AI-Powered Testing Platform
6-Agent System for Legacy Modernization
Platform Screenshots
Operator's chief-of-staff dashboard: 1 active tenant, 4 of 5 agents closed-loop, 223 items needing review, plus the OPERATOR agent's daily briefing on top findings and what to triage first
SME confirmation queue: 'Confirm what we extracted from SME conversations' — 45 confirmed sessions in pool, audit sample with per-session SME attribution (Rikki, Margretta) and confidence-banded promotion path
Confirmed SME knowledge session expanded: full workflow context (UCR Medical Alert Service Request lifecycle), attendees (Rikki Thunstrom as primary SME, Loren as AI lead), and 13 extracted key facts that downstream TESTGEN will turn into Playwright specs
Per-tenant scoping: UCR Legacy view with Overview, Workflows, Work items, Knowledge, SME review, CODEX explorer, Code drift, Open questions, TESTGEN, and GUARDIAN — every agent surfaces its tenant-relevant state in one place
Overview
A 6-agent system that lets legacy systems stay safe to change. CODEX (codebase intelligence with 9,420 indexed symbols + 8 drift detectors) reads the existing code; KNOWLEDGE (typed extraction across 704 sessions with plain-language search) captures tribal knowledge from retiring SMEs before they walk out the door; TESTGEN (Playwright generation at v2 + auto-confirm policy moving 146 drafts/day) turns that knowledge into executable specs; GUARDIAN (regression watch + queued-runner pattern) runs the specs and flags drift; OPERATOR (the orchestrator — Mounika's chief of staff) synthesizes cross-agent state into a daily briefing with actionable proposals; INTEGRATION (Phase F) is designed-not-built. Privacy guardrails verified on real data — a two-stage PHI classifier (heuristic short-circuit + LLM second-pass) held 321 files for human review, and after-the-fact audits found 11 leaks the heuristic missed and the LLM caught — purged, with the routing config updated so they SKIP on re-ingest. Multi-tenant architecture from day one: RLS on every table keyed by tenant_id, per-agent service accounts, IAP gating, Workload Identity Federation (no service-account JSON keys). UCR is tenant 1; ACHP onboards in Phase G.
Impact & Results
Key Features
Next Project
UCR Modernization