I’ve been experimenting with letting an AI agent execute full workflows in a browser.<p>In this demo I gave it my CV and asked it to find matching jobs. It scans my inbox, opens the listings, extracts the details and builds a Google Sheet automatically.
Stories by heavymemory
I have been experimenting with structural reasoning and built a small engine that learns rewrite rules from only two examples. You provide a pair of before and after expressions and it works out the transformation and applies it to new inputs. There is no LLM, no regex and no hard coded logic.<p>The...
I built a tool that learns structural code transformations from before/after examples.<p>Show it console.log(x) -> logger.info(x) and it learns the pattern, then applies it across your entire codebase. Deterministic, same input, same output, every time.<p>Not a transformer, not generative, ...
I built a tool that learns structural code transformations from a single before/after example.<p>It isn’t a transformer or LLM — it doesn’t generate code.
It extracts the structural pattern between two snippets and compiles a deterministic rewrite rule. Same input → same output, every time.<p>E...
Key door puzzle. Grid: 8 by 11. Two rooms. One key somewhere in the left room. Two coloured doors in the wall. Goal on the far side.<p>Train PPO or DQN on one layout and it solves that layout. Shift the key, add or move a wall passage, alter the distractor key setup and performance collapses. The us...