All blog posts
Deploy an AG-UI protocol server to Bedrock AgentCore Runtime and stream real-time agent responses via SSE events. Hands-on walkthrough with agentcore CLI Direct Code Deploy.
Applied Anthropic's two official best practice guides to a real skill set, uncovering reserved word violations, naming issues, and missing progressive disclosure. Includes a self-check workflow using a custom analysis skill.
Hands-on verification of Bedrock AgentCore Policy: Cedar-based tool access control via Gateway, natural language policy generation, and default deny behavior validated with real API calls.
Build macOS/Linux dotfiles with XDG compliance, 1Password SSH integration, and a test script. Covers the design decision to use copy-based deployment over symlinks, and how CLAUDE.md enables AI-assisted maintenance.
Turning the AI coding maturity model into practice. A 30-day action plan, review guideline creation, cross-team metrics bootstrapping, and quarterly review cadence.
A 5-level maturity model for coding agent adoption, built on Anthropic and OpenAI frameworks but tailored to software development teams. Assess your current level and identify the highest-impact next step.
Verified Lambda Managed Instances Rust support. run_concurrent enables 8 parallel requests with 2.9ms init — effectively eliminating cold starts. Compared with standard Lambda.
Verified Lambda's GA Rust support with cargo-lambda. Cold start at 29ms, warm execution at 1.2ms — 90x faster than Python with 2.6x better memory efficiency.
Hands-on verification of AgentCore Memory Record Streaming. Covers Kinesis push delivery, FULL_CONTENT vs METADATA_ONLY behavior, and async extraction events with real test data.
Normalize metrics from multiple coding agents into a common schema and visualize them in a unified dashboard. Separating comparable from incomparable metrics is the key to avoiding misleading cross-agent comparisons.