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AI Automation · Multi-Agent11 / 16

A single-VM platform that orchestrates a fleet of AI agents across outreach, billing and fulfillment

Five coordinated agents, discovery to fulfillment, on one VM.

An automation platform that runs five coordinated agents (discovery, content, outreach, billing, and fulfillment) as one deployable system, with durable jobs, database migrations, sandbox billing, and a production runbook.

In development

A look at the interface.

Representative UI — abstracted, never a client's real data.
🔒chat.workspace.dev
New chat
Recent
Quarterly report draft
Refactor billing logic
Summarize call notes
Schema migration plan
Workspace · Pro
AssistantonlineOpus 4.8 ⌄
Pull last quarter's numbers from the PDF and chart revenue vs target.
analyze_document(Q4-report.pdf)done
Revenue
$128k
Target
$110k
Δ
+16%
Revenue came in 16% above target. The lift is driven by Q4 enterprise renewals — here's the breakdown:
  • Enterprise +$22k (renewals)
  • Self-serve flat MoM
[1] Q4-report.pdf[2] forecast.xlsx
Ask anything…Opus 4.8
AI / conversational · representative UI
24/7
Runs outreach around the clock
5
AI workers in one system
End-to-end
Finds leads through to fulfillment
Role
Solo, backend + agents
Year
2026
Status
In development
Category
AI Automation · Multi-Agent
Built with
  • FastAPI
  • SQLAlchemy
  • Celery
  • Redis
  • Stripe
  • LiteLLM
  • Prometheus
(01) The Challenge

Running multiple independent automation agents as one cohesive, deployable platform, with durable jobs, end-to-end browser testing, observability, and isolated email-sender reputation per agent, all on a single VM.

(02) The Approach

How it
works

A FastAPI orchestrator drives discovery connectors and five scanner agents: client finder, email rewriter, listing fixer, review bot, website fixer. Each is its own module with isolated email-sender reputation. SQLAlchemy models with Alembic migrations and a restart-survivable queue keep work durable. Stripe sandbox billing, Prometheus metrics, and a documented runbook make it deployable.

What I built

(03) Inside the build
01

FastAPI orchestrator

An orchestrator drives discovery connectors and specialized scanner agents: client finder, email rewriter, listing fixer, review bot, website fixer, each its own module.

02

Durable persistence

SQLAlchemy models with Alembic migrations and a queue that survives restarts, plus an end-to-end browser test suite.

03

Billing & observability

Stripe sandbox billing, Prometheus metrics, and Docker/systemd deployment with a documented production runbook.

(04) Highlights

The
receipts

  • Five coordinated automation agents under one orchestrator
  • Multi-provider LLM support via a routing layer
  • End-to-end browser tests plus database migrations
  • Per-agent sender isolation to protect email reputation
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