ClassifiedsWork wanted

Tell us what you're trying to do.

We'll tell you what it actually needs. Sometimes that's an audit, a deployment, or a build. Sometimes it's a rules engine and an honest conversation.

The lab takes a small number of engagements, and only where the evidence says outside help is worth it. How we judge that is written down in the manifesto.

Independent evaluation

AI audit

Find out if the AI you already run deserves to stay.

Read the notice

Task mapping

Right-tool consulting

LLM, decision model, classic ML, rules, or a human. We map which.

Read the notice

On-prem & private

Local AI implementation

AI that never lets your data leave the building.

Read the notice

Machines & stack

Hardware + software

The machines, the GPUs, and the software to run them.

Read the notice

Routing layers

Hybrid architecture design

Every task routed to the cheapest intelligence that can do it well.

Read the notice

Propose & verify

Human-in-the-loop workflows

AI proposes. Humans verify and decide.

Read the notice

Policy & practice

AI governance & training

Written rules for using AI, including when not to.

Read the notice

The Position

Independent by structure. No reselling, no vendor commissions, no partner quotas.

Work wanted

Plain words are enough. Read by a person. Confidential. Never used as training data.

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