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News
Joint weight‑harness optimization approaches fine‑tuned model performance
2+ hour, 25+ min ago (634+ words) Alternating updates of model weights and executable harnesses can reach accuracy on par with full fine‑tuning while consuming a fraction of the training compute. The WHALE recipe shows that interleaving a short weight‑update phase with a lightweight harness…...
Learning from first principles
2+ hour, 55+ min ago (431+ words) Enterprises and large coorporations manage tens of millions of requests daily. what this implies is that the need for deep understanding of systems and engineering foundations in becoming increasingly important. people like to say things like Coding is Solved or…...
🐢 and 🐇 in My Claude Code Status Line: Now Watching Fable
3+ hour, 42+ min ago (491+ words) My Claude Code status line races a tortoise against a hare to show whether I'm burning quota faster than a steady pace. Last time I switched the main bar to the 7-day window. The status line wasn't wrong. It was…...
DeepSeek R1: The Open-Source Reasoning Revolution That Changes Everything
3+ hour, 43+ min ago (16+ words) The... Tagged with ai, deepseek, moe, reasoning....
Decoding the LLM's 'Subconscious': Building Implicit Risk Control via NLP Semantic Parsing
5+ hour, 6+ 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....
The reply-length check existed for three weeks. The batch a human flagged never touched it: guarding the wrong path
5+ hour, 13+ min ago (339+ words) On 2026-09-05 the owner of our shop looked at three replies the agent was about to send and asked a... Tagged with ai, programming, devtools, claude....
I kept watching ARMY get scammed for BTS tickets, so I built open-source agent skills for it
5+ hour, 38+ min ago (348+ words) Every comeback, every tour announcement, the same thing happens. Presale codes drop, tickets vanish in minutes, and the resale chaos begins. And every single time, I watch fans lose money to the same tricks: a "Weverse Shop" site that is…...
I banned Claude from saying 'looks reasonable' and it started finding my blind spots
5+ hour, 43+ min ago (477+ words) I'm in the middle of launching a SaaS product, and the deliverable from one particular session wasn't code. It was an execution plan, plus the design of the quality gates. In other words: writing down "how we're going to build…...
I recorded my Kubernetes AI agent failing, on purpose
7+ hour, 7+ min ago (457+ words) Most demos of AI-for-infrastructure tools show a clean run. I think that is exactly backwards, and I want to explain why by walking through the thirty seconds of my own demo that a normal product video would have cut. A…...
Every text-to-SQL benchmark score you've seen was measured without access control
7+ hour, 54+ min ago (955+ words) Spider, BIRD, LiveSQLBench. If you have evaluated a text-to-SQL system in the last five years you have quoted a number from one of them. All three ask the same question: given a schema and an English question, does the system…...