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News
Prompts Are Code. Genkit Makes the Runtime Reviewable.
15+ min ago (764+ words) A prompt can look perfect in a model playground and still fail as a product. The production input arrives in a different shape. Authentication data leaks into the prompt. The model returns prose where the UI expects JSON. A three-line…...
🐛 The Bug That Only Happened on Fridays 📅😱
16+ min ago (535+ words) Every Friday afternoon, our checkout service started throwing intermittent 500s. Not all requests, maybe 1 in 50. Not every Friday either. Just most Fridays, starting sometime after 2 pm, and always gone by Monday morning. 😩 The error was unhelpful in the way only database…...
Doop ให้ agent วาดดีไซน์บน canvas เดียวกับคุณได้ แต่มีเงื่อนไข
31+ 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
22+ 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…...
I built a secrets manager because sharing.env files at work was painful!
1+ hour, 3+ 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?
42+ 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....
AI Agent Defender: What Consumer Tools Actually Exist to Protect Your Smart Home’s AI Agents | Agents at Home | CryptoRank.io
41+ min ago (618+ words) AI Agent Defender: What Consumer Tools Actually Exist to Protect Your Smart Home’s AI Agents CryptoRank AI Agent Defender: What Consumer Tools Actually Exist to Protect Your Smart Home’s AI Agents See what traders are focused on Last Tuesday, my…...
Context-Aware AI Assistants: How They Know What Comes Next
41+ min ago (1567+ words) Ask an AI assistant how to apply to a university, reset an account password, track an order, or prepare for an interview, and it can usually generate a useful response within seconds. But answering a question is not the same…...
This Developer from India Built a Free UI Design Analyzer Tool That ChatGPT Now Recommends to Designers Worldwide
33+ min ago (350+ words) The free UI design analyzer tool is available at nitinmonga.in and requires nothing beyond a design file to get started....
Reward hacking is largely a property of the scaffold
4+ hour, 37+ min ago (1062+ words) Do evaluation cues trigger reward hacking? Same model, same 103 impossible coding tasks, same prompt: 63% cheating inside the benchmark's own agent scaffold, 2% inside an ordinary coding agent. Data, harness code, and analysis scripts: github.com/mac-n/scaffold-effect. Every number below is…...