Continuum

The Open Loop OS

Memory that moves. Debt you can burn.

Live Product · Architecture · Contributing

_{Built for Memory Meets Motion — Agentic Workflows & Stateful AI}

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Why Continuum exists

Organizations don’t fail because they lack notes.
They fail because unfinished work compounds — meetings without owners, Friday briefs that never ship, renewals that quietly slip.

We call that Open Loop Debt.

Most AI today	Continuum
Remembers fragments in a chat log	Durable graph memory of people, projects, decisions
Drafts text and stops	Cited Motion that closes the loop
Can’t show impact	Open Loop Debt score + unique $ at risk
Forgets what it just did	Write-back — artifacts & edges return to memory

Continuum is not another chatbot.
It’s the substrate that makes Memory meet Motion.

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90‑second wow path

1. Open the live demo → Enter
2. On Command, find Open Loop Debt and $ at risk (Acme Health $220k in seed)
3. Click Close My Morning
4. Open the run → scroll to ## Citations
5. Watch debt before → after as the loop closes and the brief lands in the graph

npm ci && npm run dev
# → http://localhost:3000

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Product surface

Route	What you get
/	Full‑bleed brand landing
/app	Debt dashboard · live graph · watchdogs · Close My Morning
/app/memory	Interactive memory graph
/app/loops	Open loop inbox · residue ingest
/app/runs	Motion runs · steps · citations · debt delta
/app/settings	Sponsor SDK status · DEMO honesty · reset seed

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Architecture

flowchart LR
  subgraph UI["Continuum Web"]
    Command[Command]
    Graph[Memory Graph]
    Runs[Motion Runs]
  end

  subgraph API["API + Jobs"]
    REST[REST + Zod]
    Jobs[Leased job worker]
  end

  subgraph Memory["Memory Plane"]
    SQLite[(SQLite WAL)]
    Falkor[FalkorDB mirror]
    Debt[Open Loop Debt]
  end

  subgraph Motion["Motion Plane"]
    Pipe[close-open-loop]
    RR[RocketRide]
    Linkup[Linkup]
    Laser[LaserData]
    Guild[Guild experiments]
  end

  Command --> REST
  Graph --> REST
  Runs --> REST
  REST --> SQLite
  REST --> Debt
  REST --> Jobs
  Jobs --> Pipe
  Pipe --> Linkup
  Pipe --> RR
  Pipe --> SQLite
  Pipe --> Falkor
  Pipe --> Laser
  Pipe --> Guild
  Debt --> SQLite

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Deep dive: docs/ARCHITECTURE.md · ADR: docs/adr/001-audit-hardening.md

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Sponsor SDKs — installed & invoked

Every Memory Meets Motion sponsor client is in the tree. Without keys, adapters stay honestly DEMO. With keys, the same code paths go live.

Sponsor	Package	Role
RocketRide	rocketride	Submit pipelines/close-open-loop.json
FalkorDB	falkordb	Mirror nodes/edges via OpenCypher
Linkup	linkup-sdk	Live web research during Motion
LaserData	@laserdata/laser-sdk	Durable Motion / watchdog events
Guild.ai	@guildai/cli + .guild/	Experiment records per run
Snyk	snyk	Dependency security scans

Status UI: Settings · API: GET /api/sponsors

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Hardened by design

Invariant	Behavior
Concurrent runs	≤1 active run / loop · Idempotency-Key · 409 on conflict
Validation	Zod on bodies & persisted entities · bad tags → 422
Jobs	Durable rows + leases · crash recovery
Persistence	SQLite WAL transactions · no silent reseed on corruption
Auth	Signed httpOnly demo session · workspace isolation
Accounting	risk_entities — Acme $220k counted once (never $440k)
Honesty	DEMO labels on simulated research / notify / metrics

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Quick start

git clone https://github.com/vnmoorthy/continuum-memory-meets-motion.git
cd continuum-memory-meets-motion
npm ci
cp .env.example .env.local   # optional sponsor keys
npm run dev

Node 20–24 · see package.json → engines

Scripts

npm run dev          # local app
npm run build        # production build
npm run typecheck
npm test             # vitest (incl. concurrency + sponsors)
npm run test:e2e     # playwright smoke
npm run slides       # regenerate PPTX
npm run snyk:test    # security scan
npm run ci           # lint + types + tests + build

Env reference: .env.example

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Docs

Doc	Link
Architecture	docs/ARCHITECTURE.md
Audit before/after	docs/AUDIT_BEFORE_AFTER.md

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Project layout

continuum/
├── src/app              # Next.js App Router (UI + API)
├── src/components       # Landing, shell, graph, debt, watchdogs
├── src/lib
│   ├── motion/          # Cited Motion runtime
│   ├── sponsors/        # RocketRide · FalkorDB · Linkup · Laser · Guild · Snyk
│   ├── store/           # SQLite WAL + migrations
│   └── jobs/            # Leased worker
├── pipelines/           # close-open-loop.json
├── docs/                # Architecture, ADR, pitch script
├── slides/              # Hackathon deck
└── tests/ + e2e/        # Vitest + Playwright

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Contributing

We welcome PRs that reduce Open Loop Debt — features, hardening, docs, design.

• CONTRIBUTING.md
• CODE_OF_CONDUCT.md
• SECURITY.md

★ Star this repo if Memory should move — not just recall.

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License

MIT © 2026 vnmoorthy

_{Close the loop.}