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Research · Archive

Published, not performed.

A curated archive of papers, whitepapers, field notes and open‑source releases from our labs. We publish when the artifact is honest and the risk of being wrong in public is high.

Paper

Post‑quantum key custody without blowing up UX

A practical migration plan for HSM‑backed signers moving to lattice‑based schemes without breaking end users.

Mira Kapoor, Rafael Costa·18 min
Field note

Replayable agents: the audit trail is the product

Why we record every tool call, memory write and policy update — and how that record becomes a product feature.

Ömer Yıldız·9 min
Whitepaper

A risk taxonomy for DeFAI

Mapping MEV, oracle drift, protocol drift, policy drift and agent drift into a unified loss framework.

Jonas Weil, Aris Novák·26 min
Open source

Introducing zenith/swarm‑kit

A minimal, opinionated toolkit for shipping multi‑agent systems that do not embarrass anyone in production.

Swarms Lab·6 min
Engineering

Field notes: XCMv3 in production

What broke, what held, and what we changed in our pallet suite after six months of XCMv3 traffic.

Lien Trinh·14 min
Research

A foundation model for market microstructure

Our early results applying sequence models to limit‑order book dynamics across 12 venues.

Applied ML Lab·22 min
Open source

Six repos worth starring.

zenith/swarm-kit★ 3.4k

Opinionated toolkit for multi‑agent systems.

TypeScriptview
zenith/strat-dsl★ 1.9k

Strategy DSL + compiler for autonomous on‑chain finance.

Rustview
zenith/pallet-xblock★ 1.2k

Cross‑chain asset pallet for Substrate, XCMv3 compatible.

Rustview
zenith/atlas★ 2.1k

Attested observability pipeline for on‑chain ops.

Goview
zenith/rollup-sim★ 0.8k

Deterministic rollup settlement simulator.

Rustview
zenith/eval★ 1.5k

Eval harness with regression gates for agent graphs.

Pythonview