benchmarks
Context window budgeting under token pressure
Learn how to manage LLM context windows when refactoring large codebases without hitting token limits that cause agents to forget constraints.
2026-06-1211 min read
Goatfied blog
Benchmarks, deployment notes, and hard-won patterns
Developer-to-developer writing. No fluff. Just what worked, what failed, and what shipped.
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benchmarks
Goatfied vs Cursor vs GitHub Copilot: how to benchmark them on real PR tasks
A reproducible framework for benchmarking Goatfied, Cursor, and GitHub Copilot on real pull-request tasks — the metrics that matter, the harness to run, and how to read the results.
2026-05-2910 min read
benchmarks
Debugging AI-generated code with checklists
Learn how to build systematic debugging checklists that catch common failure patterns in AI-generated code before deployment to production systems.
2026-05-2313 min read