Human correction
A user or approver explicitly changes an output, action, field, or value.
← All capabilities
Growth Loop / Governed Learning
Not autonomous evolution.A governed improvement release system.
NexusClaw turns human corrections, tool failures, knowledge gaps, and outcome variance from real work into reviewable improvement candidates, then routes them through evaluation, approval, versioned release, and rollback.
The learning inbox is a recommendation layer. It cannot silently change prompts, SOPs, guardrails, or model routing. Every production behavior change needs test evidence, a release owner, and a rollback path.
Product UI · Learning inboxNexusClaw Product UI
01 / Learning Signal Intake
Turn what happened into evidence before turning it into a new rule
The system extracts structured signals from real execution and retains source, risk, affected employee, and usage scope. Only explainable, traceable evidence enters clustering and candidate generation.
Tool or execution failure
A call fails, access is denied, parameters are wrong, or the workflow misses its goal.
Knowledge or SOP gap
An answer lacks evidence, a step is missing, or an existing procedure drifts.
Outcome variance
A real business outcome differs from expectation and needs review.
Hard boundary of the recommendation layer
The inbox collects, explains, and ranks. No signal can directly modify production employee behavior.
02 / Distillation & Asset Candidates
The system clusters repeated patterns, then proposes exactly what should change
Similar signals are grouped into patterns, their impact and risk are assessed, and specific candidates are generated. Candidates are reviewable asset drafts, not hidden model memory.
Prompt
Adjust instruction structure, boundaries, or output requirements.
SOP
Add or revise a standard operating procedure.
Guardrail
Add blocking, approval, or sensitive-action control.
Model routing
Change model selection, fallback, or budget strategy.
Eval suite
Turn a failure or correction into a regression test.
Product UI · Distilled improvement candidatesNexusClaw Product UI
03 / Evaluation & Release Gate
A candidate must prove it is better without breaking existing boundaries
The test center turns real failures into evaluation cases and compares candidate behavior with the production baseline. Safety, access, quality, and outcome checks must pass before human approval.
- 01
Create regression cases
Failures, corrections, and exceptions become repeatable tests.
- 02
Compare candidate and baseline
Measure quality, unauthorized access, tool calls, and outcomes.
- 03
Simulate and assess risk
Validate sensitive actions, approval points, and exception fallback.
- 04
Human approval
A release owner reviews evidence, scope, and rollback plan.
Product UI · Evaluation center and release gateNexusClaw Product UI
04 / Versioned Release & Rollback
Release creates a versioned, owned digital asset — it does not overwrite configuration
After the gate, prompts, SOPs, guardrails, model routing, or eval suites publish as new versions. The system records who approved, when it took effect, which employees changed, and who owns rollback.
01
Version creation
Asset version, diff, and impact scope are fixed.
02
Canary validation
Observe a controlled scope before full activation.
03
Production release
Configuration delivery and release ownership are recorded together.
04
Rollback policy
Restore the last stable version without rebuilding settings manually.
Product UI · Release Gate and draft assetsNexusClaw Product UI
Learning usage itself must remain auditable
The system records which audit event became a signal, what candidate it created, its risk, required approval, and whether it entered production.
Product UI · Learning Usage AuditNexusClaw Product UI
Customer Evaluation Checklist
When evaluating a growth loop, do not stop at “it learns”
01
Every signal has source evidence
Trace a recommendation back to its execution, correction, tool call, or business outcome.
02
Every candidate is an explicit asset
Verify it becomes a diffable prompt, SOP, guardrail, route, or eval version.
03
The gate can actually block release
Fail an evaluation or remove approval and confirm production cannot change.
04
Rollback has an accountable owner
Inspect the release version, approver, affected employees, and rollback owner.
Current capability boundary
The growth loop does not scan audit tables and self-modify production. It cannot bypass asset owners or the release gate. It is an evidence-driven, human-gated, versioned, rollback-able governance pipeline.
Bring one real failure or human correction to the demo
We will show how it becomes a signal, improvement candidate, evaluation case, and release audit — without hiding behind a generic “gets smarter over time” claim.