/05methodology
Method to stop the madness.
The pattern, the contracts, and the supporting stack. How we keep AI deterministic, sovereign, and structurally honest, across every stress-test memo and every production build.
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Kingroutes intent. Never generates.
Orchestratordecomposes work. Enforces schema contracts.
Contractschema gate between every tier. Drift structurally blocked.
Subjectexecutes one schema-validated task.
Returnpayloads aggregate up. Cited at source.
/05.2 the pattern in motion
K/O/S, applied.
Two engagements. Two shapes of problem. Same architecture, applied end to end.
stress-test
- Client brings a thesis.
- King classifies the claim type: technical, operational, economic.
- Orchestrator decomposes the thesis into bounded verification tasks.
- Subjects each return a schema-validated verdict.
- King aggregates into the go/no-go memo.
production build
- Client brings a live problem.
- King resolves the data surface and inference boundary.
- Orchestrator decomposes into extraction, normalisation, validation, and query layers.
- Each Subject executes against a schema contract.
- Validated payloads aggregate into the production system.
/05.3 what a schema contract enforces
The contract between tiers.
Every tier hand-off is a schema gate. Five categories, structurally checked. No tier proceeds on shape it cannot validate.
- input shaperequired fields, types, structural constraints the tier accepts
- output shapewhat the tier must return, in what structure, with what cardinality
- allowed fieldswhat each tier is permitted to write. Nothing else gets through
- rejection conditionswhen output is structurally invalid the tier rejects, never coerces
- citation requirementevery claim back-references its source. No uncited assertions cross a tier
/05.4 handover discipline
Yours from minute one.
Day-one handover. Not a license. Not a black box. The client's engineering team owns the system at delivery and can operate it without us in the room.
- repositorycode, infrastructure-as-code, schema registry. Every contract version-controlled
- runbookoperations, monitoring, escalation, recovery. Written for the engineer who joins next year
- handover passeswalk-throughs with the client's team in the room. Every system pass run live, not described
This is how we work. Tell us the problem.
Whether you're stress-testing an idea or building a sovereign system in production - same engineering standard, same discipline, same direct conversation.
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