Consulting Services

I turn messy software and ML problems into production systems and decision-ready guidance. Expect candor, tight feedback loops, and solutions that survive contact with reality.

Examples of my services:

• Rapid feasibility assessments: “Can we ship this in three months?”
• Model selection and evaluation audits.
• Dataset strategy: collection, labeling, curation, release.
• Interpretability deep‑dives for regulators or scientific collaborators.
• Venture technical diligence: architecture review and risk surface mapping.
• Team upskilling workshops on modern ML tooling.

My areas of scientific expertise:

• Large‑scale AI/ML for ecology, biology, cryptography and other scientific domains (BioCLIP, KABR, Salsa Fresca).
• Designing rigorous model and system evaluations (Mind2Web, MMMU, BioBench, Mind the Gap)
• Interpreting AI/ML system predictions for non-experts (sparse autoencoders).

Rate and Billing

$450 per hour, billed in 30‑minute increments (30‑minute minimum).

Only live call time is billable; preparation and post‑call deliverables are included. No surprise fees.

Engagement flow:

1. Email context and objectives: samuel.robert.stevens@gmail.com
2. We schedule a call at a mutually convenient time.
3. You receive concise action items, code snippets, or memos as required.

Contract Work

For multi‑week or retainer engagements, we draft a statement of work using the same hourly rate or a fixed‑fee structure.

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Sam Stevens, 2024