A twenty year old tech lover who likes turning maths and ideas into solid code. Some of those ideas now live inside the codebases of companies like these.
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What I fixed, and where. 12
Eleven landed contributions. Every number below was measured on a named machine against a control, and every one of them sits in a merged diff or on the default branch it targets.
In the lab 11
NVIDIA/NeMo-Relay #481: 23 files
One unchanging scaffold now keys to one profile instead of one per task. 23 files.
23 files
Rust cache keying
I found the learning key included the first user message, so one unchanging system prompt and tool schema fragmented into a new profile per task and observations never accumulated. I keyed it on the stable scaffold instead, with a fingerprint gate that fails closed.
