Greedy decoding on the same GGUF still flips an answer between two cards. Here is a script that finds the exact token where two runs part, the one stock setting that stops it, and ...
Agent-written list endpoints pass every test and still load each row's relation in a loop. Seed 100 rows, count the queries, fail the branch at 101.
I made my Kubernetes hub deploy only from a branch that moves when I promote a build. My incident bot still believed the old rule, flagged 20 healthy apps, and offered a one-click ...
AnyModelBot keeps agent state on a user’s machine while sending model requests to Modelflare or vendors, making its privacy boundary route-dependent.
Cloudflare’s emerging AI monetization products point to a meaningful change in how content may be...
Flutter On-Device RAG and Vector Search Deep Dive: SQLite, ObjectBox, or ToStore? A...
Most "prompt engineering" advice is about wording. The thing that actually changes agent behaviour is...
Public leaderboards measure someone else's tasks. Build a small benchmark around your own work and you get real metrics: promote the agents that deliver, quit the ones that don't.
In a new paper, a GPT-5.4 agent followed an injected instruction 2.6x more often in a README or TODO than in code or data. Give instruction files code review.
How many pull requests went red this month for reasons that had nothing to do with the diff inside...
A benchmark number is a claim, and a claim is only as strong as the control that could have falsified...
Yonto Player is built with AI coding agents, and on most days more than one is working at the same...
I had seen REA — Reverse Engineer Anything — mentioned everywhere, so instead of repeating the hype,...
Your prompt does not go to one endpoint. It goes to every endpoint your retry policy, SDK defaults,...
The sticker price of a request is the least interesting number in your cost model. What you actually...
In the human-as-a-tool pattern, the AI agent orchestrates and calls the human like any other tool — for the shrinking list of tasks only we can do. For now.
This morning a browser script of mine announced 88 new scrapers in a Discord channel. The log said 88...
Mitigating Redis Cache Stampedes via TTL Jitter: Implementation Patterns, Post-Mortem, and...
My coding agent burned tokens in a loop. So I built it a brake. Here's a failure mode...
A patch landed in our C++ service last quarter with a green board: 412 golden cases passing, no...
A support ticket arrived with a screenshot of a form that said status: complete. Underneath it sat a...
A user opens a document, asks the assistant to rename one section, and gets back a patch that edits a...
Esc, Esc Esc, Shift+Tab, Ctrl+G and eight more, side by side for three CLI agents. Same key, different job: Ctrl+K approves a subagent in one of them.
Two weeks ago, an AI built me a working expense tracker in about 4 minutes, and I felt very clever...