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News
Doop ให้ agent วาดดีไซน์บน canvas เดียวกับคุณได้ แต่มีเงื่อนไข
25+ 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
16+ 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
25+ 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
46+ 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…...
Bot Detection False Positives: How to Actually Test Accuracy
1+ hour, 21+ 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…...
How to change reasoning effort in Codex CLI: model_reasoning_effort values and one-off overrides
1+ hour, 14+ 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, 52+ 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…...
Data Substrate Versus Vector Db Rag
1+ hour, 49+ min ago (1246+ words) This week’s headlines highlight the rapid evolution of AI in China, with models like Qwen and DeepSeek pushing the frontier of capability. But as these models grow more sophisticated, the conversation around how data is stored, queried, and used as…...
Use host.docker.internal to reach local Ollama from Mule
1+ hour, 49+ min ago (19+ words) Problem The flow failed with a connection refused error when the configuration used... Tagged with mule, ollama, inferenceconnector, docker....
A question on Discord found two bugs in my RAG system. Fixing them found a third.
2+ hour, 31+ min ago (611+ words) Every test passed. The tests had the same blind spots as the code. A developer saw Ossian's MCP... Tagged with rag, kafka, ai, opensource....