A self-devised 'freeze a service first' method let Codex pass a Terminal-Bench task with zero public solves
Present-Quantity-813 · reddit · 2026-08-19
The author wrote a method and handed it to Codex, which passed the ico-path-patch task on Terminal-Bench 3.0 — a task with 59 public runs across 11 model/agent configurations and zero passes. The same model used (gpt-5.6-sol at max reasoning effort) went 0-for-5 in the public record. One run scored 19/19 on the official verifier within the 90-minute limit.
The method: the agent doesn't start on the task. It first builds itself a small service for the task, freezes it, then works through that service instead of re-deriving constraints every few turns.
Motivation: on long runs, an agent's picture of where it is drifts from where it actually is. The author derived this drift theory from running a multi-agent system, after one agent spontaneously used it to diagnose its own drift.
Caveats: the author passed on the 4th scored attempt, and there's no control run with a build phase but no method text — so "any build phase would do" remains a live alternative explanation. The author invites others to reproduce with their own stacks or his free write-up.
More from coding & agent
- Gemini Image Generation Silently Fails From Hetzner IPs — Network Origin Was the Culprit — dota2dinall · 2026-08-19
- Vercel open sources fx: a tiny, fast native coding agent — Rasmic · 2026-08-19
- Open source file upload service Byteship built with Grok released — jasonkneen · 2026-08-19
- ClawGym II paper: Improving agents via mixed-harness training — omarsar0 · 2026-08-19
- MacStories' Codex Automation Guide: Process Notes, Save Emails, Auto-Tag Read-Later — Dimillian · 2026-08-19
- Study: Context compactor hides real costs as Agent retrieval calls triple — dair_ai · 2026-08-19