AI agents, from demos to real work.
Useful autonomy / Clear boundaries / Human control
AWS documents a secure Web Search connection for Claude Desktop on Bedrock
The reference implementation connects Claude Desktop to AgentCore Web Search through MCP while routing sign-in and token validation through AWS-managed identity services.
3 min read
AWS details multi-turn RL workflow for fine-tuning search agents
AWS reports that its SageMaker AI multi-turn reinforcement learning workflow improved retrieval quality on three of four held-out benchmarks, while sharply cutting failures on BrowseComp-Plus.
4 min read
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