Articles, releases and code from Hacker News, Reddit, GitHub and the people building RPA, workflow automation and AI agents — plus what the community pushed to the top today.
AIEdi Life OS provides an open-source personal dashboard that includes an MCP server, enabling AI agents to directly manage personal habits, tasks, and productivity workflows.
AIResearchers introduced AIDA, a multi-agent framework that uses adversarial challenges to reduce LLM false-negative rates in automated alert triage from over 40% to 3.1%.
AIA new framework equips multi-agent systems with explicit partner mental models, improving coordination and decision-making by inferring the hidden beliefs and intentions of other agents.
AIResearchers introduced a multi-agent RAG framework for conversational shopping that decomposes tracking, retrieval, and reasoning to maintain consistent user preferences across long, multi-turn interactions.
AISimon Willison released ttok 1.0, updating
AIConventionPlay trains AI agents to probe partner capabilities and steer them toward optimal shared conventions, improving ad-hoc collaboration in multi-agent workflows.
AIWhistle is an open-source, 16.9 MB speech recognition model that runs locally on CPUs, letting developers add private, fast voice transcription directly to edge automation workflows.
AIMulti-agent learning research shows uncoordinated agents create inefficient
AIGoogle launched an enterprise agentic AI for Gemini that integrates with internal business systems and Model Context Protocol servers to execute multi-step workflows.
AIAnthropic halved Claude Sonnet 3.5 cache-read pricing, while Google launched a universal Gemini work agent with sub-agent orchestration and persistent memory.
AIThe ttok 0.4 release updates the token-counting CLI utility, adding a model-listing flag and uvx compatibility to help automation scripts manage LLM context limits directly.
AIA new multi-objective minimization framework enables decentralized AI agents to learn sequentially across evolving tasks without forgetting previous knowledge, improving collaborative edge automation performance.