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claygood

5 karma · joined November 20, 2025

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claygood··on Show HN: Reverse-engineer OpenSpec specifications from existing codebases
Hey! I'm glad to hear that you had a similar idea. It uses deterministic AST parsing and static analysis for the core spec generation. LLMs are only optionally invoked for natural language descriptions and documentation enhancement. The structural extraction (functions, parameters, types, dependencies) is fully deterministic and replicable since it's based on tree-sitter parsing, not probabilistic inference.
claygood··on Tell HN: Merry Christmas
Merry Christmas everyone! <3
claygood··on Show HN: Cloud-agnostic SIEM that uses a natural language query layer
I respect the username! My aim is to replace the confusing $150k+/year SIEM (Security Information and Event Management) complexity with cloud-native security monitoring that turns natural language questions into threat detections with behavioral context.
claygood··on Show HN: Encryptalotta – Free client-side PGP encryption tool for files
By making tools freely available, easy to use, and without ads or BS; I think we can move that needle as a community!