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News
Nvidia จ่อทุ่ม 1 หมื่นล้านเข้า IPO Anthropic คำถามคือใครเป็นลูกค้าของใคร
5+ hour, 26+ min ago (1811+ 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 11 กันยายน 2026 Bloomberg รายงานว่า Nvidia กำลังพิจารณาลงทุนไม…...
Why the New LLM Reasoning Leak Paper Matters for Your Team’s AI Workflow
7+ hour, 20+ min ago (271+ words) The technique works in just two API calls and can recover reasoning that was meant to stay hidden behind the provider’s safety layers. The authors demonstrate this with several examples, including a case they call Kimi‑K3 where the recovered reasoning…...
I pay an LLM to approve bad reviews
9+ hour, 23+ min ago (783+ words) Every trip report on my travel site goes through an LLM before readers see it. The most important line in that prompt is not about catching bad content. It is this one, verbatim: "Bad reviews" as in negative. The trip…...
Holdout Ledgers Keep Agent Scores Honest
10+ hour, 29+ min ago (1654+ words) A headline agent percentage is not a measurement until the task ledger, metrics, and controls can be re-run by a stranger. Teams that skip that freeze often publish marketing numbers dressed as evaluation, then discover they cannot reproduce the run....
Your AI Agent Isn’t the Problem: Your Documents Are Still Unusable
18+ hour, 33+ min ago (1709+ words) Most AI agent workflows don’t fail because the model is incapable. They fail because the model receives the wrong input. A typical business workflow might start with an invoice PDF, a scanned contract, an Excel spreadsheet, a Word document, an…...
Voice AI Doesn't Have a Voice Problem. It Has a Conversation Problem.
19+ hour, 20+ min ago (1003+ words) The voice can be natural, the response time can be fast, and the agent can handle thousands of calls. It can qualify leads, answer questions, schedule follow-ups, and update the CRM. And the sales results can still be disappointing. The…...
Your Own Agent Roadmap — From Safety Net to Autonomous Discovery
1+ day, 3+ hour 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…...
tokeneff: An Open-Source LLM Cost Meter That Runs Locally
1+ day, 4+ hour ago (338+ words) Most LLM dashboards show you the bill after the damage is done. You run a coding agent for an afternoon, ship a feature, and two days later your OpenAI dashboard says you spent $47. On what? Which model? Which request? You…...
Bir web portföyünü anlaşılır kılmak: içerik hiyerarşisi ve proje sunumu
1+ day, 5+ hour 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…...
I banned Claude from saying 'looks reasonable' and it started finding my blind spots
1+ day, 5+ hour 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…...