Governance & Trust
The discipline of making systems provable, permissioned, and resilient — policy, identity, audit, and quality gates woven into how software runs.
What this means here
Governance & Trust is the practice of ensuring systems behave within explicit boundaries — and that those boundaries can be explained, audited, and enforced when stakes are high.
It covers identity and access, policy enforcement, evidence trails, evaluation gates, and the operational discipline that turns “we should be compliant” into runtime behaviour teams can rely on.
It is not checkbox compliance, security theatre, or governance committees that meet after incidents. It is architectural: controls embedded in request paths, retrieval boundaries, agent actions, and release criteria — designed in, not patched on after launch.
Trust is earned when behaviour is predictable under scrutiny — from regulators, risk teams, and the operators who run production. Without this discipline, strategy, platforms, and intelligence do not scale; they accumulate risk until someone says stop.
What it should cover
Reach for this domain when the question is who may do what, what must be demonstrable, and how systems stay compliant and trustworthy under change.
Policy & access control
Runtime enforcement, access-controlled retrieval, and rules that apply before action — not after damage.
Identity & authorization
Who and what may invoke models, tools, and data — boundaries that hold across agents and integrations.
Audit & compliance evidence
Agent audit trails, control maps, and the artefacts regulators and risk teams need to sign off.
Evaluation & quality gates
Scoring, harnesses, and release criteria — governed quality, not post-hoc spreadsheets.
Operational resilience
Human-in-the-loop checkpoints, rollout gates, and failure handling when models or dependencies misbehave.
On this site
Content is organised by section, filtered by domain. Start anywhere below — all paths lead back to the same practice model.
Need governed AI that survives architecture review and regulatory scrutiny? This is the domain where I help teams build proof, not promises.
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