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Ido AvitalAI Engineer · Data Scientist
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AI Engineer · Data Scientist

From Raw Data to Real-World Products.

Complex Ideas into Practical Software.End-to-End AI & Data Systems.

Ido Avital

From idea to impact

How I Work

  1. Stage 01: Discover

    Understand the problem, goals and constraints.

  2. Stage 02: Architect

    Design the system, data flow and technical approach.

  3. Stage 03: Build

    Develop, integrate and validate the solution.

  4. Stage 04: Deploy

    Bring the system into real-world use.

  5. Stage 05: Evolve

    Measure, improve and support what comes next.

Projects & Engineering

Explore All Projects
  • Published polls Human review Documentedmethod Sourced record

    Workflow diagram

    Product engineering

    Behirot

    A bilingual (Hebrew and English) aggregator of published Israeli election polls, with its averaging method and per-poll sources published openly.

    Software system Status: Completed

  • Chat orchestrator Documentagent Tax-referenceretrieval Allow-listedqueries Assessment agent

    Architecture diagram

    AI systems

    RefundIt

    A Hebrew conversational assistant, built by a three-student course team, that reads tax documents, extracts and checks their fields, and tells a salaried worker what is still missing for a refund claim. It is not tax advice.

    Software system Status: Prototype Status: Completed

  • Fixed clipbenchmark Box ortext prompt Mask propagation Failure analysis

    Workflow diagram

    AI systems

    Breaking SAM 2

    A 52-clip benchmark of when SAM 2 video segmentation fails: it copes with extreme changes of scale, but breaks when the object itself is cut, poured or melted.

    Research study Status: Completed

  • Control problem HJB toODE system Three solvers MonteCarlo check

    Workflow diagram

    Data science & ML

    Market Making Under Constraints

    Optimal quoting for a market maker carrying inventory risk: two stochastic-control problems, each solved and cross-checked by independent methods.

    Research study Status: Completed

Have an Idea Worth Building?

Let’s turn complex challenges into practical AI and software solutions.

No email app? Copy the address: contact@idoavital.com

Contact

Let’s Start a Conversation

Tell me a little about your project or idea and what you would like to talk through. Messages come straight to me, and we can agree on a time to talk by email.

No email app? Copy the address: contact@idoavital.com