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News
AI as a Fluency Machine: What Software Engineering Taught Me About Checking a Model's Answer
22+ 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…...
Claude Code Token Compromise & Hook Hijacking: Auditing CVE-2026-21852
6+ min ago (374+ words) The transition from inline IDE autocomplete linters to autonomous, shell-wielding terminal agents (such as Anthropic's claude CLI) introduces an entirely new threat model. Terminal agents do not merely suggest code; they read configuration files, execute bash scripts, run test suites, interact…...
🐛 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…...
Five Failure Modes Evals Won't Catch And What To Do About Them
1+ hour, 32+ min ago (1076+ words) Evals are a critical part of every data and AI team’s agent development process. An engineer builds an eval, defines what a bad answer looks like, runs a judge against a test set, and ships when the score looks good....
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…...
My checker reported 11 unknown names. Declaring all 11 in one place would have passed and been wrong.
23+ 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…...
A Boundary-First Benchmark for Low-Latency Crypto Trading Systems | HackerNoon
1+ hour, 35+ min ago (922+ words) Search "low-latency crypto trading framework," and you will find a lot of microsecond claims. Almost none of them tell you where the stopwatch started and where it stopped. That omission is the whole game. "Sub-100µs" can mean the time from…...
FAQ: Which Binary Did python Hit?
45+ 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
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…...