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How we're building Knowlance AI — orchestration, verified code, testing, and the decisions behind the platform. Written by the team, about the work.
MAC is the brain of Knowlance AI. Here's how it hands work between seven specialized agents, keeps context intact across the SDLC, and why we put a human approval gate at every step.
Read the postAsking a model to 'generate the app' produces plausible code that doesn't run. Our Developer agent plans work as a dependency graph, builds in vertical slices, and verifies every slice against the running application.
Read the postGenerated tests that break on every refactor are worse than no tests. Our QA Engineer agent generates suites from requirements, heals them through change, and audits the running app like a real tester.
Read the postThe platform these posts describe is launching soon — join the waitlist for early access.