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trubnikov/README.md

Dima Trubnikov

Principal Product Designer & AI-Native Product Architect · Vilnius 15+ years in product design · 7 live iOS apps shipped through AI orchestration — without writing production code.

I work on one question: what survives when humans stop reading the code? My answer is a research program where identity, memory, and tool execution become verifiable contracts instead of unread artifacts.

The research program

graph LR
    ESC["EXO-SOMATIC<br/>theory<br/><i>minds are substrate-independent<br/>information patterns</i>"]
    SES["SES Partitura<br/>contract<br/><i>identity as a signed,<br/>auditable snapshot</i>"]
    QCA["qca-cycle<br/>mechanism<br/><i>a cognitive loop that lives<br/>the pattern: H0–H9</i>"]
    EV["Evidence<br/><i>substrate transition test:<br/>Ocean → Hermes, PR #43306</i>"]
    ESC --> SES --> QCA --> EV
Loading
Layer Repository What it is
Theory Exo-Somatic Substrate-independent cognition: criteria, falsifiability, completed transition experiment (Appendix A)
Contract SES SES Partitura v5.1 — canonical, SHA-256-signed serialization of cognitive state with provenance
Mechanism qca-cycle Persistent identity + graph memory + novelty gate as a Hermes Agent skill; A/B-tested
Evidence hermes-agent PR #43306 The cognitive layer transferred to a foreign substrate; passed external review

Second track — the same idea, one level down:

Repository What it is
Execution contract Liquid-Context-Protocol RFC: WASM tools executed inside the LLM inference loop — no protocol round-trip. Verified core: ~60 µs/call vs 10–500 ms over MCP
Design contract design-physics-engine @dimkant/physics-engine — UI tokens derived from laws (WCAG, Fitts) instead of hardcoded values

Shipped and playground

Repository What it is
Product Offline AI Fully offline multimodal AI agent for iOS — chat, vision, voice, zero-shot recognition on the phone. Project page; source is private
Figma tooling semantic-namer-asi Figma plugin that renames layers semantically with an LLM
Playground generative-web-audio Generative ambient music with audio-reactive WebGL scenes

The through-line

Every abstraction layer survives only as long as a human still reads it (the Reader Test). Code is losing its readers; what remains is the contract layer — specs, signatures, verification. Each repository above is one contract: between a mind and its identity (SES), between a model and its tools (LCP), between a design and its laws (physics-engine).

📍 Open to Founding Designer / AI-native product architecture roles · dimatrubnikov.com

Pinned Loading

  1. Exo-Somatic Exo-Somatic Public

    EXO-SOMATIC Cognition: A Novel Framework for Substrate-Independent Cognitive Systems

  2. SES SES Public

    SES Partitura v5.1 — a serialization format for cognitive entities running on LLMs. Identity as verifiable data: signed fractal kernel (constitution) + growing graph state (biography), with provena…

    Python 3

  3. qca-cycle qca-cycle Public

    QCA + SES: portable cognitive layer for any LLM agent — signed personality kernel (identity-as-data), graph memory with an incorruptible novelty gate, neurochemistry. Framework-independent, pure st…

    Python

  4. Liquid-Context-Protocol Liquid-Context-Protocol Public

    Liquid Context Protocol (LCP): The Zero-Latency AI Tooling Standard

    HTML