Certified parts.
Learning loops.
One repair. One inner loop. One outer loop that improves the next part.
Certified parts.
Identify the part.
Bind serial, alloy, drawing revision, history, and damage scan.
Define the finish.
Set release limits, evidence, and safe stops before work begins.
Enter the inner loop.
Scope the part, approved knowledge, tools, authority, and completion rules.
Search approved sources.
Retrieve current manuals, dispositions, limits, and process specifications.
Filter first.
Reject obsolete, unauthorized, inapplicable, or unproven instructions.
Plan one repair.
Set tools, parameters, hold points, tests, and rollback.
Keep the operator in control.
Show the action, evidence, uncertainty, and required approval.
Run the digital twin.
Pin machines, fixtures, material state, clocks, and failures.
Set quantitative gates.
Give every metric a unit, target, tolerance, sample rule, and fail condition.
Bound telemetry.
Example: supply telemetry stays within 4.8–5.2 V with no missing samples.
Limit calibration error.
Traceable calibration error stays within ±0.05 mm.
Budget frame time.
The operator view renders p95 below 16.7 ms without hiding hold points.
Join, then inspect.
Telemetry, calibration, and frame-time branches must all pass before release.
Archive the repair.
Bind approvals, telemetry, tests, and disposition to the serial.
Climb the outer loop.
Treat the complete inner workflow as one candidate system.
Lay out the test DAG.
Connect certification gates, faults, limits, and evidence joins.
Measure total time.
Time search, review, work, inspection, retries, and queues.
Search the workflow space.
Vary retrieval, models, tools, handoffs, tests, and topology.
Prune losing branches.
Stop unsafe, noncompliant, dominated, or slow candidates early.
Repeat matched trials.
Improve yield or time without weakening safety or evidence.
Turn every failure into a test.
Archive every miss as a permanent regression branch.
Promote the winner.
Ship the tested graph, timing envelope, controls, and audit trail.
Build the hill together.
Bring real manufacturing and repair cases. LoopClimber brings the measurable outerloop.