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News
Doop ให้ agent วาดดีไซน์บน canvas เดียวกับคุณได้ แต่มีเงื่อนไข
30+ 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…...
voice ai for appointment booking: Build a Vapi + ElevenLabs Agent that books slots and sends reminders 24/7
21+ min ago (591+ words) You can wire Vapi's speech-to-intent engine to ElevenLabs' neural text-to-speech, then glue the two together with an n8n workflow that talks to Google Calendar and Twilio. The result is a fully-automated "voice AI for appointment booking" that can take calls, create…...
Opik กับคำถามว่า agent ที่คุณรันอยู่ ทำอะไรผิดไปแล้วบ้าง
30+ 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…...
My end-to-end run is ten of ten, and one of those ten is just my word for it
51+ min ago (521+ words) An end-to-end run across a sandbox, from a clean slate: Ten of ten. One of those ten is not a measurement. It is me asserting something, in the output, next to nine things that were actually exercised. One of the…...
A deprecated value has to live somewhere, and widening the set was the wrong somewhere
57+ 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, 26+ 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…...
How to change reasoning effort in Codex CLI: model_reasoning_effort values and one-off overrides
1+ hour, 20+ min ago (430+ words) Codex feels slow, or it overthinks a trivial fix. The knob for that is reasoning effort, the Codex counterpart of extended thinking in Claude Code, controlled by the model_reasoning_effort key. In short: set model_reasoning_effort = "high" (or another value) in ~/.codex/config.toml…...
Why Autonomous AI Agents Need a Local Action Firewall: Introducing MCPBouncer
1+ hour, 57+ min ago (181+ words) Developers are rapidly connecting autonomous AI coding assistants (Cursor, Claude Desktop, Windsurf, Zed, or custom LLM frameworks) directly to local systems via the Model Context Protocol (MCP). While giving AI access to terminal execution, filesystem tools, and databases dramatically accelerates…...
My check ran green every time and its result could never reach the thing that needed it
1+ hour, 48+ min ago (491+ words) An acceptance report reads one cell per unit. For weeks it read the same thing on every single unit: absent is not a failure. It means the acceptance step looked for a result and found nothing there. Meanwhile the check…...
My determinism check can only test one producer in seven, and the print says so
2+ hour, 21+ min ago (545+ words) I added a check that asks one question: run the thing that produces this record twice, and do you get the same bytes? One of seven. That number is not a coverage gap I plan to close. It is the…...