---
id: 7316
title: AI Knowledge Evolution
state: CLOSED
labels:
  - enhancement
  - epic
assignees:
  - tobiu
createdAt: '2025-10-01T20:51:13Z'
updatedAt: '2025-10-24T09:53:31Z'
githubUrl: 'https://github.com/neomjs/neo/issues/7316'
author: tobiu
commentsCount: 2
parentIssue: null
subIssues:
  - '[x] 7317 Set up Memory ChromaDB'
  - '[x] 7318 Create Memory Capture API'
  - '[x] 7319 Create Memory Query Tool'
  - '[x] 7320 Update Agent Workflow for Memory'
  - '[x] 7321 Create Guide for Personalized Agent Identity'
  - '[x] 7322 Implement Memory Backup and Restore'
  - '[x] 7324 Refactor and Centralize AI Configuration'
  - '[x] 7325 Create Session Summarization API'
  - '[x] 7326 Document Optional Memory Core Setup'
  - '[x] 7332 Enhance Session Summary with Rich Metadata'
  - '[x] 7333 Create AI Strategic Workflows Guide'
  - '[x] 7334 Document Human Verification of Agent Memory'
  - '[x] 7335 Clarify Agent Memory Protocol and Tooling'
  - '[x] 7336 Implement Automated Session Summarization Workflow'
  - '[x] 7337 Enhance Agent Session Initialization: Generate New Session ID and Validate Memory Core State'
  - '[x] 7338 Implement Session Recovery Protocol in AGENTS.md'
  - '[x] 7341 Correct agent memory initialization protocol'
  - '[x] 7356 Clarify ai:add-memory command in AGENTS.md'
  - '[x] 7357 Create and Integrate `ai:get-last-session` Script'
  - '[x] 7358 Refactor `summarizeSession.mjs` to automatically summarize all un-summarized sessions'
  - '[x] 7361 Clarify Agent Memory Server Port in AGENTS.md'
  - '[x] 7362 Correct Agent Initialization Workflow'
  - '[x] 7363 Create `clearSummaries.mjs` script for development'
  - '[x] 7394 Clarify UUID Generation for Agent Memory'
  - '[x] 7397 Update AGENTS.md with Correct Health Check Endpoint'
  - '[x] 7398 Ensure Cross-Platform UUID Generation for Agent Memory'
subIssuesCompleted: 26
subIssuesTotal: 26
blockedBy: []
blocking: []
closedAt: '2025-10-24T09:53:31Z'
---
# AI Knowledge Evolution

This epic outlines the plan to transform the AI agent from a stateless tool into a stateful, learning contributor with full accountability. The primary goal is to create a persistent, queryable memory for the agent that includes not only the "what" (code, docs) but also the "how" (conversations, decisions) and the "why" (internal thought process).

This will enable the agent to debug its own past work, understand the historical context of decisions, and improve its performance over time, making it a true partner in the development lifecycle.

This initiative is a key pillar for advanced workflows, alongside mandatory unit testing and roadmap-driven planning.

## Top-Level Items & Implementation Phases

### Phase 1: The Memory Core - A Unified History Database
- **Goal:** Implement a persistent storage layer for all agent interactions.
- **Technology:** Node.js and ChromaDB.

### Phase 2: The Recall Engine - Integrating Memory into the Workflow
- **Goal:** Enable the agent to query its own memory to inform its actions.

### Phase 3: Personalized Agent Framework
- **Goal:** Establish a framework for contributors to optionally configure a persistent memory and unique Git identity for their local AI agent.

## Timeline

- 2025-10-01T20:51:13Z @tobiu assigned to @tobiu
- 2025-10-01T20:51:14Z @tobiu added the `enhancement` label
- 2025-10-01T20:52:34Z @tobiu added sub-issue #7317
- 2025-10-01T20:53:41Z @tobiu added sub-issue #7318
- 2025-10-01T20:55:17Z @tobiu added sub-issue #7319
- 2025-10-01T20:56:50Z @tobiu added sub-issue #7320
- 2025-10-01T21:11:41Z @tobiu added sub-issue #7321
- 2025-10-01T21:30:03Z @tobiu added the `epic` label
- 2025-10-01T21:31:29Z @tobiu added sub-issue #7322
- 2025-10-01T21:32:23Z @tobiu referenced in commit `d7db7b0` - "#7316 ticket md files"
- 2025-10-02T08:41:33Z @tobiu added sub-issue #7324
- 2025-10-02T08:43:00Z @tobiu referenced in commit `e53cf18` - "#7316 new sub md file"
- 2025-10-02T09:50:53Z @tobiu added sub-issue #7325
- 2025-10-02T09:52:57Z @tobiu referenced in commit `8cc0055` - "#7316 new sub md file"
- 2025-10-02T12:00:00Z @tobiu referenced in commit `afe7ee9` - "#7316 mapping custom program versions to process.env.npm_package_version"
- 2025-10-02T12:54:04Z @tobiu added sub-issue #7326
- 2025-10-03T08:41:29Z @tobiu added sub-issue #7332
- 2025-10-03T10:00:04Z @tobiu added sub-issue #7333
- 2025-10-03T10:15:52Z @tobiu added sub-issue #7334
- 2025-10-03T10:56:22Z @tobiu added sub-issue #7335
- 2025-10-03T11:16:25Z @tobiu added sub-issue #7336
- 2025-10-03T11:56:42Z @tobiu added sub-issue #7337
- 2025-10-03T12:13:21Z @tobiu added sub-issue #7338
- 2025-10-04T08:02:45Z @tobiu added sub-issue #7341
- 2025-10-04T08:37:46Z @tobiu cross-referenced by #7342
- 2025-10-04T08:41:19Z @tobiu cross-referenced by #7343
- 2025-10-04T08:46:39Z @tobiu cross-referenced by #7344
- 2025-10-04T08:48:47Z @tobiu cross-referenced by #7345
- 2025-10-04T08:52:08Z @tobiu cross-referenced by #7346
### @tobiu - 2025-10-04T12:37:28Z

some updates on the current progress:

<img width="1030" height="620" alt="Image" src="https://github.com/user-attachments/assets/1c39c9b8-46d5-4134-bd81-be62dccabe94" />

<img width="928" height="446" alt="Image" src="https://github.com/user-attachments/assets/25af0d83-e784-40d3-97b4-7e102a980603" />

<img width="1026" height="1163" alt="Image" src="https://github.com/user-attachments/assets/1b3c0117-eeb7-4db2-ae32-776fba3a3f7f" />

- 2025-10-04T12:38:58Z @tobiu added sub-issue #7356
- 2025-10-04T13:27:08Z @tobiu added sub-issue #7357
- 2025-10-04T17:49:16Z @tobiu added sub-issue #7358
- 2025-10-05T08:55:27Z @tobiu added sub-issue #7361
- 2025-10-05T09:50:53Z @tobiu added sub-issue #7362
- 2025-10-05T10:02:04Z @tobiu added sub-issue #7363
- 2025-10-06T13:29:38Z @tobiu added sub-issue #7394
- 2025-10-07T07:28:30Z @tobiu added sub-issue #7397
- 2025-10-07T07:42:51Z @tobiu referenced in commit `7bfbcb2` - "#7316 ticket md update"
- 2025-10-07T07:51:51Z @tobiu added sub-issue #7398
### @tobiu - 2025-10-24T09:53:31Z

closing as resolved.

- 2025-10-24T09:53:31Z @tobiu closed this issue

