How do you score a pelican on a bicycle? Turning a viral SVG test into an evaluation you can audit
Picture three SVG pelicans on bicycles. The first is beautiful (layered feathers, shiny wheels, a...
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Picture three SVG pelicans on bicycles. The first is beautiful (layered feathers, shiny wheels, a...
The operational constraint changes the answer: a media moderation chatbot is useful only when its...
A cheap model is a poor answer to a text summarization API cost comparison for supplier-invoice...
A Node.js text summarization API using chat completions should reject ambiguous invoice fields before...

An AI agent evaluation framework for Claude Code: write tasks and graders, run each several times, and track pass rate and pass^k. Includes a harness.

By Igor Eduardo · Austin, TX · https://igoreduardo.com A new benchmark paper, CUA-Recovery:...

Build evals first, track what can forget, and design rewards so scores cannot be gamed before you train on your corpus.

Part 5 · One Agent, Five Platforms Before any build starts, you should know how the five platforms...

I removed the pitch, the ball and the kits and kept only moving dots. A small classifier recognises the sport 83% of the time; of five frontier models, only one shows that it uses the order of the snapshots.
A mechanism explainer of how the LFORLA RL Game Agents benchmark turns LLM evaluation into comparable numbers using fixed prompts, a deterministic judge, per-axis rubrics, and a public verbatim trail.
Designing a Reliable 4-Layer LLM API for Moderation Review Chatbots Use a small, testable...
For OpenAI, Claude, and Gemini API text summarization, the operational constraint changes the...