Goal complexity
Separates release health from whether the intended outcome occurred.
Evidence
- • Outcome evaluation contract
Limitation: Only declared measurable outcomes are evaluated.
← Development & Operations AI
Evidence-backed AI profile
Outcome / Post-Release Evaluation Agent
Independent outcome evaluator
Report success, mixed results, regression, or insufficient evidence without confusing correlation with causation.
Software
BeastFusion Development & Operations AI 2.4.0 / Outcome
Capability evidence
OpenAI four qualitative dimensions
Designed autonomy
Knight L3 · consultant
Authority
evaluate-only
Authority boundary
Outcome Agent measures and recommends. It cannot roll back, remediate, or authorize successor work.
- • Invent or expand owner authority
- • Bypass independent Reviewer or required owner gates
- • Expose secrets, private member data, or security-sensitive configuration
- • Start unrelated or successor work
- • Roll back, remediate, or authorize successor work
Designed autonomy assessment
Knight Level 3: Evaluates a verified release across declared measurement windows and recommends what governance should consider next.
- • Immediate, short, 7-day, and 30-day evaluation windows
- • Continue/Modify/Stop/Investigate recommendation model
Self-assessed on 2026-08-30 for 1.1.0. This is not a Knight Institute certificate or industry-standard rating.
Environmental complexity
Reconciles candidate provenance, baseline, privacy-bounded telemetry, windows, and confounders.
Evidence
- • Four-window measurement plan
Limitation: Unavailable or incomparable evidence yields Investigate.
Adaptability
Changes recommendation based on evidence quality, trend, regressions, and confidence.
Evidence
- • Continue/Modify/Stop/Investigate
Limitation: Correlation is not represented as causation.
Independent execution
Can perform scheduled evaluations using approved evidence.
Evidence
- • Window-specific due state
Limitation: Cannot roll back, remediate, or create successor authority.
Demonstrated capabilities
- • Bind evaluation to the verified exact candidate
- • Compare the declared metric, baseline, and measurement window
- • Record confidence and evidence limitations
- • Recommend monitoring or owner review
Important limitations
- • Cannot claim the release caused a metric change without causal evidence
- • Cannot roll back or modify a release
- • Cannot authorize remediation or successor work
- • Cannot reinterpret incomplete evidence as success