ModelsBest Model for SQL: Schema Grounding Beats Model Choice
A wrong query returns rows rather than an error, which is why SQL generation fails quietly. What to feed the model and how to verify before trusting.
ReadNotes on models, agents, and what inference costs
Practical writing for developers building with large language models — how they work, how to pick one, and how to keep the bill predictable.
Models
ModelsBest Model for Startups: Optimise for Switching, Not Picking
Early-stage teams change their mind quarterly. Why the model decision that matters is how cheaply you can replace it, not which one wins today.
Read
ModelsBest Model for Structured Output: Constrain, Do Not Hope
Model choice matters less than constrained decoding for reliable JSON. What actually guarantees valid output, and where model quality still decides.
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ModelsBest 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.
ReadModelsBest Model for TypeScript: Let the Compiler Do the Grading
TypeScript 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.
ReadModelsBest Model for Vision Tasks: What Images Are Actually For
Vision in a developer workflow means screenshots, diagrams and scanned documents. Which models take image input, and where visual understanding still fails.
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ModelsBlind Model Comparison: A Method That Survives Bias
Knowing 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.
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Cost & PricingBudgeting for Experimentation Without a Surprise Bill
Experiments produce the largest unexpected AI invoices because nobody set a ceiling. How to fund trying things: separate ledgers, time-boxes and kill switches.
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GuidesBuilding a Changelog Generator People Actually Read
Restating commit subjects is not a changelog. How to pick the right input, separate classification from writing, handle reverts, and keep regeneration deterministic.
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GuidesBuilding a Code Search Tool That Beats grep
Semantic 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.
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GuidesBuilding a Docs Chatbot That Refuses to Guess
A 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.
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ModelsBuilding a Model Eval Harness You Will Actually Maintain
A practical design for a local evaluation runner: fixture format, isolation, scoring, cost tracking and the CI wiring that keeps it from rotting.
ReadShowing 385–396 of 731 articles