Best Model for Tool Calling: Reliability Beats Intelligence
A smarter model that emits malformed calls is worse than a weaker one that never does. What to test before choosing a model for an agent loop.
ReadPractical writing for developers building with large language models — how they work, how to pick one, and how to keep the bill predictable.
A smarter model that emits malformed calls is worse than a weaker one that never does. What to test before choosing a model for an agent loop.
ReadTypeScript gives you a free verifier, which changes which model you should pay for. How to build the tsc loop and where models still fall down.
ReadVision in a developer workflow means screenshots, diagrams and scanned documents. Which models take image input, and where visual understanding still fails.
ReadKnowing which model wrote an answer changes how you judge it. A practical protocol for blind pairwise comparison that a small team can run in a day.
ReadExperiments produce the largest unexpected AI invoices because nobody set a ceiling. How to fund trying things: separate ledgers, time-boxes and kill switches.
ReadRestating commit subjects is not a changelog. How to pick the right input, separate classification from writing, handle reverts, and keep regeneration deterministic.
ReadSemantic code search only pays off if you beat ripgrep on the queries it fails. Chunking at symbol boundaries, hybrid retrieval, incremental indexing and honest evaluation.
ReadA docs bot fails on the gap between what is documented and what users ask. Version-aware chunking, hybrid retrieval, forced citations, and abstention that actually fires.
ReadA practical design for a local evaluation runner: fixture format, isolation, scoring, cost tracking and the CI wiring that keeps it from rotting.
ReadA reusable Postman or Insomnia collection for any OpenAI-compatible endpoint — environments, streaming, tool calls, saved examples, and sharing it without leaking keys.
ReadMost PR summary bots restate the diff and get ignored within a fortnight. What reviewers actually need, how to select the diff, and how to keep cost per PR predictable.
ReadMost prompt libraries become a graveyard of untested snippets. What makes one worth maintaining: ownership, discoverability, contracts and a deletion policy.
ReadShowing 61–72 of 404 articles