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A leak reveals OpenAI's always-on assistant named 'O', powered by 'Aeon', a variant of Astra optimized for long-running tasks.
AutoBot is an open-source agentic harness that enhances AI task completion by 18.5% over baseline on benchmarks like OSWorld 2.0 and AssistantBench, featuring self-improvement, hierarchical memory, and live voice control for complex workflows.
An insider evaluates GPT Astra's capabilities, highlighting its strength in long-running tasks, orchestration, applying academic literature, and code generation, with noted improvements in creative writing over previous models.
Google added background execution and remote MCP support to managed agents, raising concerns about task drift and the need for fresh approvals during long-running work.
Discusses the difficulty of verifying outputs from autonomous agents after long-running tasks and asks about using critic agents or traceability tools to ensure trustworthiness.
Explores what state or progress is retained when a long-running AI agent task is interrupted, addressing implications for reliability and recovery.
The Interactions API now supports background=True for async agent tasks, allowing long-running operations beyond HTTP timeouts. A guide explains usage, reconnection, and streaming.
GLM-5.2, an open-weight model with Opus-level design capabilities, incorporates an anti-hacking module trained via RL to mitigate reward hacking and improve performance on long-running tasks.
Browser Use 0.13.0 beta is rebuilt in Rust for long-running web agent tasks, featuring a custom LLM harness and a new terminal interface.
The author shares techniques for running Claude Code and Codex on long, multi-step tasks without babysitting, using an external test gate, git checkpoints per task, and a DAG-based plan to avoid blocked tasks stalling the run, and packages this into an open-source tool.
OpenGUI is an open-source AI phone control system that lets AI autonomously operate real Android devices to carry out long-running mobile tasks such as social media management and research. It supports remote task dispatching via Lark, Telegram, Discord, or REST API. Its underlying architecture is split into two layers — a Plan Supervisor and an Executor Graph — and supports multiple models including Claude, Qwen, and Doubao.