Institutional AI-evaluation lab · data-sovereign

Safety, logic, and alignment of frontier AI models — independently evaluated.

A highly specialised evaluation lab in boutique format: senior depth instead of crowd, with sensitive data processed locally and under NDA — without cloud-leakage risk.

MODEOn-premises TERMSNDA-bound DEPTHSenior, not crowd

CODE→CAPITAL

From the engine room of model evaluation into a dedicated wealth- and reinvestment architecture.

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What we do — CTC AI Operations

Root-level evaluation of how frontier models reason, where they fail, and whether their behaviour holds under pressure — judged by a senior practitioner, not distributed annotation.

Root-level model evaluationLogic, correctness, robustness — assessed at the level of reasoning, not surface output.

RLHF & preference-data qualityEvaluation of the training signal itself, not only the model's responses.

Dataset QA & annotation auditsChecks for consistency, bias, and coverage gaps across labelled data.

Agentic-AI safety & red-team auditsBehaviour under adversarial conditions and open-ended tool use.

How engagements run

→Local processingSensitive material is handled on-premises; no third-party cloud handoff.

→Under NDAEvery engagement is scoped and governed by a strict confidentiality agreement.

→Clients in the abstractEnd clients are never named — engagements are referenced only as work with leading AI labs.

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Why CTC

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Data sovereignty by designOn-premises processing under strict NDA. The value is demonstrable data custody, not raw compute.

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Senior depth, not crowdEvaluation carried out by a principal practitioner — depth and judgement over distributed volume.

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NDA disciplineConfidentiality is structural. Client identities stay private; references remain in the abstract.

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Interdisciplinary founder DNADeep AI craft paired with a finance- and capital-markets mindset — the basis of the "Code to Capital" thesis.

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Model & growth thesis

PHASE ICurrent focus active core practice · entity in formation

CTC AI Operations

The evaluation lab. Already practised through senior mandates with leading AI labs; the company is being formed around it.

PHASE II year 2 · in preparation

CTC Advisory

Secure-by-design IT infrastructure, RAG systems, and professional client presences for the DACH mid-market.

PHASE III target state · separate entity

CTC Wealth

Reinvestment and wealth architecture — license-compliant in its own regulated structure.

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Leadership

Principal Investigator · Lead Architect & Financial Strategist

Marian E. Arenskrieger

Owns the evaluation lab, the structural setup, and the capital architecture. Carries the senior-evaluation mandates the founding year builds on.

→arenskrieger.dev · Principal-Investigator profile

Managing Partner · VP of Commercial

Commercial & client-facing seat

Active in AI contracting; builds the go-to-market layer of the Advisory arm and grows through live mandates into higher-value evaluation.

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Digital presence

codetocapital.incInstitutional enterprise platform in build arenskrieger.devPrincipal-Investigator profile live

Onyx/silver design language · own domain ·
professional mail infrastructure · print identity.