AI agents, from demos to real work.
Useful autonomy / Clear boundaries / Human control
Meta Says Muse Is Coming to Its AI Glasses, Expanding Its Agent Across Devices
Meta plans to put its Muse personal AI agent on AI glasses in the coming months, with visual context, voice interaction, partner connectors and an email…
3 min read
AWS publishes 38 open-source skills for more reliable healthcare AI agents
A 410-prompt evaluation found skill-equipped agents beat otherwise comparable baselines in 69.5% to 85.9% of comparisons, although results varied substantially by harness and baseline strength.
5 min read
Amazon Bedrock AgentCore adds managed OAuth consent portal for AI agents
The portal replaces customer-hosted session binding for AgentCore Gateway, while keeping each user’s provider grants separate and auditable through AWS CloudTrail.
6 min read
AWS documents dual-layer monitoring for production multi-agent systems
The reference architecture combines sampled quality evaluation with infrastructure investigation, while requiring separate inline safeguards for responses that must be checked before reaching users.
5 min read
Google ADK Python 2.9.0 adds model failover, LiveKit voice support and YAML workflows
The release broadens agent deployment options, but changed resume semantics and stricter file-access rules require migration checks.
5 min read
Codex 0.154.0 adds GPT-6-Astra, experimental worktrees and inline questions
The release expands model access and parallel coding workflows while tightening plugin refreshes, authentication, sandboxing and approval handling.
3 min read
OpenAI shares early data on coding agents in AI research
OpenAI reports 3.1 agent-workdays per human workday, but its internal data also shows why more automated activity is not the same as faster research.
6 min read
How AWS designed lifecycle policies for Amazon Bedrock AgentCore memory
A nightly AWS workflow combines TTL expiration, relevance scoring, LLM-based consolidation, regression testing, and deletion controls to keep long-running agents’ memories useful, auditable, and manageable.
9 min read