Managed-agent OSAT incident review

Package Sentinel

Persistent agent loop for package and test excursions. It watches package maps, X-ray/SAM clues, assembly travelers, equipment traces, final-test bins, and reliability data, then assembles a cited packet for engineer-approved containment.

Watch drift Investigate evidence Verify claims Contain with approval

Case Symptom: Corner-heavy fail pattern detected on SiP Lot AP-2097 / Strip 14.

Pitch Slides

Ready: incident data loaded

Incident State Loading replay Waiting for watchtower_state.json

Replay Score -- Waiting for replay score

Top Suspect -- -- lots exposed

Managed Runtime Checking Waiting for local bridge

Guardrail Human approval Approval required before holds or shutdowns

Evidence Bundle

simulated + public visual inputs

advanced package inspection map SiP Lot AP-2097 / Strip 14

passing units test failures void/warpage risk

package_test_bin_map.pngvisual

xray_solder_void_cluster.pngimage

assembly_traveler_strip14.csvroute

reflow_profile_zone7.csvtrace

warpage_metrology_panel.csvtabular

final_test_bins_baseline.csvcontrol

Incident Event Stream

incident state

Loading Package Sentinel events.

Investigation Agents

The coordinator assigns evidence, runs specialist checks, and merges only cited findings into the incident packet.

0 agents complete

Long-Running Agent Loop

watch / investigate / verify / contain

Reflow trace cross-exam

waiting

Assembly commonality

not run

Engineer Review Packet

draft pending

high severity

No hypothesis yet

Run the investigation to generate a ranked incident packet with evidence, statistics, and human-review actions.

Human Approval Actions

Waiting for agent findings.

Operational Checks

Waiting for evaluation_report.json.

Live Managed Agent

Not run yet. Use the live button to call Agent Platform.

The local replay is loaded. Live output will appear here after the managed-agent call completes.

Download Raw Formats

ATDF Final-Test Record E142 XML Substrate Map Rendered SVG Strip Map Ground Truth Answers JSON

Data Boundary

Wafer-map references are public, but OSAT package assembly and test traces are usually proprietary. This replay uses simulated OSAT evidence: package maps, X-ray-style void clusters, assembly travelers, reflow traces, and final-test bins.

WM-811K dataset UCI SECOM dataset Amkor test services Amkor wafer bumping