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Jarvis Jackson AI / automation engineer.

I build production systems that connect applied AI, reliable automation, and real operational outcomes — and I engineer them to fail safe.

19 yrsFederal program and risk management at USDA — $316M+ in loan obligations
80+Production edge functions behind one multi-tenant SaaS platform
0Double-sends across ~290 automated SMS/email messages to live leads
01 / Work

Selected production systems

System flowfail-closed
  1. Dormant lead pool — 339 leads, segmented by stage
  2. Approval gate + kill-switch — nothing sends without a human-approved batch
  3. DND recheck at send time — opt-outs honored even mid-batch
  4. Send with idempotency key — GoHighLevel REST v2 or MCP
  5. Append-only audit log → daily reconciliation
Project 01

Autonomous CRM Re-engagement Engine

Python service with dual GoHighLevel REST v2 + MCP backends, built for a modular-home builder. Engineered to fail safe: a kill-switch, fail-closed do-not-disturb rechecks at send time, idempotency keys, an append-only audit log, approval gates, and daily reconciliation reports.

OutcomeWorked 339 dormant leads, auto-advanced 242 opportunities, and made ~290 SMS/email sends with zero double-sends.
  • Python
  • MCP
  • GoHighLevel API
  • idempotency
  • audit logging
Architecturemulti-tenant
  1. React 18 + TypeScript SPA — staff OS and client portal in one app
  2. Postgres row-level security — every row scoped to its organization
  3. 80+ Deno edge functions — billing, messaging, voice, e-sign, store
  4. Stripe webhooks → entitlements — per-app or bundle subscriptions
  5. Twilio SMS/voice · Gmail · Meta — one unified inbox
Project 02

GAS OS — Multi-tenant SaaS Platform

A production operating system for small businesses: CRM and pipelines, projects with milestones, a client portal, unified inbox, support desk, marketing campaigns, a voice agent, and an online store. React 18/TypeScript/Vite on Supabase Postgres with row-level-security multi-tenancy, Google OAuth, 80+ Deno edge functions, and 360+ schema migrations.

OutcomeShipped Stripe subscription billing at $25/month per app or $150 for the bundle, with webhook-driven entitlements, a self-serve portal, and magic-link onboarding.
  • React
  • TypeScript
  • Supabase/Postgres
  • RLS
  • Deno
  • Stripe
  • Twilio
gasweb.info
Signing pipelinetamper-evident
  1. Template + deal-data bindings — fields auto-filled from the CRM
  2. Routing engine — ordered steps, sides, sign/approve/counter
  3. Tokenized signing link per step
  4. Counter-offer → new revision — prior version marked superseded, never edited
  5. SHA-256 of the flattened PDF + hashed event manifest
Project 03

In-house E-Signature Engine

Replaced a $300/month e-signature vendor with a first-party engine inside the platform: reusable templates, a multi-party routing engine, counter-offers and edits as immutable revisions, and an evidence layer built for UETA compliance — the signed document is hashed after flattening and every event is chained into a manifest that even administrators can't silently alter.

OutcomeBuyer, seller, and build agreements can be sent and signed from the client portal with a verifiable audit trail — and no per-envelope vendor cost.
  • TypeScript
  • pdf-lib
  • Deno
  • Postgres
  • cryptographic hashing
Discovery flowSAM.gov
  1. Capability statement upload — AI maps it to NAICS codes
  2. SAM.gov opportunities via edge proxy — filtered to your NAICS set
  3. USAspending award research — the primes winning in your codes
  4. AI submission guide — Gemini drafts a response plan per opportunity
  5. Signed-in, rate-limited edge functions — no API key ever reaches the browser
Project 04

Federal Contracting Command Center

A discovery and capture module inside GAS OS for small firms entering government contracting. It turns a company profile into a NAICS-matched SAM.gov opportunity feed, pulls live USAspending data on which primes are winning in those codes, and runs a Gemini guide for bid/no-bid and proposal strategy — plus a pipeline, deadline calendar and contracting contacts. Rebuilt from a standalone prototype: API keys moved server-side, org-scoped row-level security, per-user rate limits. Built by someone who spent 19 years on the federal side of the table.

OutcomeNarrows SAM.gov's 52,000+ active notices to the ~440 open solicitations matching a firm's seven NAICS codes, and names the primes to team with.
  • React
  • TypeScript
  • Supabase RLS
  • Deno edge functions
  • SAM.gov
  • USAspending API
  • Gemini
Agent pipelinetiered LLMs
  1. Trigger — schedule or Telegram command
  2. Draft — local Ollama (DeepSeek)
  3. Critique pass — scores, rewrites, or rejects
  4. Fallback — Gemini when the local model fails its checks
  5. Stage + schedule — published to 4 social channels
Project 05

Multi-agent AI Content Engine

A tiered LLM pipeline that drafts, critiques, and publishes daily content unattended: a local model does the drafting, a critic agent enforces brand and quality rules, and a hosted model takes over when the local one fails its checks. An orchestration layer runs the whole thing on schedule, with a Telegram command channel and a Flask operations dashboard for oversight.

OutcomeAutomated the daily draft → review → publish workflow across 4 social channels.
  • LLM agents
  • Ollama
  • Gemini
  • Python
  • Flask
  • Telegram
Pipelineart → product
  1. Artwork in — logo or illustration
  2. Computational geometry — trimesh, shapely, scikit-image
  3. Multi-color 3MF — parametric parts, QR stamp
  4. Headless slice verification — zero-warning gate before print
  5. Print → photograph → list in the store
Project 06

3D Design-to-Manufacture Pipeline

Python computational geometry converts artwork into multi-color 3D-printable models — school-spirit chains, keychains, custom pet pieces — with parametric OpenSCAD/Blender automation, automatic QR stamping, and a headless slicer check that blocks any file with printer warnings.

OutcomeProduced 163 models and shipped physical products at 80%+ documented margins through a live online store.
  • Python
  • computational geometry
  • OpenSCAD
  • Blender
Live store
02 / About

From federal programs to production systems.

Federal program insider turned product and delivery leader, with 19 years at USDA managing $316M+ in loan obligations and $150M+ in grant programs.

Today I co-lead Global Automation Solutions, where I design, build, and run the platform and automations our clients depend on — from architecture and data model through deployment and support.

Federal background

USDA Rural Development, Telecommunications Division, GS-13 — workflow automation cutting processing time by 75%.

Let’s build something that works in production.

Jarvis Jackson · Capitol Heights, Maryland · Remote or DC-metro hybrid

Code walkthroughs and architecture notes for any project are available on request.