Agent loopA signal reaches an agent, which pulls context from a knowledge base and takes an action. The processed action sends an update back to the knowledge base.signalagentactionknowledge basecontextupdate

Meg Lundquist

Fractional operations leader building AI-native systems for growing companies.

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Capabilities

What I build

Projects

Systems & solutions

  1. EdTech · $50M organization

    Partner Intelligence Hub for Institutional Accounts

    Account teams managed high-complexity university partnerships reactively, finding out about relationship changes and deadlines after the fact.

    • AI Signal Detection
    • Milestone Tracking
    • Recommended Actions
    • Human-in-the-Loop Review

    Impact An AI partner-operations system that surfaces relationship signals, upcoming milestones, and next actions for review before any record changes.

  2. Home Services · Client build

    Video-to-Report Inspection with a Vision Model

    Homeowners had no easy way to learn whether their water heater met local code, and contractors had no qualified way to reach them.

    • Claude Vision
    • Code-Rule Classification
    • Staff Review Queue
    • Next.js + Postgres
    • Supabase

    Impact A 30-second phone video becomes a reviewed, code-referenced report, with bid requests routed to local providers.

  3. Personal infrastructure

    Always-On Household Agent with a Knowledge Graph

    Family logistics (schools, health, home, vehicles) lived in scattered documents and one person's head.

    • Hermes Agent
    • GBrain Knowledge Graph
    • MCP
    • Telegram Gateway
    • VPS + systemd

    Impact A self-hosted agent, queryable from Telegram, that answers household questions from a growing knowledge graph.

Stack

Tools I work with

AI & Agents

  • Claude
  • Claude Code
  • MCP
  • Hermes
  • GBrain

Build

  • TypeScript
  • Next.js
  • Astro
  • Postgres + Prisma
  • Supabase

Ship & Run

  • GitHub
  • Vercel
  • DigitalOcean
  • Telegram Bots

Operations

  • HubSpot
  • Salesforce
  • Zapier
  • Jira
  • Notion

Work with me

I take on fractional engagements: an embedded retainer, a fixed-fee project, or hourly help. If an initiative can't wait for a hire, let's talk.