by Stephen Kuenzli | Sep 1, 2026 | Development, Security
“Why not just prompt Claude Code or Copilot to triage dependency alerts per our security policy?” is the right question. A coding agent can read your code, trace a call path, and reason about whether a vulnerable function is reachable. That is the hardest...
by Stephen Kuenzli | Jul 20, 2026 | AI, Development, Security
In 24 hours we scored the same CVE three times against three different projects, and it came back DEFER on one and SCHEDULE on the other two. Every call was right. The scanner’s severity label read “high” all three times. What changed was the asset...
by Stephen Kuenzli | Jun 2, 2026 | Development
We deployed the k9 MCP server to AWS Bedrock AgentCore Runtime. Tool calls worked for the first few minutes of every session, then started failing with MCP error -32010: Runtime health check failed or timed out. Local tests stayed green throughout. The fix is one...
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