The Context Window Just Became a Commodity

Tools

AWS Bedrock Agents SDK Adds Native MCP Client Support

This isn't just another feature drop. AWS is betting that the Model Context Protocol will be the standard way agents discover and use tools. For builders, this means less glue code and a more portable agent stack.

Analysis

New Benchmark Exposes Systematic Reasoning Failures in Popular Agents

The paper shows even top models fail at basic multi-step logical chains. The takeaway: don't trust agent reasoning for critical paths. Build in verification steps or human checkpoints.

News

MCP Spec Update Tightens Tool Invocation and Error Handling

The latest spec adds stricter error codes and tool confirmation flows. This is the boring work that makes agents production-ready. Update your client libraries to avoid edge-case failures.

Groq Launches Fixed-Price Context Storage for LPU Inference

Pricing context like a storage bucket, not per-token, is a tactical shift. It lets you build memory-heavy agents without unpredictable cost spikes. Worth testing if your agent needs long conversation history.