REGULATED SDLC · AI HARNESSES · CITABLE DEVREL

High-Assurance Engineering Across Three Pillars

An open, authoritative knowledge platform for engineering teams building high-assurance systems. Explore three interlocked disciplines: Regulated Software SDLC (Deterministic NUP), AI-Native Architecture (Probabilistic NUP), and Technical Documentation Strategy (DevRel & Marketing).

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Platform Engineering & Governance Lifecycle

An interactive, interlocking lifecycle: deterministic requirements and design controls feed into probabilistic AI evaluation harnesses, validated by citable developer relations and real-time telemetry.

End-to-End High-Assurance Delivery Pipeline

Hover or select any lifecycle phase to jump into its corresponding engineering specifications.

Phases 1 & 2: Deterministic SDLCPhase 3: Probabilistic AIPhase 4: DevRel & Telemetry
Four-Phase High-Assurance Engineering & Governance Lifecycle PipelineA horizontal process pipeline illustrating four interconnected stages: Phase 1 Specify & Govern, Phase 2 Build & Harden, Phase 3 Layer & Evaluate, and Phase 4 Cite & Monitor, connected by a continuous telemetry feedback loop.PHASE 01ISO 13485Specify & GovernDeterministic SDLCRequirements TraceabilityHazard Analysis & FMEADesign History File (DHF)Explore Governance →PHASE 02NIST CSF 2.0Build & HardenDeterministic SDLCSecure Coding & Threat ModelAutomated V&V Test GatesDual-Signoff Peer ReviewExplore Secure SDLC →PHASE 03NIST AI RMFLayer & EvaluateProbabilistic AI NUPFour Layers ArchitectureContext & Attention BudgetsAutomated Evals & GuardrailsExplore AI Harnesses →PHASE 04Tier-2 SpecCite & MonitorDevRel StrategyCitable Technical DocsPersona Onboarding (P01–P07)Live PostgreSQL TelemetryExplore DevRel Hub →Continuous Audit & Telemetry Feedback Loop
Workflow Distinction: This horizontal pipeline shows how high-assurance engineering flows across governance, hard software testing, AI evaluation, and documentation monitoring. Use the topic directory below to browse and access specific technical specifications directly.
Knowledge Directory

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Direct launchpad to verified engineering specifications, evaluation frameworks, and role playbooks.