Aleksandar Slavov · Bulgaria

I build tools for
code and ML research.

I work on Python developer tools and research on AI agent safety.

Portrait of Aleksandar Slavov
Selected work

Selected work

AI safety · Workshop research · 2026

Authority Firewall

Studies latent instruction-authority signals to detect prompt injection and route suspicious inputs to stronger checks.

Coauthored workshop research selected for PILA @ KDD 2026 and accepted at SafeAI @ UAI 2026.

  • Prompt injection
  • Latent representations
  • AI agents

From the paper / Figure 3

Authority Firewall routes a personalized agent's assembled prompt to allow, escalate, or block before producing a response.
Proposed integration with a personalized agent.
PILA workshop paper
View paper figure (PILA version) Authority Firewall routes a personalized agent's assembled prompt to allow, escalate, or block before producing a response.

Figure 3 from the PILA workshop paper.

Developer tooling · Python / PyTorch

ReproReduce

Reduces failing Python and PyTorch programs to smaller standalone reproducers while preserving a configured failure.

  • Failure reduction
  • Reproducibility
  • Python
Explore repository

Failure reduction

ML tooling · JAX · Experimental

jaxoom

Explores static and compiler-backed memory analysis for JAX programs, comparing structural estimates with compiler memory information.

An experimental tool for investigating memory use; estimates are not guarantees of runtime peak memory.

  • JAX
  • Memory analysis
  • Compiler tooling
Explore repository

Memory analysis

More code and research

GitHub OpenReview

About me

My work covers Python software, machine learning tools, and computational mathematics.

I’m looking to contribute to a team through an internship, or work with researchers on useful tools and focused experiments.

Download CV

Timeline

  1. ReproReduce & jaxoom

    Created the GitHub repositories for Python/PyTorch failure reduction and experimental JAX memory analysis.

    ReproReducejaxoom
  2. Authority Firewall workshop research

    Selected for PILA @ KDD 2026 and accepted at SafeAI @ UAI 2026, in two workshop versions.

    PILA listingSafeAI listing
  3. National competitions

    First place in the National AI Competition; captain of Bulgaria’s national-winning IYPT team; fourth place in the Bulgarian National Informatics Team Competition.

  4. 2024 & 2026

    CompSysTech Crystal Prize

    Received the Crystal Prize at CompSysTech in 2024 and 2026 for research and applied intelligent systems.

  5. April–June 2026

    JEDI Coders

    Software and data engineering work in Bulgaria.

  6. 2025–2026

    Bulgarian National AI Team

    Selected for two consecutive years; earned Honorable Mentions at IOAI 2025 in Beijing and IOAI 2026 in Astana.

  7. Started mathematical research

    Began working on mathematics research.

  8. Started C# / ASP.NET development

    Began developing with C# and ASP.NET.

  9. September 2020–present

    Programming and machine learning

    Started competitive programming in C++ (September 2020), full-stack web development with JavaScript (November 2021), Python programming (September 2022), and machine learning (2023); this learning continues today.

Contact

Email me about internships, research collaboration, or a project.

slavov2009@outlook.com

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