Engineering Blog
EngineeringBlog
Engineering notes, architectural deep dives, and lessons learned building code review tooling.
3 technical deep-dives
Featured Thesis
Compilers & AST8 min readOctober 2026
Why ASTs Beat Raw LLM Prompts for Code Review
Feeding raw files directly to generative models results in hallucinated warnings and token bloat. Here is how structured syntax trees deliver 10x faster reviews with deterministic accuracy.
GC
By GitCaptain Engineering
Architecture•6 min read•October 2026
Why Isolated Diffs Make Bad Code Reviews
Most CI bots only inspect the 10 lines modified in a pull request. Here is how full-codebase dependency graphs catch breaking changes that happen three directories away.
AT
By Architecture Team
Security & Privacy•7 min read•August 2026
Building an Ephemeral Code Review Pipeline with Zero Data Retention
A deep dive into how we isolate repository scans in temporary worker RAM and wipe all runtime state immediately after check runs conclude.
SC
By Security & ComplianceEngineering Notes
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