Anton Dziatkovskii

I've done developer activation for a frontier platform before — when smart contracts were where LLM agents are now.

Classically trained in CS security (MEPhI), venture founder since 2015, author of two preprints on multi-agent stability. Today I run a production multi-machine Claude fleet in public — and write the operating manual as I go.

Reproduce the system in 15 min → claw-consensus (MIT · offline demo · 11 documented failure modes) Read the method → preprints GitHub → all repos Academic profile → publications & research

📄 Resume — PDF (ATS-friendly) · Resume — JSON · 🎓 Academic profile · All publications · 🔧 Open-source contributions129 pull requests across 80 repos, each with its real status

Proof of work (flagships, not a gallery)

claw-consensus — multi-machine agent consensus you can reproduce in 15 minutes.
Offline demo, published evals, honest FAILURE-MODES.md (11 documented failure regimes). Theory shipped to prod.
Real output of python demo/demo.py — captured 2026-07-22, stock Windows laptop, no network, no API key.
verbatim-citation-gate — catch fabricated RAG citations before they reach the user.
A zero-token verbatim gate plus a burden-of-proof judge, framework-agnostic. Open source, MIT. Docs — including the section that names the case where it still fails.
claude-bible — the governance layer: one rulebook that a founder, his agents and his team all load and obey.
Rules as files with precedence and a routing tree, a declined-decisions journal, objection sparring. Most-starred repo of the lab. Docs.
The method behind it — four preprints, each published with a DOI (Zenodo, CC BY 4.0): Operating a Human-Governed Multi-Machine LLM Agent Fleet (the experience report behind claw-consensus), Homeostatic Governance (three-circuit control: main / adaptive / protective), When Does Graph Expansion Help Personal-Corpus Retrieval? (the evaluation protocol behind sqlite-graph-memory), and Le Chatelier Tokenomics (multi-asset coupled equilibria).
The repos are the reference implementations of the papers. The Zenodo record is the version of record; copies anywhere else are mirrors of it. Full list →
相棒 AIBŌ · The Partner — a book written from inside a human+AI company, documenting the method day by day.

How this was built: with Claude as implementation collaborator — and that is the point. I retain full ownership of problem framing, architecture, evaluation and final QA; the repos publish the evals, the failure modes and the daily log, so you can audit the division of labor yourself. Metrics are published or absent.

Research (selected, peer-reviewed)

All 50+ publications → · 137 citations, h-index 7 (Google Scholar, verified 1 Sep 2026)

Developer education track record

Writing & speaking

HackerNoon column (34 essays: DeFi mechanics, CBDC, NFT gas optimization) · interviews in Japanese crypto press (Crypto Times ×3) · 50+ academic publications, PhD in Education (IT) — full academic profile at /scholar/.

Reach

Based in Palo Alto, CA and Sintra, Portugal (WET/WEST), 15 years lived across APAC (Japan, Korea, Thailand, Malaysia, Singapore, HK, Australia). Working languages: EN · RU · Ukrainian · Polish — a live bridge to the Eastern-European engineering diaspora. Work authorization: US O-1 visa (active) and EU citizenship (Polish passport) — no visa sponsorship required in the US or the EU.

Contact

dzyatkovskiy.a@gmail.com Calendly WhatsApp

Find me on

GitHub X Google Scholar ORCID Academia.edu Wellfound

READ THIS WITH AI

One click and an agent reads the article, pulls out the patterns and helps you apply them to your own work.

Codex → ChatGPT → Claude →

— TonyDzi, Palo Alto AI Research Lab · second brain, agent coordination, persistent memory: github.com/tonydzi