Long-form, versioned reference documents on deploying AI safely. Not blog posts. Citable, maintained, authoritative.
If a guide exposes a risk, a gap, or a client opportunity, move straight into the path that converts interest into evidence.
I found a production risk
Use the DSA path when the content maps to a live system that needs external proof.
Scope a DSA →I advise clients
MSPs can turn PSF guides, incidents, and data-use material into discovery, policy, and monitoring services.
Get MSP launch pack →I manage a team
Use team rollout when people need a shared vocabulary before controls become policy theatre.
Plan team rollout →I want personal proof
AIDA gives a registry-verifiable PSF foundation before paid specialist or portfolio proof.
Start free AIDA →Deep reference for all eight Production Safety Framework domains. Aligned with AIDA, AIMA, CPAP, and CPAA examination content. Licensed CC BY 4.0.
Prompt injection defence, input validation, intent classification.
Schema enforcement, hallucination detection, confidence gating.
PII handling, consent chains, data residency, vector store risk.
Inference logging, quality scoring, drift detection and alerting.
Canary releases, rollback procedures, circuit breakers.
Autonomy levels, escalation design, blind review sampling.
Threat modelling, adversarial robustness, red-teaming architecture.
Abstraction layers, version pinning, fallback provider design.
Reference documents currently being researched and written.
PSF updates, deployment checks, failure patterns, and proof paths for practitioners, MSPs, and teams who need AI work to survive scrutiny. No hype.
The full PAI research library, grouped by type. Independent PSF assessments, incident analyses, playbooks and guides.