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elenaajayi/README.md

Hi, I'm Elena! 🌸

I'm a research engineer working on language-model evaluations, interpretability, and alignment. I build experiments that test what models represent internally, how their behavior changes across contexts, and where current monitoring methods fail.

I'm currently looking for full-time research engineering opportunities.

Current research

  • llm_coherence — I investigate whether language-model preferences remain stable and transitive under parametric variation. This work supports Incoherent Values? Probing LLM Preferences Through Parametric Variation.
  • SPEC-GAP — I am developing white-box probes and trajectory-level measurements for adversarial instructions that propagate through multi-agent, tool-using systems.

Selected work

  • femmestral — I fine-tuned Mistral 7B to address misinformation in women's health.
  • self-correction-cot — I studied trajectory robustness under chain-of-thought perturbations.
  • mess3-belief-geometry — I investigated the geometric structure of belief states in transformers.
  • medical-safety-steering — I applied activation steering to Qwen 2.5 for medical-AI safety.

Website | Google Scholar | LinkedIn | Twitter

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  1. femmestral femmestral Public

    Fine-tuned Mistral 7B for combating women's health misinformation (Mistral AI Hackathon NYC, Feb-March 2026)

    Jupyter Notebook

  2. mint-philosophy/llm_coherence mint-philosophy/llm_coherence Public

    Python 2

  3. base-research-lab/spec-gap base-research-lab/spec-gap Public

    SPEC-GAP runway-phase activation probing and fellowship artifacts

    Jupyter Notebook 1

  4. Creed-Space/VCP-SDK Creed-Space/VCP-SDK Public

    The open standard for portable, adaptive, and verifiable AI context. Multi-language SDK (Python, Rust, TypeScript) implementing the Value-Context Protocol.

    Python 3