GOVERNED AI ENGINEERING

Governance Built In, Not Added at the End

Every change in wakalix is attributable to a named role. Every pull request routes through an independent reviewer with veto authority — a separate role from the team doing the work. Every engagement ends with a published cost report. Every flagged defect joins a pattern library the engine will not repeat.

Book a stuck-problem review
Engine page

What governance looks like in practice

After every engagement, the independent reviewer signs a verdict. The shape is consistent: who authored, what was checked, what tripped, what's blocking. No prose, no investigation; the record speaks for itself.

Reviewer:    independent reviewer
Engagement:  [engagement-id]
Verdict:     PASS-WITH-ADVISORY
Findings:    2
  F1  Change [hash] — attribution missing on a co-author merge
      Severity: advisory · Rule: attribution policy
  F2  AI spend ran ~10% above the role's budget envelope for this engagement
      Severity: advisory · Rule: cost-envelope policy
Blocking:    none — engagement may proceed

Three lines in the record: what tripped, who shipped it, which rule it violated. No investigation needed. The record is immutable. The reviewing role never touches the code — it can only read and veto.

What is governed and how

What is governed How wakalix does it
Code style A dedicated review role applies your conventions against every output batch before merge
Cost Tier-routing per role + per-cycle budget caps + published cost tab; hard-gate fires before the envelope is exceeded
Access AI gateway brokers every call; role→skill→model matrix; no role can call outside its declared boundary
Audit Every change attributable to a named role; the engagement record is immutable; one search finds the full history of any change

AI tools are widely adopted; governance of how they are used has lagged. The patterns wakalix implements — automated review, role-based access, attributable commits — are what the broader governed AI engineering category will converge on.

See how cycles run under governance → built-in quality

Bring one problem under governance