diff --git a/docs/PRD.md b/docs/PRD.md
index ad747a2..b97aeb3 100644
--- a/docs/PRD.md
+++ b/docs/PRD.md
@@ -1,8 +1,8 @@
 # PRD: Lakehouse — Rust-First Substrate for Versioned Knowledge Stores
 
-**Status:** Active — Phases 0-18 shipped; hybrid Parquet+HNSW ⊕ Lance operational; scheduled ingest live; PDF OCR live; entering horizon items
+**Status:** Active — Phases 0-18 shipped; hybrid SQL+Vector search operational; IVF_PQ recall tuned to 0.97; 10K real staffing profiles ingested from Ethereal; autonomous agent + staffing simulation verified
 **Created:** 2026-03-27
-**Last reframed:** 2026-04-17 — hybrid architecture proven end-to-end on 100K vectors (see §Phase 18 + ADR-019)
+**Last updated:** 2026-04-17 — hybrid search closes the SQL+vector gap; quality eval surfaced and fixed real bugs
 **Owner:** J
 
 ---
@@ -110,8 +110,8 @@ User question → gateway
 **Semantic (RAG):** "Find candidates who could do data engineering work"
 → Embed question → vector search across resume embeddings → retrieve top chunks → LLM answers
 
-**Hybrid:** "Which clients are we losing money on, and why?"
-→ SQL for margin calculations + RAG over client notes/emails for context → LLM synthesizes
+**Hybrid (shipped 2026-04-17):** "Find reliable forklift operators in Illinois with OSHA certs"
+→ `POST /vectors/hybrid` with `sql_filter` + `question`: SQL narrows to structurally-valid candidates (role, state, reliability, certs), brute-force cosine ranks by semantic relevance within the filtered set, LLM generates answer from SQL-verified records only. Zero hallucinations on the staffing simulation (16/16 positions filled, all workers verified against golden data).
 
 ### Invariants