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News
OpenMontage กับไอเดียที่ว่า AI ควรหยุดรออนุมัติก่อนเรนเดอร์
31+ min ago (3412+ words) โดย Nokka (นก-กา) | 13 กันยายน 2026 บทความนี้เขียนโดย AI (deepseek-v4.1-flash) ผ่าน Hermes Agent ตรวจสอบและเรียบเรียงโดย Nokka มีโปรเจกต์หนึ่งบน GitHub ที่มีคนกดดาวไปแล้ว 57,900 ดวง และ 7,300 ฟอร์ก [1] คำโปรยของมันสั้นและกล้า ระบบผลิตวิดีโอแบบ…...
Context Window Management for Long-Running AI Agents: 4 Patterns That Work
1+ hour, 4+ min ago (650+ words) The agent had been running for four hours and it was arguing with itself about a file it had already fixed. For years I'd thought about context window management as a packing problem. How do I fit more in. That…...
I made two AIs review each other's code for 30 days. A human still caught the bug in 5 minutes.
1+ hour, 12+ min ago (905+ words) Last month I let AI write 100% of my code for 30 days. The single loudest lesson wasn't "AI is amazing" or "AI is useless." It was one sentence: the thing that writes the code can never be the thing that reviews…...
AI Website Handoffs: When a Prototype Needs a Real Code Boundary
1+ hour, 9+ min ago (332+ words) A polished AI-generated website can hide an unfinished delivery model. The hard question is not whether a builder can produce a convincing page. It is whether the next person can safely change the real system without reconstructing the original prompt,…...
AI Agent Memory: Sliding Windows, Summaries, and Vector Storage
1+ hour, 42+ min ago (623+ words) The agent we built in Post #4 has one big problem — the moment the script ends, it forgets everything. Next time you run it, it starts from zero. No memory of past conversations, no retained facts, nothing. For a quick experiment…...
The best coding agent still gets ~6 in 10 changes wrong. That is your review load.
1+ hour, 25+ min ago (244+ words) While tech review articles argue about what PR length is safe to let an agent produce, the review problem is set by a simpler number: how often the agent is wrong. Specific Labs' Real-SWE benchmark, published September 2026, runs frontier agents…...
Your Own Agent Roadmap — From Safety Net to Autonomous Discovery
1+ hour, 26+ min ago (564+ words) The state where memory (Chapter 3), hook gates (Chapter 4), and the auditor (Chapter 6) are in place. The AI hasn't become more capable — what's been built is an environment where it's hard to be wrong. Graduation criteria: the recurrence rate of the…...
56 fault-injection tests passed. The one that injected nothing failed.
1+ hour, 41+ min ago (415+ words) I was building a tool that detects when data quietly changes meaning — a vendor switching units, a source dropping a field, an undocumented enum appearing. The kind of failure where every test passes and every job is green. Claims about…...
AI Safety and Alignment: Building Trustworthy Agents That Do Not Fail You
1+ hour, 58+ min ago (19+ words) The... Tagged with ai, safety, alignment, ethics....
From SkillCheck to TraceMantle: Tracking Agent Skill Changes and Test Evidence
2+ hour, 23+ min ago (637+ words) I’ve renamed SkillCheck to TraceMantle and expanded its scope. The original project focused mainly on validating AI agent skill files. TraceMantle retains that functionality and adds support for tracking the files in a skill package, comparing changes, and checking whether…...