{"id":50454096,"url":"https://github.com/mizcausevic-dev/decision-memory-engine","last_synced_at":"2026-06-01T01:05:38.706Z","repository":{"id":358387767,"uuid":"1239950532","full_name":"mizcausevic-dev/decision-memory-engine","owner":"mizcausevic-dev","description":"Python FastAPI decision engine for storing prior decisions, rationale, confidence, stale assumptions, and operator context recovery.","archived":false,"fork":false,"pushed_at":"2026-05-17T05:12:43.000Z","size":1299,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-05-17T07:26:40.033Z","etag":null,"topics":["analytics","backend","context-engineering","decision-intelligence","fastapi","memory-systems","operator-workflows","portfolio","python","strategy"],"latest_commit_sha":null,"homepage":"https://kineticgain.com/","language":"HTML","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/mizcausevic-dev.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2026-05-15T15:59:57.000Z","updated_at":"2026-05-17T05:12:44.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/mizcausevic-dev/decision-memory-engine","commit_stats":null,"previous_names":["mizcausevic-dev/decision-memory-engine"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/mizcausevic-dev/decision-memory-engine","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mizcausevic-dev%2Fdecision-memory-engine","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mizcausevic-dev%2Fdecision-memory-engine/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mizcausevic-dev%2Fdecision-memory-engine/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mizcausevic-dev%2Fdecision-memory-engine/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mizcausevic-dev","download_url":"https://codeload.github.com/mizcausevic-dev/decision-memory-engine/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mizcausevic-dev%2Fdecision-memory-engine/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33755379,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-05-31T02:00:06.040Z","response_time":95,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["analytics","backend","context-engineering","decision-intelligence","fastapi","memory-systems","operator-workflows","portfolio","python","strategy"],"created_at":"2026-06-01T01:05:38.642Z","updated_at":"2026-06-01T01:05:38.697Z","avatar_url":"https://github.com/mizcausevic-dev.png","language":"HTML","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Decision Memory Engine\r\n\r\nPython and FastAPI decision-intelligence service for **storing prior decisions, rationale, confidence, stale assumptions, and operator context recovery**.\r\n\r\n\u003e **What this repo proves**\r\n\u003e\r\n\u003e Teams make better follow-on decisions when they can recover the original rationale chain instead of only inheriting the headline outcome.\r\n\r\n## Why this repo exists\r\n\r\nOrganizations often remember what was decided but lose the more valuable parts:\r\n\r\n- which assumptions made the decision safe\r\n- which sources supported the decision\r\n- when the reasoning should be reviewed again\r\n- what changed after the decision was made\r\n\r\n`decision-memory-engine` turns those decision artifacts into reusable memory\r\nrecords. It helps teams decide whether an old decision is still safe to reuse in\r\na new board, product, risk, or operator context.\r\n\r\n## Screenshots\r\n\r\n### Overview\r\n\r\n![Overview](./screenshots/01-overview.png)\r\n\r\n### Memory Board\r\n\r\n![Memory Board](./screenshots/02-memory-board.png)\r\n\r\n### Replay\r\n\r\n![Replay](./screenshots/03-replay.png)\r\n\r\n### API Summary\r\n\r\n![API Summary](./screenshots/04-api-summary.png)\r\n\r\n## What it includes\r\n\r\n- FastAPI service for decision memory and context replay\r\n- sample decisions across revenue, risk, platform, real estate, and education lanes\r\n- rationale, stale-signal, and next-review tracking\r\n- owner-lane and replay surfaces\r\n- HTML proof scenes and PNG screenshots generated from the repo\r\n- tests, docs, changelog, and CI\r\n\r\n## Local run\r\n\r\n```powershell\r\ncd decision-memory-engine\r\npy -3.11 -m venv .venv\r\n.\\.venv\\Scripts\\python.exe -m pip install -r requirements.txt\r\n.\\.venv\\Scripts\\python.exe -m app.main\r\n```\r\n\r\nOpen:\r\n\r\n- [http://127.0.0.1:5006/](http://127.0.0.1:5006/)\r\n- [http://127.0.0.1:5006/memory-board](http://127.0.0.1:5006/memory-board)\r\n- [http://127.0.0.1:5006/replay](http://127.0.0.1:5006/replay)\r\n- [http://127.0.0.1:5006/owners](http://127.0.0.1:5006/owners)\r\n- [http://127.0.0.1:5006/docs](http://127.0.0.1:5006/docs)\r\n\r\nIf that port is occupied:\r\n\r\n```powershell\r\n$env:PORT = \"5010\"\r\n.\\.venv\\Scripts\\python.exe -m app.main\r\n```\r\n\r\n## Validation\r\n\r\n```powershell\r\ncd decision-memory-engine\r\n.\\.venv\\Scripts\\python.exe -m unittest discover -s tests\r\n.\\.venv\\Scripts\\python.exe scripts\\run_demo.py\r\n.\\.venv\\Scripts\\python.exe scripts\\smoke_check.py\r\n.\\.venv\\Scripts\\python.exe scripts\\render_readme_assets.py\r\n```\r\n\r\n## API routes\r\n\r\n- `GET /api/dashboard/summary`\r\n- `GET /api/decisions`\r\n- `GET /api/decisions/{decision_id}`\r\n- `GET /api/timeline`\r\n- `GET /api/owners`\r\n- `GET /api/sample`\r\n- `POST /api/analyze/recollection`\r\n\r\n## Architecture\r\n\r\n```mermaid\r\nflowchart LR\r\n  A[\"Decision records\"] --\u003e B[\"Decision memory service\"]\r\n  B --\u003e C[\"Owner lanes\"]\r\n  B --\u003e D[\"Replay and recollection scoring\"]\r\n  B --\u003e E[\"Operator HTML surfaces\"]\r\n  D --\u003e F[\"Briefing-safe reuse decisions\"]\r\n```\r\n\r\nMore detail lives in [docs/architecture.md](./docs/architecture.md).\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmizcausevic-dev%2Fdecision-memory-engine","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmizcausevic-dev%2Fdecision-memory-engine","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmizcausevic-dev%2Fdecision-memory-engine/lists"}