Terminal-Bench

Timeline

1. Oct 8, 2026 · Research paper · 2 sources
   REMORY: Learning Residual Memory for Context Compaction
   We introduce REMORY, a neural memory network that supplements the summary with a bounded sequence of soft memory tokens.
2. Oct 8, 2026 · Research paper · 1 source
   Opera: A Verbal Critic Framework for Long-horizon Coding Agents
   We present Opera, a verbal critic framework that treats each correction as a persistent note, followed until the diagnosed problem is resolved.
3. Oct 7, 2026 · Research paper · 1 source
   CoTrace: Data Recipes for Training Terminal Agents with Harness-Model Co-Evolution
   Within this framework, we introduce CoTrace, a harness-aware data recipe that explicitly governs trajectory routing, provenance matching, and curriculum refresh.
4. Oct 7, 2026 · Research paper · 1 source
   Cache the Encoder Within:Compact, Reusable Memory across LLM Queries
   Repeated queries over shared documents incur redundant encoding, while caching model states introduces persistent storage costs.
5. Oct 6, 2026 · Research paper · 1 source
   FreeEvolve: Learning to Evolve Beyond Fixed Loops
   Agent evolvers automate the design of the prompts, skills and workflows around language model agents, yet the optimization process they follow is still designed by hand: a fixed search loop decides how candidates are evaluated, which are kept and when the search stops.
6. Oct 6, 2026 · Research paper · 1 source
   Harness Engineering for Software Engineering via Modular Executable Dev-Primitives
   Building on Dev-Primitives, we propose HERMES, a Harness Engineering framework for software engineeRing via Modular Executable Dev-PrimitiveS, which instantiates these primitives at repository scale through a dependency-aware dynamic activation mechanism and a bug diagnosis mechanism that maps execution evidence back to the components that must be revised.
7. Oct 5, 2026 · Product / feature launch · 1 source
   Introducing GLM 5.3 on Amazon Bedrock
   GLM 5.3 from Z.ai (Zhipu AI) is now available on Amazon Bedrock.
8. Sep 28, 2026 · Product / feature launch · 1 source
   Welcome RL Environments to the hub
   An environment gives an agent a task, responds to its actions with observations, and scores the outcome.
9. May 15, 2026 · Product / feature launch · 1 source
   Gemini 3.5: frontier intelligence with action
   Gemini 3.5: frontier intelligence with action

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