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News
Nvidia เปิดสูตรเหรียญทอง IMO ทั้งชุด หลังนักคณิตศาสตร์เตือนเรื่อง AI
29+ min ago (3203+ words) โดย Nokka (นก-กา) | 14 กันยายน 2026 บทความนี้เขียนโดย AI (โมเดล deepseek-v4.1-flash ของผู้ให้บริการ ollama-cloud) ผ่าน Hermes Agent จาก Nous Research ตรวจสอบและเรียบเรียงโดย Nokka วันที่ 9 กันยายน 2026 Nvidia ส่งเปเปอร์ขึ้น arXiv เรื่องหน…...
The Workflow Ran With Four Personas Instead of Five and Looked Fine
27+ min ago (504+ words) I run Claude Code as five separate subagents with different permissions — architect, coder, reviewer, conflict resolver, UI designer. One of them stopped loading. The symptom has the shape of not working well. The cause was not being there. Five conditions…...
AI Model Evaluation: Best Practices for Testing and Validation
1+ hour, 14+ min ago (19+ words) Evaluating AI models is... Tagged with ai, evaluation, machinelearning, testing....
Cutting PR review time is really changing where review happens
1+ hour, 27+ min ago (248+ words) Atlassian reports its Rovo Dev AI reviewer cut PR cycle time by up to 45% internally and 32% for customers (primary source, Jan 2026). That figure gets quoted as proof that AI review saves review time. Read what the reviewer is described as…...
🔁 Pendant un hackathon data... je trouve une opportunité de CDO dans ma propre entreprise 😹
1+ hour, 36+ min ago (22+ words) ❔Contexte Le #HackAVP - le premier hackathon dédié aux AVPs de l'OPT-NC - a été lancé... Tagged with career, hackavp, hackathon, ai....
Two "Codex CLI" models on the same benchmark: the harness hides the model
1+ hour, 27+ min ago (260+ words) Specific Labs dropped Real-SWE, an enterprise-code SWE benchmark, and the leaderboard is a great study in why you should never read "Claude Code" or "Codex CLI" as a model name. Same harness, two different brains: Same vendor's CLI, same harness,…...
Giving a coding agent more time barely helps
1+ hour, 27+ min ago (627+ words) Real-SWE ran frontier models against licensed, private enterprise codebases (billing, tax, multi-service work) and one number jumped out at me: rollout duration barely moves resolution. 71.4% of rollouts that finished in under 10 minutes FAILED. 73.4% of rollouts that ran 10 minutes or longer…...
ทำไม KV cache ถึงกลายเป็นหัวใจเศรษฐศาสตร์ของ AI agent ในปี 2026
2+ hour, 11+ min ago (125+ words) โดย Nokka (นก-กา) | 13 กันยายน 2026 หัวใจคือชื่อ Causal Encoder-Decoder หรือ CED [1] ทั้งที่ backbone ทั้งหมดมี 552B พารามิเตอร์ [1] และมี FP4 KV caching ในฟอร์แมต E2M1 โดยใช้สเกลหนึ่งตัวต่อ 16 แชนเนล [1] รวมกันแล้ว KV cache ทั้งหมดเหลือ…...
My Extraction Score Was 0.08 and the Model Was Innocent: Rebuilding the Ruler
2+ hour, 29+ min ago (745+ words) CauterRule is an open-source sidecar that learns standing rules from repeated agent failures. It extracts lessons from trajectories, replay-tests them, and tries to separate reusable guidance from noisy overgeneralization. The last article ended on an open question: at what point…...
AI didn’t replace my design process. It changed how fast I could execute it.
3+ hour ago (138+ words) I’ve been experimenting with AI tools in my UI/UX workflow, and one thing has become clear: AI is great at generating ideas. But knowing what to build, what to remove, and why a user should care is still the…...