01
Reconnaissance
Discover
Map the business constraint, current stack, data reality and risk surface before deciding what AI should do.
OUTPUT / SYSTEM BRIEF
01.A
02
Process
Zero handoff.
Continuous context.
The same senior engineering mind follows the problem from first assumption to live system.
02
Mesh design
Architect
Define agents, state, retrieval, permissions, observability and failure paths as one coherent system.
OUTPUT / ARCHITECTURE MAP
02.A
03
Build the logic
Implement
Ship vertical slices early, instrument every boundary and test against representative workloads.
OUTPUT / WORKING VERTICAL
03.A
04
Operationalize
Deploy
Harden performance, access, cost and recovery before controlled production rollout.
OUTPUT / PRODUCTION RELEASE
04.A
05
Autonomous refinement
Operate
Measure live quality, review traces and continuously evolve the system against real outcomes.
OUTPUT / EVIDENCE LOOP
05.A