User contact field completeness
A small group of representative user rows has an empty contact field after canonicalization.
Backfill the source export when possible and quarantine unresolved rows before downstream outreach use.
Engineering portfolio / 2026
AUTHENTICATED WORKFLOW / PERSISTED STATE
Authenticated sales-operations simulator for researching, qualifying, routing, and following up with prospects through persisted workflow data and stage gates.
Representative workflow
Document meeting context and clear the portfolio handoff gate.
FULL SYSTEM
Queue management, notes, cadence work, security controls, persistence, and handoff logic.
SIGNAL → EVIDENCE → RECOVERY
Discord incident-triage platform combining live diagnostics, telemetry, rule-driven troubleshooting, and generated support documentation.
REPLAY INCIDENT
A slash command is accepted, but the bot cannot send the expected follow-up in the target channel.
Interaction reached the worker.
Response path is available.
Channel action is rejected by the simulated permission check.
MATCHED RULE
permission-path-blocked
The interaction path is healthy, but the bot lacks a channel permission required for the requested action.
Turn the diagnosis into a bounded recovery sequence, then verify the support path again.
Review the bot role and channel overrides.
Restore the required permission without widening unrelated access.
Re-run the permissions check and retry the command.
Shared rules drive command behavior, regression fixtures, and generated support documentation.
RAW DATA ENTERS. EVIDENCE LEAVES.
Data-quality platform that converts raw CSV exports into validated, scored, explainable datasets, issue histories, and reviewable reporting artifacts.
VALIDATION STATE
A failed check is not useful unless someone can understand what broke and what to do next.
A small group of representative user rows has an empty contact field after canonicalization.
Backfill the source export when possible and quarantine unresolved rows before downstream outreach use.
Representative source rows reuse an identifier that should resolve to one canonical resource.
Deduplicate on the source key, preserve the newest authoritative row, and review references before publishing.
A representative event export contains a timestamp outside the expected canonical formats.
Normalize the source timestamp to the accepted format and rerun ingestion so the event can enter the staged table.
Representative newsletter rows do not contain a usable consent value after mapping.
Resolve the source mapping and exclude ambiguous consent rows from outbound messaging until corrected.
A representative district value is not present in the current normalization mapping.
Add the reviewed source value to the mapping configuration and regenerate the staged dataset.
Cleansed data, issue history, exceptions, and scorecard artifacts remain reviewable after the validation run.
EVIDENCE IS NOT THE DECISION. THE GATE IS.
QA release-readiness demo for a synthetic CME recertification workflow, combining requirements traceability, manual and automated tests, defects, and release signoff evidence.
Requirements become cases. Cases become automation. Automation becomes evidence. Evidence still has to clear the blocker gate.
REQUIREMENTS MAPPED
MANUAL TEST CASES
PLAYWRIGHT PASSING
REQUIREMENTS AUTOMATED
Select a requirement to inspect its manual, automated, UAT, and blocker evidence.
Toggle the representative defects to see the browser-only release decision recalculate.
REQ-01 · REQ-02
REQ-05 · REQ-07
REQ-13 · REQ-15