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News
Decoding the LLM's 'Subconscious': Building Implicit Risk Control via NLP Semantic Parsing
11+ hour, 33+ 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....
Bir web portföyünü anlaşılır kılmak: içerik hiyerarşisi ve proje sunumu
11+ hour, 45+ min ago (328+ words) Bir freelancer portföyünde ziyaretçinin önce üç soruya cevap bulmasını önemsiyorum: Ne yapıyorsun, hangi işleri gösterebilirsin ve sana nasıl ulaşabilirim? Bu yazı, web tasarım hizmetlerini sunarken kullanılabilecek basit bir içerik planı. Hizmet listesinin tamamını ana başlığa sıkıştırmak yerine ana işi açıkça…...
5 Errors I Hit Building DeFi Bots (And How to Fix Them)
1+ day, 5+ hour 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
3+ day, 3+ 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…...
How wrong is a model about a company when it has no register to check?
3+ day, 5+ hour ago (401+ words) Two arms, one model — claude-sonnet-5 — on the same day, over the same hand-written prompts. Call by call, manually audited: 8 correct, 3 wrong (confident, dangerous), 34 honest hedges, 0 unclear. The hedges are the part nobody would have put on a slide. Per case,…...
Building an investing knowledge graph, part 6: if you're merging data from more than one source, you'll hit this
3+ day, 11+ 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, 12+ 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
4+ day, 2+ hour ago (59+ words) Arac secimi zeka degil tekrar meselesi, ayni ise ayni araci kullanmak hiz kazandiriyor. Tagged with finance, python, data....
Keep a Record of What You Believed Before You Knew
5+ day, 7+ hour ago (331+ words) Memory is not a log. It is a story rewritten after you learn how it ended. You will remember being less certain than you were. You will remember seeing the risk you missed. That is not dishonesty. That is how…...
The metric I designed was the same number twice
5+ day, 9+ 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…...