One outcome and a link to where it can be checked. What cannot be checked is not claimed.
Open PR for review, not merged: opt-in cleanup for delivered Python processes in the existing FDE Gym runner. Requires macOS 15.4+ with original-parent generation support verified at runtime; unsupported hosts are rejected before delivered code runs. In the bounded detached-child comparison, all 184 per-case results stayed unchanged while observed requests reaching later incidents fell from 60 to 0. This is lifecycle cleanup, not a complete containment boundary; no adoption or score gain is claimed.
Preserves original intent and compares patching, reframing, and rebuilding against the same browser checks. Feature expansion is on hold while the public pilot tests actual use; external adoption is unverified.
About a hundred servers claimed to be Jev-compatible with nothing to check the claim against. I turned scattered official docs into a 48-requirement spec with tests and ran it on the eight most-starred servers: two passed. Maintainers of four shipped fixes within three days of the reports.
Long Claude Code sessions are hard to hand to someone else; this turns one into a video under a minute. A review pass over 29 real sessions found three kinds of false success, where unfinished work looked finished. All three are fixed.
Operators judged link trouble between unmanned ground vehicles and their control station by feel. Built alone in eight weeks, the detector turns that call into latency, jitter and packet-loss signals. With no labeled faults, rules decide from day one and an Isolation Forest joins as data accumulates; each alert shows which signal moved and by how much.
Gemma-2B financial advisor chatbot. Applied LoRA and 4-bit NF4 quantization for stable training/inference on personal hardware. Instruction-format domain data design.
Zero-downtime Blue/Green deployment pipeline on AWS ECS Fargate + Lambda, controlled via a Slack bot. Built with GitHub Actions CI/CD and a fully serverless architecture.