diff --git a/AGENTS.md b/AGENTS.md
index 5d5b784e..87d24d80 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -40,6 +40,9 @@ learning_ai_common_plat/
 │       ├── tokens/bytelyst.tokens.json   # ← CANONICAL SOURCE
 │       ├── scripts/generate.ts           # Token generator
 │       └── generated/                    # Output: tokens.css, tokens.ts, MindLystTokens.kt, MindLystTheme.swift
+├── dashboards/                     # Product-agnostic web dashboards (Next.js)
+│   ├── admin-web/                  # Platform admin console (port 3001)
+│   └── tracker-web/                # Issue tracker + public roadmap (port 3003)
 ├── services/                       # @lysnrai/* product-agnostic microservices
 │   ├── platform-service/           # Consolidated: auth, audit, flags, notifications, blob,
 │   │                               #   invitations, referrals, promos, subscriptions, usage,
@@ -48,7 +51,7 @@ learning_ai_common_plat/
 │   └── monitoring/                 # Loki + Grafana config, health-check script
 ├── docs/                           # Architecture docs, roadmap, analysis
 ├── package.json                    # Root scripts: build, test, typecheck, clean
-├── pnpm-workspace.yaml             # Workspace: packages/* + services/*
+├── pnpm-workspace.yaml             # Workspace: packages/* + services/* + dashboards/*
 ├── tsconfig.base.json              # Shared TS config (ES2022, NodeNext, strict)
 ├── vitest.config.ts                # Root vitest config (passWithNoTests)
 ├── docker-compose.yml              # Full service stack + Loki + Grafana + Traefik