A Long-Horizon Benchmark for Self-Improving Inference Systems
An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours.
Unlimited OCR Works: Welcome the Era of One-shot Long-horizon Parsing.
Incremental engine for long horizon agents π Star if you like it!
GLM-5: From Vibe Coding to Agentic Engineering
Local-first control plane and research workbench for long-horizon agents and teams. Durable goals, governed collaboration, and cited trajectory analysis.
A simple SWE-style browser+desktop agent framework that achieves SOTA results on long-horizon CUA tasks
J-Space Cognition Suite β a model-agnostic inference-time control suite for deep reasoning, long-horizon work, verification, and recovery. Based on Anthropic's J-space global workspace research.
Matrix-Game 4.0: Streaming Neural Rendering for Playable Games
JoyAI-Echo-1.5: Long-Horizon Audio-Visual Generation for Persistent Stories and Interactive Worlds
The long-horizon computer-use harness. Run AI agents across desktop apps and the CLI for extended periods while preserving task state and making reliable progress on complex workflows. Features fresh-context execution, durable verified state, independent auditing, recoverable progress, and native Claude Code / Codex / OpenClaw integration.
Streaming 3D reconstruction from only video input: Revisiting Local Context for Long-Horizon Streaming 3D Reconstruction
CommerceAgentBench: Benchmarking Long-Horizon Agents in High-Fidelity, Stateful, and Reproducible Replicas of Real Online Services
AxisAgentic: An Extensible Runtime and Trajectory-Collection Framework for Long-Horizon Agents.
Cayu is an open-source Python framework for building and running domain-specific long-horizon agents, with a durable runtime built in.
Official implementation of EVOKE: Endless Interactive World with Bounded State and Long-Horizon Supervision. A three-step, CFG-free interactive world model. SOTA on WBench.
The roadmap of long-horizon agents
Full-stack open-source interactive long-horizon world model.
CheetahClaws: A Fast and Easy-to-Use Agent Harness Infrastructure for Long-Horizon, Multi-Model, and Tool-Using AI Systems
Open data and scalable training for long-horizon video world models.
Uni-Agent is a framework for training long-horizon agents.
eLLM: Run Long-Horizon Inference Faster on CPUs Than on GPUs
Open-source end-to-end omni interaction agent for natural full-duplex voice collaboration, continuous audio-visual perception, and asynchronous long-horizon agentic execution.
Long Horizon Terminal Benchmark with Dense Reward Grading
SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?
Vibe Check is a tool that provides mentor-like feedback to AI Agents, preventing tunnel-vision, over-engineering and reasoning lock-in for complex and long-horizon agent workflows. KISS your over-eager AI Agents goodbye! Effective for: Coding, Ambiguous Tasks, High-Risk tasks
DIY your own agent team harness for long-horizon agent work
FOREST is a research agent for long-horizon science, where evidence gets lost, errors compound, and goals drift. It explores ideas, reads literature, forms hypotheses, runs real experiments, analyzes results, revises paths, and builds a full paperβall in an editable graph you can inspect, branch, redirect, with claims and figures linked to evidence
The open-source design agent and harness, better than Claude Design on academic communication artifacts production. This DesignHarness can also be used with any coding harness you like ( Codex/Claude Code/Kimi Code/Pi/OpenCode etc..) and any agentic model you want.
Recursive ExperientialβWorking Memory Evolution for Long-Horizon Agent Harnesses
RSI-Exam: Measuring Recursive Self-Improvement on Long-Horizon, Executable Research Tasks Β· Discord https://discord.gg/FBzhepyE
Updated weekly β until humanity achieves AI4AI. AI4AI Survey: can AI reliably improve AI? 223 papers on long-horizon agents, benchmarks, harness design, and recursive self-improvement.
MerchantBench is a 365-day, order-level benchmark for evaluating the long-term coherence of LLM agents in seller-side e-commerce operations.
A persistent, reviewed multi-agent runtime for long-horizon research and engineering.
AgentRadio: Passive Awareness for Long-Horizon Multi-Agent Collaboration
A curated collection and T0βT3 task-horizon taxonomy of papers, benchmarks, and methods for long-horizon software engineering agents.
Official Code for the paper "Doc2Harness: Benchmarking LLMs on Long-Horizon Harness Engineering of Coding Agents "
Long-horizon benchmark where 18 LLM agents got Β₯100,000 each and ran simulated online stores for 365 days on real market data: negotiating with suppliers, pricing, managing inventory, keeping cash flow alive.
Rethinking World-Action Model for Compositional and In-context Robotic Manipulation
Benchmark for allocating scarce user attention during long-horizon agent work
Amplio: A Lightweight Agent Harness for Robust and Long-Horizon Runs
Native-video memory for vision-language-action models, using timestamped visual history and exact streaming inference for long-horizon robot manipulation.
Long-horizon arena for end-to-end business agents
DairyBench: A Long-Horizon Multi-Agent Benchmark for Business Decision-Making
CliffCompaction β autocompaction for long-horizon coding agents
Transcript analysis for long-horizon agent evaluations
Real-time, long-horizon audio-driven avatar generation via decoupled parallel training.
ReWorld: An Interactive World Model with Long-Horizon Memory
π₯ [ECCV 2026] StreamTalk: Streaming Co-Speech Gesture Generation with Key-Pose Anchoring
A Closed-Loop Benchmark for Long-Horizon Real-World Driving with Explicit Navigation Routes
This is the official repository for the paper "ACM: Agentic Context Management for Long-Horizon Tasks" [https://arxiv.org/abs/2607.23809]
[NeurIPS 2026] Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning
[ARXIV 2026] Geometry as Address: Routing Attention to Visual Memory for Long-Horizon Camera-Controlled Video Generation
Taste-Bench: measuring the long-horizon judgment of LLM agents at real decision forks
Reproduction package for "Harness as a Language: A Minimalist Agent Framework With Maximal Expressivity" β ten agent arms across AppWorld and StuLife
Distributed AI multi-agent autonomous system β digital employees for long-horizon tasks, running 24Γ7 β Meta-bootstrapping Β· Real-autonomous Β· Omni-evolution
An inference-time framework for long-horizon LLM agents with explicit belief states, consistency validation, and trapping-aware recovery.
The official code of FrameMorrow: Future-Guided Frame Selection with Prospective Tokens for Long-Horizon Video Generation.
ποΈ The hardest life-admin benchmark for agents β lawsuits, escrow shortfalls, apartment hunts, exams. 20 long-horizon tasks Γ 20β30 stages across 10 domains and 21 services, scored by 1247 atomic checks that read backend state, not prose. Bilingual zh/en. Current 20 tasks are relatively easy.
HINT: Human-Intent Inception for Long-Horizon Robot Manipulation