2+ day, 17+ hour ago   (23+ words) If you have ever attempted to build an algorithmic trading bot in Python, you have almost certainly... Tagged with python, trading, ai, opensource....

6+ day, 23+ hour ago   (287+ words) Building autonomous AI agents that can bid, execute, and get paid on freelance marketplaces is less about flashy demos and more about plumbing: authentication, rate‑limited API calls, deterministic state, and micro‑payment settlement. Below is a step‑by‑step…...

1+ week, 1+ hour ago   (1033+ words) A trading engine can predict the underlying asset correctly and still lose the trade. That sounds obvious in traditional markets. It is less obvious in short-duration prediction markets, where traders often treat the latest external price as if it were…...

1+ week, 16+ hour ago   (784+ words) I spent a few months building an automated trading system: five bots wired together in n8n, a couple of local LLMs making the calls, Trading 212 for execution, Discord for the play-by-play. Every morning my phone lit up with green ticks. Position…...

1+ week, 1+ day ago   (516+ words) A share counter alone cannot reproduce a mining pool’s hashrate estimate when assigned difficulty changes. You need the difficulty credited to each accepted submission, its timestamp, and the estimator’s time-window rules. I operate BTC PoW Lab through Power CM Software....

1+ week, 3+ day ago   (281+ words) An allowlist bounds scope. If a signer can only interact with three named token contracts, then even with no spending cap at all, it categorically cannot send funds to an arbitrary address or interact with an unknown contract. This is…...

1+ week, 4+ day ago   (272+ words) Every backtest has to answer a boring question: when the strategy says "buy," what price does it actually get? Most backtesting frameworks answer this question badly by default, and the badness is almost always in the strategy's favor. Here are…...

1+ week, 5+ day ago   (1024+ words) When I started building CryptoBot, I thought the hardest part would be the trading strategy. That was the fun part. But after spending more time on the project, I started running into a different kind of problem. The strategy could…...

1+ week, 5+ day ago   (358+ words) I run an automated crypto trading system. Like most algo traders, I built an engine that scans markets, scores setups, and fires orders. That's the part everyone builds. The part nobody builds — and the part that turned out to matter…...

1+ week, 5+ day ago   (776+ words) Build a Polymarket mean reversion bot in Python using price history, z-scores, order-book data, execution controls, and production risk management. A Polymarket mean reversion strategy is based on a simple quantitative hypothesis: when an outcome-token price moves unusually far from…...