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vdistefano.studio

Advisory

I work best at the early and decisive stages of technically difficult projects: when the team needs clarity, sharper modeling, and better architectural judgment before expensive implementation begins.

This is not a generic agency services page. It is a focused offer for teams that want direct founder-level thinking on hard systems problems.

For larger implementation or broader commercial engagements, visit SolverForge AI.

flowchart LR
  discovery[Technical discovery] --> framing[Problem framing]
  framing --> strategy[Optimization strategy]
  strategy --> review[Architecture review]
  review --> next[Sharper next step]

Where I can help most
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  1. Technical Discovery

    Discovery

    For teams trying to determine whether a difficult product or planning problem is actually worth building — and what shape a serious first version should take.

    • feasibility assessment
    • problem framing
    • constraint and objective clarification
    • first-pass architecture direction

  2. Optimization Strategy

    Advisory

    For scheduling, routing, allocation, and other combinatorial systems where the model is not yet strong enough, the search strategy is unclear, or the tradeoffs are poorly understood.

    • model design review
    • solver strategy
    • tradeoff analysis
    • delivery-shape recommendations

  3. Architecture Reviews

    Technical Review

    For teams making consequential decisions about language boundaries, runtimes, APIs, jobs, services, migrations, or prototypes that need a more experienced second pass.

    • Python ↔ Rust boundary decisions
    • API / job / service boundary review
    • migration and refactor direction
    • prototype or proof-of-concept critique

Best fit
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This is usually a good fit when:

  • the problem is real, but the right system shape is still unclear
  • performance, constraints, or scale make naive implementation risky
  • the team wants technical judgment, not just more code
  • a short, rigorous intervention could prevent months of wrong turns

Why this work exists
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I maintain SolverForge, an open-source constraint solver, and I’ve spent years working across optimization, production systems, applied AI, migrations, and data-intensive software.

So this advisory work is not detached from practice. It comes directly from building real systems, shipping them, and living with the consequences of good and bad technical decisions.

Next step
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If you want direct input on a hard technical problem, email info@vdistefano.studio with a short description of the situation.

If the need is a larger implementation, integration, or commercial engagement, the right path is SolverForge AI.

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