docs(ecosystem): add delegation task pack

docs/ecosystem/README.md

@@ -26,6 +26,7 @@ Recommended structure:
 - [`ECOSYSTEM_MARKETPLACE_UNIFICATION.md`](/Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/docs/ecosystem/ECOSYSTEM_MARKETPLACE_UNIFICATION.md) — shared marketplace model
 - [`ECOSYSTEM_PERSONAL_TIMELINE_PRD.md`](/Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/docs/ecosystem/ECOSYSTEM_PERSONAL_TIMELINE_PRD.md) — unified user activity stream
 - [`PHASE1_TRANSCRIPT_NOTE_MEMORY_EXECUTION_PLAN.md`](/Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/docs/ecosystem/PHASE1_TRANSCRIPT_NOTE_MEMORY_EXECUTION_PLAN.md) — execution-ready plan for the first golden flow
+- [`delegation/`](/Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/docs/ecosystem/delegation) — ready-to-send task packs and launcher lines for Saravana, Codex, Windsurf, and Cursor
 - [`adoption/`](/Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/docs/ecosystem/adoption) — per-product adoption notes
 
 Ownership model:

docs/ecosystem/delegation/CODEX_PHASE1_INTEGRATION_REVIEW.md

@@ -0,0 +1,48 @@
+# Codex Phase 1 Integration Review
+
+> **Role:** Codex
+> **Repo Lead:** cross-repo
+> **Goal:** finish Phase 1 by reviewing delegated outputs, closing any contract drift, and recording final status
+
+## Scope
+
+- review NoteLett Phase 1 verification output
+- review MindLyst Phase 1 verification output
+- validate against:
+  - [`ECOSYSTEM_AGENT_OPERATING_MODEL.md`](/Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/docs/ecosystem/ECOSYSTEM_AGENT_OPERATING_MODEL.md)
+  - [`ECOSYSTEM_IMPLEMENTATION_TRACKER.md`](/Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/docs/ecosystem/ECOSYSTEM_IMPLEMENTATION_TRACKER.md)
+  - [`PHASE1_TRANSCRIPT_NOTE_MEMORY_EXECUTION_PLAN.md`](/Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/docs/ecosystem/PHASE1_TRANSCRIPT_NOTE_MEMORY_EXECUTION_PLAN.md)
+  - [`packages/events/src/ecosystem.ts`](/Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/packages/events/src/ecosystem.ts)
+
+## Owned Work
+
+- final cross-repo review
+- final event-lineage review
+- final tracker/doc updates
+- final end-to-end walkthrough assessment
+
+## Do Not Touch
+
+- unrelated product features
+- Phase 2 implementation
+- broad refactors outside the Phase 1 flow unless required to close a concrete bug
+
+## Review Checklist
+
+- artifact shapes still match shared contracts
+- event causation and parent lineage are preserved
+- no repo introduced contract drift
+- verification evidence is real and recorded
+- tracker reflects actual completion state
+
+## Expected Output
+
+- approve or reject delegated work
+- apply any required integration fixes
+- update tracker/docs with final evidence
+
+## Launch One-Liner
+
+```bash
+git pull origin main && read /Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/docs/ecosystem/delegation/CODEX_PHASE1_INTEGRATION_REVIEW.md and execute it exactly within its ownership boundaries
+```

docs/ecosystem/delegation/CURSOR_MINDLYST_PHASE1_VERIFICATION.md

@@ -0,0 +1,56 @@
+# Cursor Task: MindLyst Phase 1 Verification
+
+> **Role:** Cursor
+> **Repo:** `learning_multimodal_memory_agents`
+> **Priority:** current Phase 1 blocker
+
+## Goal
+
+Finish the narrow MindLyst verification path for the note -> memory step so the Phase 1 flow is locally testable.
+
+## Owned Files And Modules
+
+- `mindlyst-native/web/src/lib/ecosystem-phase1.*`
+- `mindlyst-native/web/src/app/api/memory/route.ts`
+- `mindlyst-native/web/src/__tests__/api-memory.test.ts`
+- minimal web test/tooling config only if required for this exact path
+
+## Do Not Touch
+
+- mobile/native app code
+- unrelated product features
+- shared ecosystem contracts in `learning_ai_common_plat`
+- broad web toolchain churn unrelated to the Phase 1 path
+
+## Required Outcome
+
+- focused tests run for the Phase 1 memory import path
+- `memory.entry.created` keeps upstream note-linked event causation when available
+- latest memory event index persistence is covered
+- any tooling fix stays minimal and local to this path
+
+## Verification
+
+Run the narrowest focused test command that proves the path works. Target files:
+
+- `mindlyst-native/web/src/lib/ecosystem-phase1.test.ts`
+- `mindlyst-native/web/src/__tests__/api-memory.test.ts`
+
+Record the exact command and result.
+
+## Tracker Update
+
+If verification changes from blocked to verified, update:
+
+- [`ECOSYSTEM_IMPLEMENTATION_TRACKER.md`](/Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/docs/ecosystem/ECOSYSTEM_IMPLEMENTATION_TRACKER.md)
+- [`PHASE1_TRANSCRIPT_NOTE_MEMORY_EXECUTION_PLAN.md`](/Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/docs/ecosystem/PHASE1_TRANSCRIPT_NOTE_MEMORY_EXECUTION_PLAN.md)
+
+## Review Gate
+
+Return the result to Codex for review before claiming completion.
+
+## Launch One-Liner
+
+```bash
+git pull origin main && read /Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/docs/ecosystem/delegation/CURSOR_MINDLYST_PHASE1_VERIFICATION.md and execute it exactly within its ownership boundaries
+```

docs/ecosystem/delegation/README.md

@@ -0,0 +1,39 @@
+# Delegation Pack
+
+> Ready-to-send task files for Saravana, Codex, Windsurf, and Cursor.
+> Use these files when assigning bounded ecosystem work to another coding agent.
+
+---
+
+## Current Delegation Set
+
+- [`SARAVANA_COORDINATION.md`](/Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/docs/ecosystem/delegation/SARAVANA_COORDINATION.md)
+- [`CODEX_PHASE1_INTEGRATION_REVIEW.md`](/Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/docs/ecosystem/delegation/CODEX_PHASE1_INTEGRATION_REVIEW.md)
+- [`WINDSURF_NOTELETT_PHASE1_VERIFICATION.md`](/Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/docs/ecosystem/delegation/WINDSURF_NOTELETT_PHASE1_VERIFICATION.md)
+- [`CURSOR_MINDLYST_PHASE1_VERIFICATION.md`](/Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/docs/ecosystem/delegation/CURSOR_MINDLYST_PHASE1_VERIFICATION.md)
+
+---
+
+## Standard Launcher Pattern
+
+Give an agent a one-liner in this form:
+
+```bash
+git pull origin main && read the task file at <absolute-path> and execute it exactly within its ownership boundaries
+```
+
+Example:
+
+```bash
+git pull origin main && read /Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/docs/ecosystem/delegation/WINDSURF_NOTELETT_PHASE1_VERIFICATION.md and execute it exactly within its ownership boundaries
+```
+
+---
+
+## Rules
+
+- task files must stay bounded
+- task files must name owned files or modules
+- task files must name do-not-touch boundaries
+- task files must include verification expectations
+- Codex reviews delegated outputs before ecosystem completion is claimed

docs/ecosystem/delegation/SARAVANA_COORDINATION.md

@@ -0,0 +1,32 @@
+# Saravana Coordination Task
+
+> **Role:** Saravana
+> **Purpose:** sequencing, approval, and merge authority for the current Phase 1 completion work
+
+## Goal
+
+Coordinate the final Phase 1 verification push without changing the technical contract.
+
+## Scope
+
+- confirm that Windsurf owns NoteLett verification
+- confirm that Cursor owns MindLyst verification
+- keep Codex as final reviewer for cross-repo completion
+- decide when to stop Phase 1 and when to begin Phase 2
+
+## Do Not Touch
+
+- shared artifact schema unless Codex recommends a contract change
+- broad Phase 2 rollout before Phase 1 walkthrough is closed
+
+## Expected Output
+
+- clear approval on task ownership
+- clear approval on merge order
+- final signoff when Codex reports Phase 1 ready
+
+## Launch One-Liner
+
+```bash
+git pull origin main && read /Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/docs/ecosystem/delegation/SARAVANA_COORDINATION.md and use it as the current coordination brief
+```

docs/ecosystem/delegation/WINDSURF_NOTELETT_PHASE1_VERIFICATION.md

@@ -0,0 +1,60 @@
+# Windsurf Task: NoteLett Phase 1 Verification
+
+> **Role:** Windsurf
+> **Repo:** `learning_ai_notes`
+> **Priority:** current Phase 1 blocker
+
+## Goal
+
+Finish the NoteLett verification path for the transcript -> note step so the Phase 1 flow is execution-verified, not just code-complete.
+
+## Owned Files And Modules
+
+- `backend/src/lib/ecosystem-phase1.*`
+- `backend/src/modules/ecosystem-phase1/*`
+- backend test/config files only if needed for this exact verification path
+
+## Do Not Touch
+
+- `web/`
+- `mobile/`
+- shared ecosystem contracts in `learning_ai_common_plat`
+- unrelated NoteLett features
+
+## Required Outcome
+
+- backend Phase 1 import path runs locally
+- focused tests cover:
+  - transcript artifact import
+  - note artifact creation
+  - `artifact.created`
+  - `artifact.linked`
+  - upstream event causation propagation
+- no contract drift from `@bytelyst/events`
+
+## Verification
+
+Run the narrowest real command that proves the path works. Preferred:
+
+```bash
+pnpm --filter @notelett/backend run test
+```
+
+If repo setup requires a narrower command, use it and record the exact command plus result.
+
+## Tracker Update
+
+If verification changes from blocked to verified, update:
+
+- [`ECOSYSTEM_IMPLEMENTATION_TRACKER.md`](/Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/docs/ecosystem/ECOSYSTEM_IMPLEMENTATION_TRACKER.md)
+- [`PHASE1_TRANSCRIPT_NOTE_MEMORY_EXECUTION_PLAN.md`](/Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/docs/ecosystem/PHASE1_TRANSCRIPT_NOTE_MEMORY_EXECUTION_PLAN.md)
+
+## Review Gate
+
+Return the result to Codex for review before claiming completion.
+
+## Launch One-Liner
+
+```bash
+git pull origin main && read /Users/saravana/BytelystAI/learning_ai/learning_ai_common_plat/docs/ecosystem/delegation/WINDSURF_NOTELETT_PHASE1_VERIFICATION.md and execute it exactly within its ownership boundaries
+```