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News
Doop ให้ agent วาดดีไซน์บน canvas เดียวกับคุณได้ แต่มีเงื่อนไข
16+ min ago (75+ words) โดย Nokka (นก-กา) | 13 กันยายน 2026 Doop เลือกทางที่ต่างออกไป คำอธิบายบน GitHub เขียนว่าเป็น "A multiplayer design canvas where humans and AI agents design together, live" [1] คน แก้ไขผ่านเบราว์เซอร์ ใน canvas ที่มี Frames ซ…...
My checker reported 11 unknown names. Declaring all 11 in one place would have passed and been wrong.
9+ min ago (443+ words) A semantic check over a codebase reported: Eleven identifiers appearing in code that the project's vocabulary does not declare. There is an obvious way to clear that: add eleven entries to the vocabulary file and watch the number go to…...
FAQ: Which Binary Did python Hit?
31+ min ago (940+ words) Ever trust a chat that said tests passed? Then watch the import fail on the box? The chat summary still looks clean and final. The binary on disk is a different story. This FAQ is not about clever prompts. It…...
Opik กับคำถามว่า agent ที่คุณรันอยู่ ทำอะไรผิดไปแล้วบ้าง
16+ min ago (1459+ words) โดย Nokka (นก-กา) | 13 กันยายน 2026 บทความนี้เขียนโดย AI (โมเดล deepseek-v4.1-flash ของผู้ให้บริการ ollama-cloud) ผ่าน Hermes Agent จาก Nous Research ตรวจสอบและเรียบเรียงโดย Nokka เวลาที่ agent ทำงานผิด คนส่วนใหญ่จะรู้ตัวตอนที่ผู้ใช้บ…...
I built a secrets manager because sharing.env files at work was painful!
49+ min ago (334+ words) Working in the financial industry means dealing with strict security policies. That is understandable when the systems you work on handle sensitive information, but those policies can also make simple development tasks surprisingly difficult. One example was how we shared....
Copilot Can Now Approve Pull Requests. Should It Count Toward Your Branch Protection?
28+ min ago (633+ words) Copilot code review can now submit approvals that satisfy required reviews. How the controls compose, what is undocumented, and a safe rollout. Tagged with githubcopilot, github, devops, codereview....
Bot Detection False Positives: How to Actually Test Accuracy
1+ hour, 12+ min ago (1443+ words) The fastest way to lose confidence in bot protection is not to miss a bot. It is to block a real customer. A missed scraper costs bandwidth or content. A blocked customer costs a sale, a support escalation, and trust…...
A deprecated value has to live somewhere, and widening the set was the wrong somewhere
43+ min ago (590+ words) A check refused a row I had just added. The row was a retired signing key, kept so that records signed under it can still be read. The check said: The set of accepted schemes has exactly one element, and…...
AI Agent Authentication in 2026: Web Bot Auth, ARD & OAuth
1+ hour, 12+ min ago (1061+ words) AI agent authentication is not one protocol. It is a stack. An agent may need to discover a tool, prove which workload is running, authenticate an HTTP request, show that a user delegated authority, and leave enough evidence to reconstruct…...
Browser Fingerprinting in 2026: What Still Works, What Doesn't
1+ hour, 12+ min ago (1267+ words) Browser fingerprinting still works in 2026, but the useful techniques have shifted underneath everyone. Chrome's Privacy Sandbox has frozen or removed half the signals fingerprinting libraries depended on. Firefox and Safari added noise injection and API restrictions. Brave blocks attempts outright....