{
 "schema_version": 1,
 "generated": "2026-10-26",
 "id": "songs-aaa-shared-memory-vault--reflect-and-link-project-memory",
 "repo": "songs-aaa/shared-memory-vault",
 "repo_url": "https://github.com/songs-aaa/shared-memory-vault",
 "repo_slug": "songs-aaa-shared-memory-vault",
 "title": "Distill reflections and link memories across projects",
 "page_title": "How to distill reflections and link memories across projects with Shared Memory Vault",
 "summary": "Generate periodic reflections and connect related notes from different projects in the vault.",
 "who": "A researcher or developer running several projects in one knowledge base who wants lessons from one project to surface in the others.",
 "problem": "Lessons learned in one project stay buried, and related notes across projects never reference each other.",
 "outcome": "Reflection notes summarising recent work and cross-project links between related memories.",
 "steps": [
  "Generate reflections from recent project memory: `python3 ~/.workbuddy/skills/shared-memory-vault/scripts/reflect.py` (inferred, check the README)",
  "Review the new reflection notes in the project memory area.",
  "Build cross-project links between memories: `python3 ~/.workbuddy/skills/shared-memory-vault/scripts/link-memory.py` (inferred, check the README)",
  "Open the dashboard or MOC.md to confirm the new links appear in navigation."
 ],
 "agent_prompt": "Using the shared-memory-vault repo, run its reflection and cross-project linking scripts on the knowledge base at <knowledge base path>. Report how many reflection notes were created and how many links were added. Verify that each new link points to an existing note.",
 "agents": [
  "any"
 ],
 "difficulty": "Advanced",
 "time": "45 minutes",
 "basis": "readme",
 "caveat": "The README places reflection and linking on a milestone or schedule, but it does not say how those triggers are set up, so schedule them yourself and check the script output.",
 "category": "Work and operations",
 "tags": [
  "Work and operations"
 ],
 "lang": "",
 "requirements": [
  "Python to run the standard-library scripts",
  "bash to run vault-init.sh",
  "A cloud-synced directory on your machine",
  "An AI agent that can read SKILL.md and follow its lifecycle SOP"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.6,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/songs-aaa-shared-memory-vault/reflect-and-link-project-memory/",
 "md": "https://dedupedai.com/use-cases/songs-aaa-shared-memory-vault/reflect-and-link-project-memory/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/songs-aaa-shared-memory-vault--reflect-and-link-project-memory.json",
 "api_version": "v1"
}