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News
AI as a Fluency Machine: What Software Engineering Taught Me About Checking a Model's Answer
24+ min ago (1409+ words) We refuse to install a dependency without a lockfile, a checksum, and a license audit. Then we paste a language model's answer straight into a model file and call it velocity. The scrutiny didn't disappear — it just stopped applying to…...
OpenAI’s voice AI no longer waits for your turn — it costs $0.05 a minute
2+ hour ago (453+ words) Martin Cid Magazine Press Enter to Search Every voice AI on the market today tells you to wait before speaking. OpenAI’s GPT-Live-1 does not. The model, available through OpenAI’s API, listens and speaks simultaneously — handling interruptions, pauses, and overlapping speech…...
Doop ให้ agent วาดดีไซน์บน canvas เดียวกับคุณได้ แต่มีเงื่อนไข
32+ 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
23+ 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…...
Copilot Can Now Approve Pull Requests. Should It Count Toward Your Branch Protection?
44+ 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....
The Hard Problem Isn't Automation. It's Classification.
2+ hour, 37+ min ago (795+ words) James Coombs is a design engineer who built an AI-assisted bug pipeline that ships full-stack fixes across backend, API, and frontend layers in production. An "error handling improvement" that touches C# backend, GraphQL schema, and React frontend required 5 hours and…...
Why I Built cost-guard-mcp: Pre-Flight Cost Guardrails for AI Agents Talking to Data Warehouses
2+ hour, 51+ min ago (747+ words) The query that shouldn't have run Give an AI agent a warehouse MCP server and, sooner or... Tagged with aiengineering, mcp, python, opensource....
The Autonomous Enterprise: Why AI, low-code and hyperautomation are converging
10+ hour, 52+ min ago (354+ words) The business is at a new frontier of digital transformation. For years, organisations have incorporated automation, cloud platforms and artificial intelligence, each as its own separate and discrete capability. Today, these maturity levels are increasingly converging into a new model…...
Your AI Agent Isn’t the Problem: Your Documents Are Still Unusable
4+ hour, 7+ 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.
4+ hour, 54+ 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…...