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+## Why
+
+AI providers are a required first-party platform area, but the backend and console currently expose only the generic core resource API and a placeholder page. Operators need a usable management workflow that configures model endpoints safely without exposing raw provider credentials to plugins or UI responses.
+
+## What Changes
+
+- Add AI-provider-specific backend management actions for update, enable/disable, configuration test, and configured model listing.
+- Preserve the existing create/list/detail API while tightening response behavior around secret references and raw key rejection.
+- Add service methods and DTOs for AI provider management without adding external provider calls or raw secret storage.
+- Replace the `platform_web` placeholder AI provider page with a functional management view that lists providers, creates/edits provider metadata, toggles status, tests configuration, and displays model inventory.
+- Add frontend API types/client methods and tests that assert raw keys are never part of returned provider shapes.
+
+## Capabilities
+
+### New Capabilities
+
+- `ai-provider-management`: Safe platform and management-console workflows for creating, editing, enabling/disabling, testing, and viewing AI provider configuration.
+
+### Modified Capabilities
+
+- None.
+
+## Impact
+
+- Affects `platform/` and `platform_web/` only.
+- Extends AI provider DTOs, service methods, API handlers, route catalog, frontend API contracts, and the AI provider page.
+- Adds backend API tests, frontend rendering/client tests, and a browser walkthrough.
+- Does not add raw key exposure, plugin-facing raw credentials, run-side behavior, external AI network invocation, billing, cloud host sales, or agent-provider/cloud-provider workflows.