Skip to content
View ish-codes-magic's full-sized avatar

Block or report ish-codes-magic

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Content in all repositories owned by your account will be closed.
Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
ish-codes-magic/README.md
A Python REPL loads ish-codes-magic/ishita-pal with transformers (checkpoint shards: DESY, CERN, IISER Pune, Coriolis, Hashkraft) and asks it what it does. It answers: Founding Engineer & AI Lead @ Storefox.ai. I build LLM pipelines that turn noisy real-world audio into insight, obsess over evals, and care a lot about making AI safe and reliable.

Hey, I'm Ishita! πŸ‘‹

Building AI systems. Studying how they fail.

I'm a Founding Engineer & AI Lead at Storefox.ai, building production multimodal LLM systems for retail intelligence.

Alongside engineering, I work on technical AI safety research β€” particularly AI control, agent security, model evaluations, chain-of-thought faithfulness, and model misalignment.

πŸ”¬ Some things I've worked on

  • πŸ›‘οΈ Janus β€” Open-source security framework for LLM agents, enforcing least-privilege policies at the tool-call boundary. Presented at Black Hat Arsenal, SecTor 2026.

  • 🧠 Multimodal CoT Faithfulness β€” Whitebox Research study investigating how faithfully models explain their reasoning across text and image inputs.

  • πŸ” LLM Self-Recognition β€” Replication experiments exploring whether language models recognize and prefer their own generations.

  • βš™οΈ Transformer from Scratch β€” A modular PyTorch implementation of the original Transformer architecture.

🌱 Currently exploring

  • AI control and monitoring autonomous agents
  • Reasoning vs. agent-trace monitorability
  • Shutdown resistance and emergent misalignment

Tools I reach for: Python Β· PyTorch Β· LLMs Β· AWS Β· Docker Β· Git

🌐 Elsewhere on the internet

Portfolio Β· LinkedIn Β· Technical Writing Β· Substack

πŸ“ˆ GitHub stats

GitHub stats for ish-codes-magic Most used languages, excluding Jupyter Notebook and HTML

>>> ishita.generate("Can we work together?")
'Yes! LinkedIn or email are the fastest ways to reach me.'

Usually reading, listening to music, or wondering whether an LLM's explanation explains anything at all.

Popular repositories Loading

  1. transformer_from_scratch transformer_from_scratch Public

    "Attention Is All You Need" implemented from scratch in PyTorch, trained for English β†’ French translation

    Python 6

  2. GPT_art_critique GPT_art_critique Public

    Structured artwork critiques and scores from GPT-4 Vision, built with Instructor, Pydantic and Streamlit

    Python 2

  3. Alexnet_from_scratch Alexnet_from_scratch Public

    AlexNet implemented from scratch in PyTorch, following the original paper

    Python 1

  4. self-recognition-replication self-recognition-replication Public

    Replication of "LLM Evaluators Recognize and Favor Their Own Generations" (Panickssery et al., 2024): does GPT-4.1-nano recognise and prefer its own summaries?

    HTML 1

  5. bytes-per-token bytes-per-token Public

    Python 1

  6. DESY_Summer_Project DESY_Summer_Project Public

    DESY Summer Student Programme 2021: anomaly detection on ~10 TB of dCache transfer telemetry with PySpark

    Jupyter Notebook