Blog
Notes
Route-first web agents: benchmarks, comparisons with browser automation tools, and guides to getting website data without scraping. RSS
2026-10-11 · Whitepaper
Pay for the Delta: Proof of Indexing, RewrittenA design for paying the people who keep the agentic web's index working, per use and by the improvement they made. No stake, no token, no land grab.
2026-06-20 · Whitepaper
Run It or It Didn't Happen: Benchmarks for Small-Model Tool RoutingA June 2026 research paper on a benchmark rule (a number counts only if a command re-runs it) and what it showed about a 0.8B tool-routing model.
2026-06-20 · Whitepaper
Stop Picking Routes by Vibes: Energy-Based Route RankingA June 2026 research paper on choosing which learned API route an agent should call, with the wins and the places the method gives nothing.
2026-06-20 · Whitepaper
You Are Your Keys (Sorry): Key-as-Identity for AI AgentsA June 2026 research paper on making one signing key answer who an agent is and who may see its data, and how the hosted service differs as of October 2026.
2026-04-05 · Whitepaper
Why We Wrote a Paper Against Browser AutomationEvery browser automation agent does the same thing: spin up a headless browser, click through page elements, wait for renders, retry on failure, and burn tokens narrating what it sees. We spent the last year asking: what if most of that work is unnecessary?