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I pay an LLM to approve bad reviews
26+ min ago (783+ words) Every trip report on my travel site goes through an LLM before readers see it. The most important line in that prompt is not about catching bad content. It is this one, verbatim: "Bad reviews" as in negative. The trip…...
First Rollback: Revert the Agent PR You Cannot Explain
1+ hour, 49+ min ago (783+ words) Your first AI pull request will often need rollback. Plan that rollback before you merge anything. You lack repo history on day one. Agents still produce large and confident diffs today. A rollback plan keeps that blast radius tiny. First…...
🔥 Stop using 500KB heavy telemetry packages for basic logs or canvas tracking. Rebuilding BeeLadybug 🐞: a zero-dep universal visual debugger with a blind Core & Shadow DOM overlay. No lag, no style conflicts 🚀 Check out the full breakdown 👇
2+ hour, 19+ min ago (12+ words) Riscrivere BeeLadybug da zero: dall'engine di gioco al Debugger Universale......
Your eval set is probably in your training set — here's how to check in ten minutes
3+ hour, 43+ min ago (688+ words) You fine-tune a model, run your benchmark, and the score jumps six points. Before you write that up, there's one question worth ten minutes: how many of those benchmark examples were in the training data? If the answer is "some…...
Five Failure Modes Evals Won't Catch And What To Do About Them
7+ hour, 3+ 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....
tracehub-mcp: Giving AI Assistants a Real Query Interface Into Your LLM Traces
8+ hour, 18+ min ago (102+ words) The Copy-Paste Problem Here's what debugging an LLM application looks like for most... Tagged with aiengineering, mcp, observability, opensource....
How Developers Can Monitor Production — and Why It Matters
14+ hour, 5+ min ago (352+ words) When we write code, it often feels like the main thing is to make it work locally. But reality is different: the real life of a service begins not on your laptop, but in production. That’s where it faces load,…...
tokeneff: An Open-Source LLM Cost Meter That Runs Locally
19+ hour, 49+ min ago (338+ words) Most LLM dashboards show you the bill after the damage is done. You run a coding agent for an afternoon, ship a feature, and two days later your OpenAI dashboard says you spent $47. On what? Which model? Which request? You…...
Oracle Integration Cloud Integration Patterns
23+ hour, 40+ min ago (162+ words) Twelve reusable patterns, real-world examples, and implementation guidance for Oracle Integration... Tagged with architecture, cloud, software....
A Screenshot Is Not an Agent Failure Artifact
1+ day, 3+ hour ago (593+ words) A screenshot of an execution tree looks useful in a pull request. It is also missing almost everything a skeptical reviewer should ask: Raw JSONL answers some of those questions and creates another problem: it may contain identifiers, attributes, or…...
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