michael callow

michael callow in a suit against a dark wall

i'm michael callow, a founder-builder from bozeman, montana, now studying economics and the financial economics sequence at claremont mckenna. i'm building Economic: orchestration for large agent swarms, with a paid service for companies and an open source harness planned for people who want to run it themselves.

more about me

i grew up in bozeman and went to bozeman high school, where speech and debate made argument quality feel like a real craft instead of a school exercise.

soccer, singing, and public speaking all ended up training the same muscle for me: stay composed, listen closely, and make the next move feel natural.

i started college at cu boulder's leeds school of business, then moved to claremont mckenna for economics and the financial economics sequence.

i attended openai devday in san francisco on september 29, 2026. agents, context, and tools keep bringing me back to the question of what becomes useful when models can work inside real workflows.

Economic starts with a target of hundreds to thousands of agents working toward one outcome. tens to hundreds of thousands are the longer-term theoretical ambition. the work is about keeping quality, coordination, budgets, and human oversight useful as the number of agents grows.

my earlier work spans private ai context with LK Integrate, prediction markets, research and training systems, and macos tools for seeing what agents are doing.

timeline

2026

Economic
in progressagentsautomationb2b
agent swarm orchestration through goals, communication, incentives, and shared infrastructure; managed for companies or run through an open source harness.

Economic coordinates agents through goals, steps, and rewards set by a harness in conversation with the user. Agents communicate, collaborate, earn credits, and build on shared work. The harness controls permissions and economic state. Economic targets hundreds to thousands of agents, with tens to hundreds of thousands as its long-range scale target.

LK Integrate
liveai-contextmcpsupabasevercel
private ai context infrastructure for local files, dashboard retrieval, agent access, and tool-calling workflows.

LK Integrate is my private context product: a private context layer that syncs local files, indexes them into a retrievable workspace, exposes account-aware context to dashboards and agents, and now makes the public site show the full product surface behind the landing page.

There's No Chance
liveprediction-marketsmarketsfinancesupabase
a campus-gated prediction market with public discovery, school-specific participation, wallet flows, and market ops.

There’s No Chance is a live prediction-market product built around public browsing, institution-gated participation, Venmo wallet funding, market research automation, review flows, resolution operations, and a cleaner shared runtime after the June 2026 consolidation pass.

Remember (Audio Journaling App)
liveconsumerai-contextsupabasevercel
a warmer memory product for recording family stories, prompts, circles, and searchable archives.

Remember is a consumer audio journaling app around voice prompts, guided life-story capture, family circles, and a searchable home for people, places, routines, milestones, and lessons.

Intent Verification Gate
activeagentsskillautomationdebate
a durable review workflow that checks whether an agent understood the task before trusting its changes.

Intent Verification Gate saves the raw request, an intent estimate, a change manifest, verification evidence, and review artifacts so coding-agent work can be audited instead of accepted from vibes.

Agentic SaaS Factory
activesaasagentsautomationoutreach
an operating system for scouting, building, launching, measuring, and improving small saas bets.

The Agentic SaaS Factory is a control-plane workflow that assigns owner loops for market scouting, competitor research, product building, launch growth, outreach, analytics, sales, and production safety.

Lead Rescue Desk

a local-services pilot offer for rescuing missed inbound leads and routing follow-up.

  1. public pilot active

    factory table listed the offer as public pilot with live homepage, CRM rows, and outreach experiments.

  2. factory sync

    Repo clean at `2600a94`; production deploy `moneyyyyy-mvwyh085d` Ready and aliased; homepage HTTP 200; local automation can load the Resend sender key from macOS Keychain; CRM has 355 rows; central optimizer mirrors pros

Invoice Chase Desk

a preview tool for turning receivables rows into practical invoice follow-up drafts.

  1. preview verified

    the live app parsed sample rows, rendered a draft, and had no desktop or mobile overflow in factory notes.

  2. factory sync

    Repo clean at `ec0aa55`; production deploy `invoice-chase-desk-ho0z7oosw` Ready; live `/app` parses 4 sample rows, renders a draft, and has no desktop/mobile overflow

Bounty Task Factory
in progressagentsautomationskillportfolio
a reusable workflow for finding, scoring, executing, and quality-gating bounty or pay-per-task work.

Bounty Task Factory coordinates source scouting, opportunity scoring, execution, subagent operations, and quality gates for fixed-scope external tasks.

OSS Bounty PR Agent

a work packet pattern for turning issue-like bounty tasks into reviewed pull requests.

  1. child packet placeholder

    added so future public bounty work has an obvious update target.

Limitless Consulting Group
liveconsultingpublic-sitevercelautomation
a concept-first ai consulting site for operational workflows, service design, and client-facing proof.

Limitless Consulting Group is a polished public consulting surface shaped around ai workflow implementation, process clarity, and a direct consultation path.

Michael's Bit Bot
in progresstradingmarketsagentsfinance
an agentic trading project exploring market signals, disciplined reasoning, and execution guardrails.

Michael's Bit Bot is the trading-system track: less about a public launch claim and more about building a careful loop for signals, decisions, risk controls, and evidence.

michaelcallow.com
liveportfoliopublic-sitevercelagents
timeline-first portfolio site showing live products, agent systems, public links, and evidence-backed project updates.

michaelcallow.com is the public portfolio surface for the work: a fast Next.js site with responsive project rows, keyboard-friendly details, live links, and timeline evidence for products such as LK Integrate and There’s No Chance.