Tooling22h ago
Anthropic Officially Releases Claude Duet Research Preview: Proactive Autonomous Workflow Agent Application
Anthropic (@claudeai) officially announced Claude Duet, a research-preview application that represents a generational leap in agentic user interfaces. Accumulating over 40K likes and 4.7M views within hours, Claude Duet shifts the AI paradigm from passive query-response chatbots to a proactive autonomous partner: it surfaces what requires user attention, autonomously executes delegated long-horizon tasks, works uninterrupted in the background while users step away, and explicitly requests confirmation before executing high-impact actions on the user's behalf.
Research8d ago
Can Agents Predict Their Own Failure? Outcome-Grounded Confidence Calibration in LLM Agents Unlocks Reliable Execution
Controlling acting LLM agents requires step-level confidence signals to decide whether to execute an action, abstain, or hand off control to humans. Research from NYU introduces outcome-grounded confidence calibration for multi-step agents. Rather than calibrating confidence against immediate local actions, the framework aligns per-step verbalized confidence with the ultimate multi-step episode outcome using GRPO rollouts and proper scoring rules. Evaluated across ALFWorld, TextWorld, and WebShop on Qwen2.5-7B, confidence AUROC jumps to 0.68–0.85, steps within the top-10% confidence bracket succeed 4.3x more frequently, and expected calibration error plummets from 0.42 to below 0.12.
Agents20d ago
CopilotKit open-sources OpenDots: self-hosted always-on coworker template; any AG-UI agent + OpenAI-compatible models (MIT)
Around 2026-10-01 CopilotKit released OpenDots (MIT): a self-hosted open alternative to OpenAI Dots. Each Dot can own a computer (browser/files/terminal), Spaces/Pages, live calls, Slack via Channels SDK, draft approval, and schedules. Bring any AG-UI agent and OpenAI-compatible model; computer access is off by default. ~1448★ / 176 forks at ingest (GitHub API).
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