blog

gsoc 2026 at fossology: rebuilding license identification in nirjas and atarashi, and why almost every gain came from finding defects rather than from modelling

a harness where the agent submits kernel source and never submits a number — and the six times my own gates falsely accused correct code

resume shortlist, ai-adjacent deep dives, agent memory demos, and why atlan felt different

turning a closed-set DETR detector into an exemplar-conditioned detector by replacing class logits with learned cosine matching

how my team and i created a long-horizon swe environment with frontier-swe + openenv + pi harness

why cheng lou's pretext might be one of the biggest frontend infrastructure drops in years

analyzing mllm for zero-shot object detection with visual prompting and grounded bboxes

getting rid of those annoying FAPI warnings when using wget, curl, or GnuTLS

finally bringing enterprise linux to my favorite edge compute module

turned a simple portfolio into a multi-month crisis