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Agentic Business Platform

PaperAgents

declare your team. watch it run.

Declared in TOML Reconciled to desired-state Built on Paperclip AI
See how it runs
01 The idea

Your org chart is a file you commit.

PaperAgents is the room an entrepreneur walks into. You don't script your company — you declare it: a team of small specialist agents for sales, support, ops, and books, each written in plain TOML.

A long-running watcher keeps the live team matched to that file. Edit the manifest, apply it, and everything downstream — agents, routing, budgets, diagrams — moves with it. No team structure exists anywhere except as a consequence of what you declared. Same Sealed Super Skills underneath as the rest of the stack — a different surface, for a different operator.

02 Right brain for the job

Three tiers, one team.

03 Desired-state · the heart of it

You write the file. It becomes the team.

Take Northfleet, a regional trucking company: declare the team you want in one file, apply it, and the platform reconciles the running agents to match — a watcher closing the gap forever after. Press apply and watch the manifest become an org-chart.

northfleet.toml # Northfleet Transportation — desired team [team.dispatch] model = "ssm-dispatch-3b" escalate = "frontier" [team.fleet] model = "ssm-fleet-1b" [team.billing] model = "ssm-billing-1b" [team.safety] model = "ssm-safety-1b"
drift: 4 agents undeclared
CEO AGENT DISPATCHssm-dispatch-3b FLEETssm-fleet-1b BILLINGssm-billing-1b SAFETYssm-safety-1b ✓ reconciled — observed = desired

Zoom into one agent. The dispatch SSM watches a load board over TCP, prices each lane against a live rates feed, and brokers only the loads that clear margin — the rest it skips.

Declare

A team is a TOML file, version-controlled. Idempotent apply, graceful drain, rollback.

Reconcile

The platform closes the gap between desired and observed — continuously, observably.

Isolate

Each team carries its own RAG corpus. Dispatch, billing, safety — no cross-bleed.

Watch

A long-running daemon surfaces drift the moment observed ≠ desired.

Edit the file. The company reconciles. Your whole org, version-controlled.

04 Under the hood

Declarative, all the way down.

Built on the open-source Paperclip AI platform (MIT). Any agent, any runtime, one org chart — and a watcher keeping it honest.

Declarative Teams TOML

A team is a config file, not a script. Idempotent apply, graceful drain, and rollback are first-class. Git-commit your org chart.

Watcher Daemon Always on

A long-running process that watches desired vs observed state and surfaces drift the instant they diverge.

Per-Team RAG Multi-tenant

Each team has its own corpus. Isolation is a contract — sales context never bleeds into books.

Tiered Escalation Cost-aware

Small purpose-built agents handle the volume; frontier models step in on demand; ARAIL runs original research when the answer doesn't exist yet.

Cost Chargeback Attributed

Spend is attributed to the declared escalation path, so every dollar maps to a team and a task.

Generated Diagrams No drift

Org diagrams and audit trails are generated from the manifest — never hand-drawn, never stale.

05 What that buys you

A company you can diff.

If it isn't in the file, it isn't running.

One source of truth fans out into the running team, the cost report, the generated diagrams, and the audit trail. Change the file, and every downstream artifact moves with it — no manual sync, no drift.

A non-engineer can run a team. An operator can review a pull request against the org chart. That is what declarative does for a business.

1 file

declares the team, the routing, the budgets, and the diagrams. Apply it; the platform reconciles the rest.

What if your whole company was version-controlled?

06 Where it lives

Open platform.
Your team, declared and owned.

Paperclip AI · MIT TOML-declared Per-team RAG Idempotent apply Drift-reconciled

Declare your first team.

Write the manifest, apply it, and watch a team of specialist agents come up to spec.