QAM Stack: three tools for Claude’s recurring coding failures

Field notes

Quality Harness structures an agent task as five stages—specification, decision, build, review, and write-up—with each stage leaving evidence for the next. AI Agent Memory exposes an MCP endpoint that can be hosted or self-hosted, while MultiPath Read/Write packages multi-file operations in the mrw binary. The page also highlights a claimed reduction from 110 tool calls to 2 and describes mutation-audit as a deliberate test of whether a check can detect a broken mechanism.