Curriculum Vitae

Thomas Robert

Systems & strategy, private AI tooling for companies built from the inside.

Systems & strategy

Private AI tooling, built from the inside.

I build private AI tooling for companies from the inside. I start by learning how a business runs, mapping its processes and identifying where it loses time and money, then defining each problem clearly.

From there I build the tools that close those gaps. Some take over repetitive work, some pull scattered data and context into one place, and some turn performance into clear dashboards. For clients I have delivered a research agent, a marketing agent, and a lead-generation agent.

Confidentiality is built in from the start, since these tools run on a company's own data and I design them so that data stays private, secure, and under the company's control. I work with Claude Code, Hermes, and other harnesses to build the scaffolding that fits your business.

Delivered for clients
Research Agent

Distils primitives into a live knowledge graph.

Marketing Agent

On-brand content on a repeatable pipeline.

Lead-generation Agent

Finds and qualifies prospects automatically.

01

Professional Experience

Modo Melius
Swiss AI Consultancy Technical Sales
Apr 2026 — Present
The product
A legal graph that maps the dependencies between laws. When a new regulation arrives, it traces how the change ripples through a business’s obligations and operations, and flags where existing rules contradict each other.

It is a query tool, not a chatbot, ask it a question and get the provisions back with their official text, and any AI can call the same data directly, so models reason over the law instead of guessing at it.
My role
I built the sales pipeline for the legal graph product through a personal network of lawyers, and I run the sales calls and the product demos.

Learned the product architecture end to end, from the knowledge graph and systems design to client-data privacy laws.
Modo Melius legal graph: the CLARITY Act mapped to its 133 statutory touchpoints across the U.S. CodeOne bill, every provision it touches · tap to enlarge
Ergo
Built the UI/UX end to end for Ergo, a formal logic verifier running on the Z3 theorem prover, used to test the logical consistency of legal arguments. It runs over a hearing or a recording, live or transcribed, extracts the claims being made, and tests each one for validity, soundness and cogency, flagging weak arguments and logical fallacies in real time.
Lemur LabsLemur Labs
Web3 Consultancy Agent Systems Engineer
Aug 2025 — Present

Agent systems, built to be auditable

Marketing Engine
Multi-tenant content system. Built an agnostic GitHub repository any AI agent can connect to and run a brand’s full marketing cycle, traversing a 127-file knowledge graph of typed relations, voice profiles and brand rules.
Sub-agents
Built seven specialist sub-agents into the repository, from strategy distillation to adversarial fact-checking, then connected it to a dataset of national statutes so the agent identifies the laws binding each client and hardcodes them as blocks on non-compliant copy.
Lead Scorecard
Deterministic prospect pipeline. Built a staged SQLite pipeline scoring every lead on five deterministic axes, with disqualifying criteria applied before scoring and each stage writing its own audit row. Cut 84% before enrichment spend, with a logged reason per drop.
Client work
Ran the engine live for Hellas (decentralised AI inference, VC-facing competitive report and product explainers) and Denario, a Swiss FINMA-regulated platform for tokenised gold and silver, under Swiss financial-intermediary rules.
HellasDenario Writing from these engagements ↗
Kenomic
Tokenomics & Simulation Consultant
Mar 2025 — Aug 2025

Tokenomics, modelled & stress-tested

Designed tokenomics for 6 companies, all launched at their Token Generation Events, owning token architecture and systems design.

Ran hypothesis-driven analysis on capital efficiency, liquidity depth, lockups and vesting schedules against simulated market scenarios. Utilised Monte Carlo simulations within proprietary digital-twin software, with results fed back to revise allocation and vesting until the data supported the design.

Triumph Games tokenomics — burn and staking formulasTokenomics design

A token is the unit a project issues to its users. It pays for things inside the product and can carry a claim on revenue or a vote on decisions.

Tokenomics is the economic design behind it, covering supply, incentives and distribution.

Kenomic
Criptan
Crypto Fintech €100M AUM  Business Development, Lending Products
Jun 2024 — Mar 2025

Crypto-collateralised lending, benchmarked

Benchmark
Built the comparables report on crypto-collateralised lending products across the 11 largest lending protocols, mapping over-collateralisation levels, liquidation thresholds, tenor and pricing tiers.
Proposal
Proposed a 50% LTV Bitcoin-collateralised product to the COO and CFO, custodying the full BTC position against a cash advance of half its value.
Outcome
The instrument wasn’t implemented, given MiCA’s transition window and the lack of definite regulatory clarity.
Criptan crypto-lending benchmarkingCrypto-lending benchmarking
Criptan
02

Projects

In progress

Cross-Jurisdictional Structuring Engine

Instrument library × statute dataset

Building a library of financial instruments modelling how liquidity moves through each structure, from collateral and tranching to settlement and redemption. Each variation is run against a dataset of national statutes to classify what type of contract it constitutes in law, and to return the jurisdictions it can be issued in.

Structured finance Statute dataset Contract classification Neuro-symbolic
Pipeline
01
Model the structure

Collateral, tranching, settlement, redemption — how liquidity actually moves.

02
Run it against the statutes

Every variation tested against a dataset of national law.

03
Classify & return jurisdictions

What contract it constitutes in law, and where it can be issued.

AtlasJurisdiction dashboard● Live
Atlas holds the statute layer: every country, its regulators and the licence types an instrument can be issued under. The globe keeps turning; click a country to open its regime.

Marketing Engine

Brand-agnostic content pipeline

A tool that quickly produces polished, on-brand images and short-form posts for LinkedIn and other channels, written to read like a person wrote them. A deterministic, multi-step pipeline (blind adversarial review, rules systems, calibration pairs) raises each draft to a professional standard. Built brand-agnostic, with the v2 architecture mapped below.

LLM pipelines Agent harness Brand systems Determinism
View on GitHub
Denario landing visual produced by the Marketing Engine
Engine OutputDenarioClick to view
Systems DiagramV1Click to zoom
Marketing Engine V1 system diagram
Systems DiagramV2Click to zoom
Marketing Engine V2 system diagram
OPEN SOURCE

Azoth

Primitive-distilling research agent

A research agent that distils any topic down to its foundational primitives and surfaces cross-domain synergies. It runs a four-stage alchemical pipeline, Nigredo, Albedo, Citrinitas, Rubedo, and outputs one-page artifacts plus a queryable corpus, rendered as a live knowledge graph of each topic and the ideas it links to.

Research agent Multi-stage pipeline Knowledge graph First principles
View on GitHub
Azoth research agent — primitive research view with knowledge graph
Fig. 06 Azoth
Reader + graphClick to expand ↗
AGENTS DISPATCHED TO SOURCES  RETURNING WITH CONTEXT● Live
03

Beyond Work

Writing & activities

The Anxieties of Growth cover
The Anxieties of Growth back cover
The Anxieties of Growth  ·  T.M.N.R
The Anxieties of Growth

The Anxieties of Growth is a collection of philosophical essays and aphorisms by Thomas Robert, written largely in the quiet of late nights during his late adolescence and early adulthood. Across seventeen chapters, it grapples with the questions that surface as we grow and shed our former selves, suffering, love, death, human nature, free will, hope, and the illusion of the self. Part introspective journal, part meditation, the book treats the discomfort of intellectual and emotional growth not as something to be cured but as a companion worth understanding, offering the author's attempt to make sense of existence and find some peace of mind.

IE Finance Club (FUND)

Portfolio Manager in the Crypto Division (2024/25), leading four analysts on delta-neutral and options strategies.

Amis des Écoles

Volunteer teaching in remotely located schools in the Atlas Mountains, Morocco (2022).

Let's build something with intent.

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PHONE +377 678 633 670 © 2026 Thomas Robert
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