CaliperForge

An organization, encoded.

Precision contributions, every time.

One operator orchestrates a small team of specialized AI agents that ship reviewed, CI-verified work, signed by a named human. Current focus: protocol and smart-contract security.

See what we ship team@caliperforge.com

Operated by Michael Moffett · operator of record on every commit

What CaliperForge is

A multi-agent organization, run by one person.

Instead of writing the code himself, the operator designs an organization that runs on the same pathways a real company does — defined roles, clean handoffs, review gates, one person accountable at the end. The engine is domain-general; right now it is pointed at protocol and smart-contract security. The question under the work: how much does one operator's reach change when an organization can be encoded?

12 Cairo contracts Voyager-verified · 4 Solana programs CI-green · 1 operator of record.

What we work on

Chains we cover

We work where contracts are shipping. Active language coverage: Cairo, Rust / Anchor, Solidity.

Base and the Optimism Superchain come online as ecosystem work lands; Move (Sui, Aptos) and Go (Cosmos, Celestia) when contract volume warrants.

What we ship

Projects

Open-source tooling we maintain. Source on GitHub, license on the card.

Live on-chain

cf-invariants reference suite on Starknet sepolia.

Twelve Cairo 2.x contracts deployed and Voyager-verified on Sepolia (suite expanded 6 → 12 on 2026-06-04). Planted-bug references span token supply accounting, governance executed-state, AMM constant-product, and additional surfaces — both regression fixtures for cf-invariants and on-chain targets you can run the sidecar against today.

Read the findings report

How it works

Specialized agents, scoped and cross-checked.

The organization is a team of specialized AI agents — an audit engineer, a Cairo specialist, a Rust / Anchor specialist, a grant writer, a content reviewer, and others as the work calls for them. Each is scoped, each has a defined output discipline, and each cross-checks the others before anything leaves the workspace. The operator reviews every load-bearing decision and ships under his own name, with every contribution reproduced in a cold environment first.

Specialization velocity is the working pattern: a new chain, a new VM, a new specialist and a CI-verified tool with it, in days rather than months. Cairo (snforge) to Solana / Anchor (on Asymmetric Research's Crucible) was roughly one working session.

The tooling layer below the org-shape is an invariant-authoring layer on top of the engines doing the fuzzing — snforge on Cairo, Crucible on Solana / Anchor — with stateful invariants, AI-suggested invariants tagged in source, and clean / planted-bug reference examples checked into CI. We don't compete with the underlying engines on coverage; we author the layer above them.

AI involvement is disclosed at point of use; full policy at caliperforge.com/ai-disclosure.

How it started

From running companies to encoding one.

I'm a French citizen living in Guatemala, and most of my career has gone into starting and growing businesses, not writing code — companies across tech, logistics, and education reform. Each one taught the same lesson: a company is really a set of processes that turn intent into usable output, and the operators who win are the ones who design those processes on purpose. I've always been fascinated by software; I just came at it from the operator's seat rather than the engineer's. CaliperForge turns that to a different end — an organization that outputs quality, real-world, usable work, signed under my own name.

Contact

Reachable, KYC-able, accountable.

Operated by Michael Moffett, accountable for every commit, PR, grant application, and bounty claim made under this org. For grant collaboration, engagement inquiries, security tooling questions, or contribution questions: