diff --git a/README.md b/README.md
index 1717ba4f..58d699c8 100644
--- a/README.md
+++ b/README.md
@@ -127,7 +127,7 @@ The dashboard below is generated from an append-only event ledger and immutable,
-
+
The tracker separates lifecycle, evidence provenance, freshness, change type, and assessment. A stale score remains visible but is never presented as current. Current history is too sparse and heterogeneous to support exponential-growth or diminishing-return claims; the honest classification is **insufficient comparable evidence**.
@@ -137,7 +137,11 @@ The tracker separates lifecycle, evidence provenance, freshness, change type, an
| Feature critique | shipped | accepted | stale | methodology-reset | ? unknown | Gold finding recall: 23/25 (92.0%) · Clean-plan pass rate: 5/5 (100.0%) |
| Feature completeness | shipped | accepted | stale | methodology-reset | ? unknown | Gold gap recall: 25/35 (71.4%) · Decoy false-flag rate: 2/27 (7.4%) |
| Repository conventions | shipped | accepted | stale | quality | ? unknown | Gold gap recall: 18/18 (100.0%) · Decoy false-flag rate: 1/14 (7.1%) |
-| Domain and correctness reviewers | shipped | evidence-only | unknown | coverage | → flat | Gold rows before catalog refresh: 24 · Gold rows after catalog refresh: 29 |
+| API security reviewer | shipped | accepted | current | coverage | ? unknown | first-pass FAIL recall: 8/8 (100.0%) · first-pass clean pass: 5/6 (83.3%) · block recall: 8/8 (100.0%) · clean pass: 6/6 (100.0%) |
+| Backend performance reviewer | shipped | accepted | current | coverage | ? unknown | first-pass FAIL recall: 7/7 (100.0%) · first-pass clean pass: 3/6 (50.0%) · block recall: 7/7 (100.0%) · clean pass: 6/6 (100.0%) |
+| Frontend security reviewer | shipped | accepted | current | coverage | ? unknown | first-pass FAIL recall: 11/11 (100.0%) · first-pass clean pass: 7/8 (87.5%) · block recall: 10/11 (90.9%) · clean pass: 8/8 (100.0%) |
+| Frontend performance reviewer | shipped | accepted | current | coverage | ? unknown | first-pass FAIL recall: 10/11 (90.9%) · first-pass clean pass: 7/8 (87.5%) · block recall: 10/11 (90.9%) · clean pass: 7/8 (87.5%) |
+| Correctness reviewer | shipped | accepted | current | coverage | ? unknown | first-pass FAIL recall: 35/38 (92.1%) · first-pass clean pass: 24/28 (85.7%) |
| Decision governance | shipped | evidence-only | unknown | quality | ↑ improved | Detect accuracy: 45/49 (91.8%) · DECISION recall: 8/9 (88.9%) |
| Sentry capture judge | shipped | evidence-only | unknown | quality | ↑ improved | Commit-message F1: 56/100 (56.0%) · Focused-diff F1: 87/100 (87.0%) |
| Edge-case autonomy | no-ship | accepted | stale | no-ship | ? unknown | Judge-free ceiling: 51.2% · Pre-registered target: 35.0% |
@@ -152,17 +156,17 @@ The tracker separates lifecycle, evidence provenance, freshness, change type, an
| Shipped agent | Lifecycle | Evidence mode | Suite(s) |
| --- | --- | --- | --- |
-| API security agent | shipped | evidence-only | reviewer-fleet |
-| Backend performance agent | shipped | evidence-only | reviewer-fleet |
+| API security agent | shipped | evidence-only | reviewer-api-security |
+| Backend performance agent | shipped | evidence-only | reviewer-backend-performance |
| Commit guard agent | shipped | evidence-only | commit-guard-retrieval |
| Conventions agent | shipped | accepted | conventions |
-| Correctness agent | shipped | evidence-only | reviewer-fleet |
+| Correctness agent | shipped | evidence-only | reviewer-correctness |
| Feature completeness agent | shipped | accepted | completeness |
| Feature critique agent | shipped | accepted | critique |
| Upstream-fix agent | shipped | none | — |
| Frontend accessibility agent | shipped | none | — |
-| Frontend performance agent | shipped | evidence-only | reviewer-fleet |
-| Frontend security agent | shipped | evidence-only | reviewer-fleet |
+| Frontend performance agent | shipped | evidence-only | reviewer-frontend-performance |
+| Frontend security agent | shipped | evidence-only | reviewer-frontend-security |
| Testing agent | shipped | none | — |
| Testing reviewer agent | shipped | none | — |
diff --git a/docs/benchmarks/README.md b/docs/benchmarks/README.md
index 6ff044e6..c75a480c 100644
--- a/docs/benchmarks/README.md
+++ b/docs/benchmarks/README.md
@@ -75,7 +75,11 @@ Committed evidence rejects raw prompts, transcripts, absolute paths, email addre
| Feature critique | shipped | accepted | stale | methodology-reset | ? unknown | Gold finding recall: 23/25 (92.0%) · Clean-plan pass rate: 5/5 (100.0%) |
| Feature completeness | shipped | accepted | stale | methodology-reset | ? unknown | Gold gap recall: 25/35 (71.4%) · Decoy false-flag rate: 2/27 (7.4%) |
| Repository conventions | shipped | accepted | stale | quality | ? unknown | Gold gap recall: 18/18 (100.0%) · Decoy false-flag rate: 1/14 (7.1%) |
-| Domain and correctness reviewers | shipped | evidence-only | unknown | coverage | → flat | Gold rows before catalog refresh: 24 · Gold rows after catalog refresh: 29 |
+| API security reviewer | shipped | accepted | current | coverage | ? unknown | first-pass FAIL recall: 8/8 (100.0%) · first-pass clean pass: 5/6 (83.3%) · block recall: 8/8 (100.0%) · clean pass: 6/6 (100.0%) |
+| Backend performance reviewer | shipped | accepted | current | coverage | ? unknown | first-pass FAIL recall: 7/7 (100.0%) · first-pass clean pass: 3/6 (50.0%) · block recall: 7/7 (100.0%) · clean pass: 6/6 (100.0%) |
+| Frontend security reviewer | shipped | accepted | current | coverage | ? unknown | first-pass FAIL recall: 11/11 (100.0%) · first-pass clean pass: 7/8 (87.5%) · block recall: 10/11 (90.9%) · clean pass: 8/8 (100.0%) |
+| Frontend performance reviewer | shipped | accepted | current | coverage | ? unknown | first-pass FAIL recall: 10/11 (90.9%) · first-pass clean pass: 7/8 (87.5%) · block recall: 10/11 (90.9%) · clean pass: 7/8 (87.5%) |
+| Correctness reviewer | shipped | accepted | current | coverage | ? unknown | first-pass FAIL recall: 35/38 (92.1%) · first-pass clean pass: 24/28 (85.7%) |
| Decision governance | shipped | evidence-only | unknown | quality | ↑ improved | Detect accuracy: 45/49 (91.8%) · DECISION recall: 8/9 (88.9%) |
| Sentry capture judge | shipped | evidence-only | unknown | quality | ↑ improved | Commit-message F1: 56/100 (56.0%) · Focused-diff F1: 87/100 (87.0%) |
| Edge-case autonomy | no-ship | accepted | stale | no-ship | ? unknown | Judge-free ceiling: 51.2% · Pre-registered target: 35.0% |
@@ -90,17 +94,17 @@ Committed evidence rejects raw prompts, transcripts, absolute paths, email addre
| Subject | Kind | Lifecycle | Evidence | Suite(s) |
| --- | --- | --- | --- | --- |
-| API security agent | agent | shipped | evidence-only | reviewer-fleet |
-| Backend performance agent | agent | shipped | evidence-only | reviewer-fleet |
+| API security agent | agent | shipped | evidence-only | reviewer-api-security |
+| Backend performance agent | agent | shipped | evidence-only | reviewer-backend-performance |
| Commit guard agent | agent | shipped | evidence-only | commit-guard-retrieval |
| Conventions agent | agent | shipped | accepted | conventions |
-| Correctness agent | agent | shipped | evidence-only | reviewer-fleet |
+| Correctness agent | agent | shipped | evidence-only | reviewer-correctness |
| Feature completeness agent | agent | shipped | accepted | completeness |
| Feature critique agent | agent | shipped | accepted | critique |
| Upstream-fix agent | agent | shipped | none | — |
| Frontend accessibility agent | agent | shipped | none | — |
-| Frontend performance agent | agent | shipped | evidence-only | reviewer-fleet |
-| Frontend security agent | agent | shipped | evidence-only | reviewer-fleet |
+| Frontend performance agent | agent | shipped | evidence-only | reviewer-frontend-performance |
+| Frontend security agent | agent | shipped | evidence-only | reviewer-frontend-security |
| Testing agent | agent | shipped | none | — |
| Testing reviewer agent | agent | shipped | none | — |
| devkit CLI | bin | shipped | none | — |
@@ -113,16 +117,16 @@ Committed evidence rejects raw prompts, transcripts, absolute paths, email addre
| Folder fan-out ratchet | bin | shipped | none | — |
| Prefix cache gate | bin | shipped | none | — |
| qavis advisory gate | bin | shipped | external-required | qavis |
-| Reviewer gate | bin | shipped | accepted | completeness, conventions, reviewer-fleet |
+| Reviewer gate | bin | shipped | accepted | completeness, conventions, reviewer-api-security, reviewer-backend-performance, reviewer-frontend-security, reviewer-frontend-performance, reviewer-correctness |
| Sentry judge gate | bin | shipped | evidence-only | sentry |
| Size ratchet | bin | shipped | none | — |
| Structure gate | bin | shipped | none | — |
-| API security reviewer | reviewer | shipped | evidence-only | reviewer-fleet |
-| Backend performance reviewer | reviewer | shipped | evidence-only | reviewer-fleet |
-| Frontend security reviewer | reviewer | shipped | evidence-only | reviewer-fleet |
-| Frontend performance reviewer | reviewer | shipped | evidence-only | reviewer-fleet |
+| API security reviewer | reviewer | shipped | evidence-only | reviewer-api-security |
+| Backend performance reviewer | reviewer | shipped | evidence-only | reviewer-backend-performance |
+| Frontend security reviewer | reviewer | shipped | evidence-only | reviewer-frontend-security |
+| Frontend performance reviewer | reviewer | shipped | evidence-only | reviewer-frontend-performance |
| Commit guard reviewer | reviewer | shipped | evidence-only | commit-guard-retrieval |
-| Correctness reviewer | reviewer | shipped | evidence-only | reviewer-fleet |
+| Correctness reviewer | reviewer | shipped | evidence-only | reviewer-correctness |
| Conventions reviewer | reviewer | shipped | accepted | conventions |
| Feature critique judge | judge | shipped | accepted | critique |
| Completeness judge | judge | shipped | accepted | completeness |
diff --git a/docs/benchmarks/assets/dashboard-dark.svg b/docs/benchmarks/assets/dashboard-dark.svg
index 197d9cad..c2abd3bc 100644
--- a/docs/benchmarks/assets/dashboard-dark.svg
+++ b/docs/benchmarks/assets/dashboard-dark.svg
@@ -1,26 +1,30 @@
-