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tonydzi/README.md

Anton Dziatkovskii

Persistent agent memory, deterministic verification and operations across machines.

The work here asks a practical question: what evidence shows that an AI agent did what it claimed? The repositories include small tools, fault-injection experiments, operating patterns and experience reports. Each project documents its own tests and limits.

Portfolio and resume · All upstream contributions · Research and publications · ORCID

Selected engineering work

Project What it does Where to inspect the evidence
sqlite-graph-memory Persistent memory over Markdown and wikilinks, using SQLite, with MCP access for coding agents. The repository's evaluation, tests and documented pilot limitations.
verbatim-citation-gate Checks whether a quoted passage occurs in its claimed source before a RAG answer reaches the reader. Runnable checks and failure examples. Source matching is not a proof that the claim itself is true.
agent-runtime-integrity-bench Fault-injection checks for runtime behavior, drawn from replay, idempotency and control-plane incidents. Dated reports, SDK versions and reproducible scenarios.
verdict-contract Connects a model review's structured verdict to a parser and an actual process exit status. A small stdlib module, tests and counterexamples.
claw-consensus A propose/counter/accept/commit protocol and operating patterns for agents on multiple machines. Protocol, examples and tests. A working example does not establish the health of every deployed node.
second-brain-starter-kit Reusable skills, memory integration and templates for a coding agent used as a second brain. The current skill index, setup instructions and repository checks.

Practical connectors: WhatsApp MCP kit · Telegram MCP kit.

Governance and operations: claude-bible · agent-leash · fleet-deploy · secondop-panel.

Complete public repository catalog · How the pieces fit: SYSTEM.md

Selected upstream fixes

Recently updated merged contributions

These are contributions to other owners' public repositories. Merged work, open proposals and closed submissions remain distinct in the full contribution ledger.

Public upstream PRs, sorted by last activity. Merged status verified 2026-11-03 UTC; this is a sample, not a lifetime total.

Current research and experiments

  • Persona portability benchmark: a frozen persona and memory, tested across models with blind judging and contamination checks. Read the dated results and limitations before comparing scores.
  • Python vulnerability-patching probe: an audit of advisory leakage, fix dates, hint ablations and self-reported success in patching benchmarks.
  • Brain Lite: a small receive-only library for another person's coding agent, with checksummed updates and rollback.
  • Control-plane casebook: reproducible incidents involving schedulers, registries and watchdogs.
  • Deep research collection: published research summaries with their questions, findings and source links.

Preprints, PDFs and DOIs · Full publication list

Preprints and versioned research records
Research record DOI
One Persona, Eighteen Models 10.5281/zenodo.23915113
Recovery on Signal or on Schedule? 10.5281/zenodo.23268660
When Does Graph Expansion Help Personal-Corpus Retrieval? (v0.3) 10.5281/zenodo.23113066
Instructions That Never Arrive 10.5281/zenodo.22684968
Silent by Construction 10.5281/zenodo.22688465
Keeping Agents on a Leash (LEASH-8) 10.5281/zenodo.22691782
Rules as Files 10.5281/zenodo.22694070
Facts Before Explanation 10.5281/zenodo.22696755
Operating a Human-Governed Multi-Machine LLM Agent Fleet 10.5281/zenodo.22639714
Homeostatic Governance 10.5281/zenodo.22639712
Le Chatelier Tokenomics 10.5281/zenodo.22639710

Earlier graph-retrieval protocol and pilot: 10.5281/zenodo.22639718. The v0.3 record, When Does Graph Expansion Help Personal-Corpus Retrieval?, reports the subsequent execution and its limitations.

The DOI links identify the individual research records; earlier versions remain separately citable.

Latest writing

Clawrush records what was built, what broke and what was learned. The feed below updates automatically. The Journey is the longer build-in-public book, with human-readable chapters and a machine-readable edition.

Working approach

Small tools with inspectable outputs. SQL and files for durable facts; models for judgment and language; tests and independent review for checking the result. A successful command, a delivered file and a verified outcome are different things.

This profile and the repositories are maintained with AI collaboration, including Claude, Codex, Grok and Gemini. Anton owns the work's direction and decisions. Tool roles vary by task; commit credits reflect actual contributions. AI collaboration policy.

GitHub activity

GitHub activity and community metrics

Generated by this repository's existing metrics workflow. Activity is distinct from verified deployments and project maturity.

Contact and testing

Engineers are invited to try a project on a real task and report what broke, with a reproducer or a test result.

github.com/tonydzi

Pinned Loading

  1. claude-bible claude-bible Public

    Make Claude Code behave consistently across repos, sessions and humans: rules-as-files governance with precedence, declined-decisions journal, objection sparring. Sanitized from a live production s…

    12 1

  2. clawrush clawrush Public

    C(H+A)RM build diary — a CRM for Human & Agent collaboration, built in public with Claude Code. Framework: github.com/tonydzi/charm-os. English diary, longreads & reusable artifacts. RU: Telegram @…

    Python 16

  3. verbatim-citation-gate verbatim-citation-gate Public

    Catch fabricated RAG citations before they reach the user: a zero-token verbatim gate + a burden-of-proof judge, framework-agnostic.

    Python 5 3

  4. claw-consensus claw-consensus Public

    Run AI agents across machines without state drift: consensus protocol (propose/counter/accept/commit), dual-rail message bus, ACK discipline, self-healing sync. Formerly claude-consensus. Free, MIT.

    Python 6

  5. sqlite-graph-memory sqlite-graph-memory Public

    Agent memory for Claude Code, Cursor, Codex: MCP server + Graph RAG over your Obsidian or markdown notes. Wikilinks are the graph, SQLite the only store.

    Python 13 13

  6. second-brain-starter-kit second-brain-starter-kit Public

    A second brain for Claude Code and Codex that keeps receipts: skills as a plugin marketplace, opt-in persistent memory over MCP, vault templates and a CRM engine. Method, not data. MIT.

    Python 13 4