R6? Oh yes, some heroes can't/shouldn't really be paused at all, like Lancelot who prior to R6 is flat-out replaceable even when blessed, but at R6 gains a STRONG anti-air utility that is absolutely mandatory to win that week (as in, if ANYONE else in your group has it, who isn't terribly unskilled, then you have little chance to get a higher score than them).
Where the concept of "ideal ranks" is most helpful then, is when you already have (most of) the Meta, and are looking to win more reliably each week. Having a hero at an ideal rank may not be required to win in Gold League for instance, but it can be helpful to use that along the way while you work on other things too (like a second hero's ideal rank, or their R6, or even continuing on with the same hero, just holding back on the actual gem cost - btw strong shout-out thanks to lanclos for sharing with me most of what I know about ideal ranks:-). I suppose it may be like identifying potential resting spots while climbing a mountain - once you identify them you can either pause and rest at them, or else of course skip them and keep going, but either way they may be nice to at least plan to pass by during your ascent, just in case you find that you need them.
SPEAKING OF, here are some additional thoughts on tournaments that might help in that regard, though first I'll have to cover some basics:
a) there is an effect I call the "leading edge" whereby the earlier weeks in the season are the hardest. e.g., *this week* in Gold League is literally the hardest week that it will ever be in this season, b/c *this* is the week that it contains the most senior players (like former GMs). Then, next week, Platinum League will be created, and will be populated by the top 3 players from each group that managed to get promoted - which lets face it tends to be the most senior players, with the deepest hero investments and also the most experience & skill; and thus *that week* will be the hardest that Platinum will ever see, and so on in Diamond, and Masters, and...actually Legendary is special, b/c once a player reaches GM, they remain there. But the other leagues get easier the further the season goes, b/c of all the more senior players getting promoted each week. So therefore the last week of each season (prior to Legendary) is literally the easiest to get promoted in.
There are some important modifiers to this, b/c it may be easy or hard in general but not for you b/c of the heroes you have, and also an effect where campers used to try to not get promoted so quickly, but then towards the end of the season get nervous and want to move upwards, but anyway, this is generally true. So when I say "in lower leagues, later in the season", what I mean is "further away from the leading edge". IN OTHER WORDS, the difficulty of Gold League on week #1 is nowhere NEAR the same difficulty as Gold League on week #15. On the other hand, Platinum League on week #2 is quite similar actually to the difficulty of Legendary League, anytime, b/c that is the league where at that time all the veterans are (with anything above Platinum not yet having been created). See what I mean? But b/c of this effect, any talk about "Gold League" or "Platinum League" must be merely an average of how difficult it is to win, which basically means mid-way away from the leading edge, although be aware of these variations where earlier means *much*-harder-than-average, and later means much easier.
b) Gold League further is special in its' being so small, and in having players that haven't finished the campaign yet, which (vastly) increases the number of total players, and has the effect of "diluting" / spreading the veteran players out between/among the various groups. Therefore, even on week #1, its' difficulty is nowhere near as hard as Legendary League, b/c of being mitigated by this effect. Platinum on week #2 also isn't *quite* as hard as Legendary for similar reasons (the group size being 30 instead of 50; and effects like even former GMs lacking Hogan and not being promoted while others who have Hogan's R6 can do even better), but...Gold is truly special in being the easiest league to win in (aside from the non-repeatable Bronze and Silver of course). Though again, for people having trouble getting promoted from Gold League, take heart: as the season progresses it WILL get easier!:-)
c) in Gold League, with Koi & Raida you can pretty much win by accident even w/o meteors (though this particular week requires Narlax too, and might even need meteors - though I have never used any to get out of Gold myself). This is b/c those heroes provide so much higher utility, compared to so MANY players that lack them, that you definitely have a good chance. And that chance keeps repeating every week, as it gets easier and easier later and later into the season, so if you don't get promoted one week, keep trying the next. The advice for players lacking Koi & Raida is the same: keep trying, and eventually you'll get into a group that lacks Koi, or perhaps someone who doesn't know how to use them yet, and you CAN win! And if you truly want to prioritize this aspect of the game, before you finish the campaign, get a hero to an ideal rank or even R6, and on their blessed week, if it's late enough, you'll have a VERY good shot (though perhaps also needing good generic heroes like Narlax and Leif, unless you get VERY lucky with your group placement, or outright R6 a few heroes for this purpose).
d) in Platinum, it gets a bit harder. Though, if you have the Meta, not by that much. For those who have Raida & Koi, also pick up Yan, necro-Connie, Narlax, and Smoulder's R4 and you'll do fine in Platinum, even without the blessed hero (though of course, earlier in the season you may need them, while later you can get by without them, having strong generic+situational replacements).
e) in Diamond, it gets harder still, where you start to need the blessed hero more often. Though not every week, and not necessarily at an "ideal"/pausing rank. Two seasons ago (while I was still R6ing Koi) I got promoted by having Obsidian, not at his ideal rank of R4 but just about level 20 and rank R2 - & even then he was replaceable with Efri's R6 (which I did not have) - though that was week #13 out of 15, so very late. Many other similar stories told by veteran players abound: Mabyn's R2, Helios's R4, and if you have Yan's R6, then also Efri's R4 & Bolton's R3, etc.
f) in Masters, it is pretty much R6-or-bust, and so you are already past the stage where ideal ranks can help you for the most part (I mean Yan's R5 would probably still work, and Helios's R4 b/c towers don't add much to tournament situations, but...not much else). *If* you use the blessed hero at all, you probably need them all the way to R6. Though there are a few situations where a hero is outright replaceable - chiefly Sethos, Leif, and Masamune (possibly needing to be quite late in the season for that one), all of whom lack anti-air capabilities (though Masamune's R7 is going to change that!).
g) that said, Masters League is still nowhere near as difficult as Legendary. Scores that would get you promoted out of Masters won't even get you a reward in Legendary (although THIS season looks to be changing that - thus encouraging promotion and concurrently discouraging camping in lower leagues - definitely a plus for both veteran and more junior players alike!). Also, for the most part you can get by without the whole entire cast of "situational" heroes that are needed in Legendary, to win a GM. What I mean is: when veteran players have ALL the heroes to choose from, and they are all at R6, they can find the absolute BEST one for any given week - which could be Efri, Mabyn, Azura, Caldera, Connie, Helios, Shamiko, Narlax, Smoulder, etc., and if you want to get a GM, you need to have whatever it is that week that is among the BEST. While in Masters, you most often don't - so actually, R6-or-bust isn't that hard to do, at least compared to Legendary where you need both the blessed hero that week AND one of a large(-ish?) cast of situational heroes, and of course their R6 as well.
h) an argument against ideal ranks is that it may spread out your hero investments too thin to let you win many weeks. On the other hand, an argument for it is that even having a hero's R6 doesn't guarantee a win (e.g., at first I was absolutely terrible at using Narlax - and still I have yet to ever win a week where he is blessed). Also aiming for ideal ranks lets you maximize your elixir income (https://realm-defense-hero-legends-td.fandom.com/wiki/Realm_Siege_Strategies). Though an R6 hero also offers the option to use that hero even when not blessed (and yet this works better for some heroes and not so well for others - e.g., Mabyn can perhaps win at R2 in Diamond, but as a situational hero needs her 5th meteor talent gained at R6 to truly be effective; while Bolton + Obsidian are mostly only used when blessed, and never outside of that - although this week may again be revealing that the devs may change that in the future!). Therefore there are many benefits to either using, or not using, ideal ranks.
Ultimately whether you want to pause at an ideal rank, or keep going all the way to R6 for every hero that you own, seems to be a matter of personal preference: how EXTREME of a personality are you? Do you want to work on increasing your MAXIMUM power, to possibly win a GM title sooner - but also maybe fail to even reach Legendary League at all, as a more junior player, and also have little chance at all on weeks that you lack the blessed hero (at least in Diamond League, or others earlier in the season, closer to the seasonal reset - i.e., take a risk, and maybe be #1 on the weeks you've prepared heavily for, but then score very low on (many of) those you've invested literally nothing into? Or do you prefer to aim for a more AVERAGE level of power, which may leave you unable to be promoted on a given week (maybe several of them), but yet still maybe get some rewards, not being the best but neither being the worst, and yet still get practice either way, and maybe win sooner with less of a hero investment needed into a particular week, leaving you free to focus your efforts elsewhere?
Like most things in life, the ideal path is probably somewhere between the most extreme of R6ing one hero before moving on to the next, vs. having all heroes at ideal ranks but none at R6. Though there are people who have pursued each of those strategies! (and I can tell you some of their names if you want:-) Ultimately you need 4 wins to get to Legendary League, and then at least 1 more if you want a GM title that season. So pick a few heroes to get to R6, another few to get to ideal ranks, and with that collection you'll do well. Another hint: do you want your strongest hero investments to be earlier in the season, in your lowest league, or later, in the highest? Watch the https://realm-defense-hero-legends-td.fandom.com/wiki/Blessed_Heroes_-_Tournament page to see how early a hero is blessed in the last few seasons, and pick one that will likely be blessed later rather than earlier, and then aim to buy that hero and work on increasing their power. e.g., Yan and Narlax are both in the Meta, and blessed mid-to-late-season.
Also there are a TON of other helpful tips - about towers, heroes and synergies and combo moves, and many other tournament topics on https://realm-defense-hero-legends-td.fandom.com/wiki/Tournament_Basic_Info and https://realm-defense-hero-legends-td.fandom.com/wiki/Tournament_Detailed_Strategy. So now all that's left is for me to wish you good luck!:-)

Edit: while I thought about adding these couple of thoughts before, they didn't specifically touch on ideal ranks, so I left them out. But so many are asking so I'll put them in after all...
i) there are 3 hero roles to fulfill each week: generic, situational, and blessed. If you want to think about it harder it's "really" 2 situational and 1 blessed, but since right now one of those slots is nearly ALWAYS Koi, the former formula is at least a nice way to think about/remember it.
generic: especially if you lack blessed heroes and/or Koi, this is about all you've got - so use it! When you get to W3, Helios or Sethos can work, to help get you promoted from Gold - though you shouldn't get them just for this purpose (it is terribly inefficient to buy new heroes all the time when you can awaken earlier ones for nearly half the cost, though that takes TIME so this is a strategy mainly for P2W players). In W4, Yan and especially Narlax can get you promoted in Platinum (though again, don't buy JUST for this short-term purpose), and in W5, Leif/Caldera can get you promoted even as high as Diamond (later in the season). I doubt that any of these can get you promoted in Masters, and if anyone ever actuall DID that, they should count their lucky stars, but it's not something that you should "expect" to happen. Once you get Raida and Koi though, you'll never use these other heroes for their "generic" utility again.
situational: usually there is some hero / class of heroes that will work best for a given week. Otherwise, for example, if the only powerful heroes you have are Koi & Leif, then every week you'll always bring them, for their *generic* power. But Leif hardly does anything against fliers - merely blessing towers which, while that work GREAT in RS on blessed tower spots, is virtually useless in tournament situations. Instead, if you brought Smoulder, especially with his R4 anti-flier slow-down talent, then you have a *much* better defense & offense against fliers, even though Smoulder seems to offer FAR less "generic" power than Leif - but even thoug it is "less", it is "more" appropriate to the *situation* - see? So for a level lacking fliers entirely, Leif would be better, although for a sitaution where fliers are the ones ending your tournament play, Smoulder can be a huge boon.
Also, sometimes situational utility can (nearly or even completely) win out over generic or blessed heroes! An example is where on Sethos or Leif's blessed week, a team of strong anti-flier utility can relatively easily get scores as good as or better than a team including the blessed hero at R6 (though skill also plays a role of course). Lancelot prior to his R5 is also replaceable, and Masamune even at his R6 is *somewhat* so (if it's not a binary yes/no, but rather a continuum, where his R6 provides *one* route to win, but a strong anti-air team is *another* way, which even though offers less power, and so can't win a GM, is offered at much greater efficiency and may let you get high rewards or even promoted with from Masters League).
-) anti-fliers: Raida, Smoulder, Connie are enough to get you started, then later you'll want to add Helios & Azura. Each offers something different - like Smoulder slows them down, Raida stuns them, Connie does both, Azura can charm up to 4 (good for when there are more rare but tanky ones like W3 crows), and others can be good too like Efrigid also slows them, Narlax pulls them back, etc. The Narlax+Raida pull+charge/stun combo is ESPECIALLY powerful (read more at https://realm-defense-hero-legends-td.fandom.com/wiki/Tournament_Detailed_Strategy#Narlax_.2B_CC_combo). Note that while Fee is tremendous for fliers in campaign, she can't really keep up in this mode, except when she's blessed.
-) bosses: Koi & even Raida (& Leif if you got him for other reasons) can tank fairly well at first. Connie's bunny mamma does even better, and her little bunnies help slow it down. Narlax at his R6 can pull them back. Later, you'll want Azura who can help charm an enemy to use as a tank against the boss, and then there is Caldera who is immune to all physical damage, but extremely vulnerable to magic. Although the latter two are rarely blessed themselves, and often aren't as worth bringing as the blessed hero. If you are just getting started, Fee (at any rank) may actually work surprisingly well, as her wolves can delay a boss somewhat as it pauses to kill them.
-) delay: Connie, Raida to stun, Narlax to pull back, Efrigid to slow/freeze; or for just a few enemies that get past a checkpoint, Yan to teleport, or Mabyn for fear.
-) worlds: Mabyn works REALLY well for W3, to send enemies back whereupon the archer-bots can regain control of the situation after being broken through. Azura works really well for W4 since she is immune to the slow effect, can heal to help counteract all the ranged damage being thrown at you, and can charm strong enemies - like an armored tank to use against a boss, or a strong flier to use against other strong or weak ones, etc. Caldera isn't good in W3 (poison) or W4 (magic), but is very effective in W1,2,&5.
-) synergies: these can be stronger than anything else (yes even than Koi - in fact this is the ONLY reason why you might not want to use Koi if you have him) - basically you either have the synergy partners or you lose that week (except *maybe* in Gold?). Efri & Bolton need both Yan & Koi's R6, Bolton & Obsidian need each other, Fee needs at least 1-2 of her synergy partners, and Smoulder needs his R6 + Narlax to in. Read the wiki for more comprehensive details. Note that every one of Leif's synergies is absolutely useless and *never* worth bringing him along, unless you are a more junior player and lack anything better to do (hint: it might help once or twice, but it's REALLY not worth getting those 80 tokens and spending 800 gems to get his R6 - that should be one of it not literally THE last thing you do in the game; unless the devs change that soon? I personally would LOVE to see that!:-).
-) special mention 1: Yan hastes Koi, and is thus used more often than any other hero, after Koi himself. She can do this at her R5 though - no need to get her R6 until you are ready to take advantage of her 2 synergies.
-) special mention 2: Raida's extremely high generic utility (2nd only to Koi), AND his high situational utility (for fliers, stunning & damaging bosses, large CC, etc.) makes him the top #1 all-around utility / situational hero...though only providing a very "average" level whenever you lack some other hero who can provide a higher MAXIMUM power. When you have literally every other hero in the game, and to their R6, then you may never use Raida again (though even that's not quite true - players often use him in their first try at a level, to be ready for anything, even though he is always replaced with someone better to get the final maximum score), but until you invest that deeply (which will take YEARS of your life), Raida can provide a great deal of help. *Especially* on the days where you lack the blessed hero, though that is more of a generic functionality, and yet also when you lack the top situational hero for that week (Azura?). Use him as a stepping-stone.
blessed heroes: there is no getting around the fact that you need the blessed heroes to have the best chance to win on a given week. Especially by Masters League, though of course they still help a LOT to win more often in Gold, Platinum, and Diamond. Until then, strong generic+situational utility can help fill in - some heroes are more replaceable than others as mentioned above - but after you get the Meta (Koi, Raida, Connie, Yan, Narlax), then you need to decide whether to prioritize more situational heroes, or more blessed heroes. Both ways work, and you probably want to split your efforts b/t the two. Often heroes work for both: e.g. Narlax is blessed every season, usually fairly late, and then last season (11) was also used another 4 times. In contrast, heroes like Fee, Lancelot, and Masamune are only ever used once, on their blessed week. But still, you only need 4 wins to get to Legendary, and especially if you already had these heroes at a high rank to help you unlock worlds in campaign, they can be a GREAT way to win, certainly much easier than trying to win with purely generic+situational utility that doesn't match what is needed on a given hero's blessed week. One tip: pick a hero that you like to work with, and get them to R6 - you'll likely do better with them than you would with some other hero that you don't enjoy as much.
j) R7 heroes and future predictions: many people, myself included, think that R7 will mostly be necessary for winning GMs. Thus, R6 becomes another ideal/pausing rank, though this one useful to win Masters League with. Many people want to know whether they "should" get an additional hero to R6, or focus that time instead to continue on to R7, though again this is up to your personal preference - do you want to win more often, though possibly not at the #1 spot and maybe not get promoted but do get rewards, so aiming for a higher "average" utility, or do you want to take a risk for a chance to get a GM, and aim for "maximum" utility instead (at the cost of being farther behind in terms of having fewer heroes to use whenever they are blessed)? It's a GAME, so go for what YOU want!:-)
TLDR: use ideal/pausing ranks for heroes blessed earlier in the season, and instead put your highest investments into heroes blessed later, where you'll need their power the most.
submitted by OpenStars to RealmDefenseTD [link] [comments]

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