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I would highly recommend that when you study the markets (with whatever approach) stick to highly liquidated, regulated markets. Crypto (unfortunately) is not one of them because they are, in my opinion, fake volumes of algos trading between one another. If you do some research, you would see...

We can supply unfiltered data for charts, and at the same time provide good execution for it. No reason to go through this pain. We will deliver on the charts what the exchange supplies.

Our MotiveWave Playlist show full functionalities of the platform

We can provide you with 2 types of API so you can test it. You can have FIX API from CTS-T4 and C++ and C# from Rithmic. Rithmic also uses R Protocol that could work with python. This is for Futures. Please PM if you need a trial.

Very hard to predict such days, because some just get triggered as a result of funds liquidations, a large hedge or just a "genius" clerk put 5,000 ES at the market. your goal should not be to predict such days rather have a plan when it happens, in other words, a plan when the market behaves...

in short, they match buyers and sellers and provide liquidity (being the other side) when necessary. The goal of a market maker is to match all his buys and sells while he is making the spread on the transactions, and he hopes to be flat daily without any directional risk.

For Futures: My experience has been with Multicharts for such automation while using the Powerlanguage version. You can try the demo here: https://optimusfutures.com/Platforms/MultiCharts.php As far as I know, Motivewave has an SDK and also has this ability...

Talent is Overrated by Geoff Colvin

Which asset class?

Or derivative salespeople who call themselves traders.

I think that intuition that comes in the 4th stage "Unconscious competence" is one that is based on adds and second nature of risk calculation. That comes, as you said, after many years of having trading real funds. Beginners who rely upon intuition as a source of method alone, will not get far.

4 Stages of Futures Trading Competence | A Hypothetical Evolution of An Elite-Level Trader https://optimusfutures.com/tradeblog/archives/4-stages-of-futures-trading-competence

https://www.cftc.gov/MarketReports/financialfcmdata/index.htm

Yes, most languages.

We run MC with Rithmic. Data could have a very big impact on the actual results, backtesting, and execution of your method.

We actually have a really good experience with auto trading on MC powerlanguage version.

As far as I know, they always had C# and C++. The new protocol can work with most APIs.

Isn't the new R-Protocol allow you to work with Python? We recently brought a customer who came from IB (who used python) and was able to use the new API. I am curious whether this wrapper would save others time and effort of writing their own or is that simple to do with the new API?

I suggest that you become more open-minded about your strengths and weaknesses. Knowing something theoretically and applying it with skin in the game is a different story.

I believe that Generic is an IB of Iron Beam, and the software is FireTip. If it fits your needs, great. TT for spreads as a web-based execution. https://optimusfutures.com/TradingTechnologies-Platform.php Also, consider CQG for web-based execution https://optimusfutures.com/CQG-Desktop.php