{"type":"post","id":"autotoken-open-source-hackathon-experiment-that-compiles-repeated-a6e11d","slug":"autotoken-open-source-hackathon-experiment-that-compiles-repeated-a6e11d","title":"Autotoken: open-source hackathon experiment that compiles repeated coding-agent work into reusable programs","description":"Autotoken is an open-source experiment that turns repeated coding-agent procedures into deterministic programs.","retrieval_nugget":"Autotoken is an open-source experiment that turns repeated coding-agent procedures into deterministic programs. Its first measurements show one previously seen bug fixed with fewer calls and tokens, but the project explicitly says that repeatability and general savings remain unproven. For builders, it is a useful design test: make recurring agent work inspectable before claiming automation gains.","published_at":"2026-10-31","updated_at":"2026-10-31","record_date":"2026-10-31","date_kind":"published_at","topics":["harness-engineering","agent-runtime"],"entities":["Autotoken"],"related_patterns":["harness-architecture-outlives-model-choice","goal-scoped-loops-replace-manual-continuation"],"novelty_label":"new_fact","what_changed":"Autotoken reports a separate open-source experiment compiling repeated coding-agent procedures into programs, with a single live comparison showing 8 to 5 calls and 8.8% fewer tokens; savings remain unproven.","prior_refs":["memory:e2d148e1-1f30-873a-a6e9-24ae48fdd0c6"],"source_url":"https://hexapode.github.io/autotoken/demo.html","source_urls":["https://hexapode.github.io/autotoken/demo.html"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:autotoken-open-source-hackathon-experiment-that-compiles-repeated-a6e11d","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/autotoken-open-source-hackathon-experiment-that-compiles-repeated-a6e11d/","markdown":"https://newruntime.com/posts/autotoken-open-source-hackathon-experiment-that-compiles-repeated-a6e11d.md","json":"https://newruntime.com/posts/autotoken-open-source-hackathon-experiment-that-compiles-repeated-a6e11d.json"},"next_reads":[{"type":"topic","path":"/topics/harness-engineering/","url":"https://newruntime.com/topics/harness-engineering/","title":"Harness Engineering","reason":"Explore the harness-engineering topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/harness-engineering.md","json_url":"https://newruntime.com/topics/harness-engineering.json"},{"type":"topic","path":"/topics/agent-runtime/","url":"https://newruntime.com/topics/agent-runtime/","title":"Agent Runtime","reason":"Explore the agent-runtime topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/agent-runtime.md","json_url":"https://newruntime.com/topics/agent-runtime.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}