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News
Decoding the LLM's 'Subconscious': Building Implicit Risk Control via NLP Semantic Parsing
5+ hour, 20+ min ago (524+ words) At 2026-09-12 01:20:47, my AI-driven crypto trading system was milliseconds away from executing a leveraged long position on NEARUSDT. The Large Language Model (LLM) had just outputted a definitive, structured JSON decision: FINAL_RULING=PROCEED. By all traditional algorithmic metrics, it was a green light....
5 Errors I Hit Building DeFi Bots (And How to Fix Them)
23+ hour, 43+ min ago (580+ words) Building production bots on free APIs sounds cool in theory. In practice, you hit walls immediately. Here are the 5 real errors I encountered while building two Ethereum monitoring bots, and exactly how I fixed them. The Problem: I started monitoring…...
150ms Taker Delay and Volume-Tier Limits
2+ day, 21+ hour ago (351+ words) Part 2 pinned the settlement target: 60s Chainlink TWAP. Part 3 is the matching layer. A correct P(up) still dies if the venue changed how taker orders are allowed to race. Add the older delay-lock behavior: once a taker order enters the…...
Building an investing knowledge graph, part 6: if you're merging data from more than one source, you'll hit this
3+ day, 4+ hour ago (444+ words) Since part 5 went up, I've had two conversations worth writing about. One was with someone building a financial news aggregation system who wanted to know if the ER setup here would work for their case. The other was with someone…...
Hedera's EVM speaks tinybar, its RPC speaks weibar, and both mistakes return SUCCESS
3+ day, 6+ hour ago (709+ words) I lost most of a day to a bug that never once failed. I was building a contract that pays for its own future: an access subscription that re-arms itself on-chain through the Hedera Schedule Service, so an agent pays…...
Borsa Verisiyle Çalışırken Sürekli Dönüp Dolaşıp Kullandığım 6 Python Kütüphanesi
3+ day, 19+ hour ago (59+ words) Arac secimi zeka degil tekrar meselesi, ayni ise ayni araci kullanmak hiz kazandiriyor. Tagged with finance, python, data....
The metric I designed was the same number twice
5+ day, 2+ hour ago (611+ words) I set out to build one metric. Halfway in, the algebra told me it was a number I already had. This is what that looked like, what I built instead, and the three things CoinMarketCap's DEX API does that nobody…...
From Prompt to Paycheck: Wiring an LLM Chain Into Real Gig Platforms
5+ day, 10+ hour ago (180+ words) The flow is synchronous for simplicity: the client waits for the agent to finish and returns the result in the same HTTP response. If you need longer‑running work, replace the synchronous response with a job ID and a polling…...
Cost doesn't set price: how I got a product decision wrong 4 times in one day
6+ day, 2+ hour ago (867+ words) I spent a day letting an AI agent research a product decision for me. It changed its recommendation four times. Every reversal was caused by the same mistake, and I didn't see it until the fourth one. The mistake is…...
Here’s the trust layer I built to prevent AI's mistakes
6+ day, 16+ hour ago (313+ words) The moment I stopped trusting the agent I built a trading agent. It worked in backtests. Clean profits. Low drawdown. Good Sharpe. I put it on a test wallet with $50k. On day 3, it executed a trade based on bad data....