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13ernkastel/README.md

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typing intro

merged prs repositories linkedin

Summary

I work on AI agent security, retrieval, and backend hardening, with a focus on fixes that are reproducible, tested, and backed by clear writeups. Most of my recent work is around trust boundaries in agent systems, including shell execution, memory, file handling, network access, and auth.

Focus areas

  • AI agent and developer-platform security: host-shell escape, stored XSS, SSRF, prompt poisoning, command injection, path traversal, and unauthenticated API exposure.
  • Retrieval and context systems: search plumbing, tags-based cross-subtree retrieval, safer memory and resource access paths, and agent-facing RAG improvements.
  • Backend hardening: auth boundaries, file handling, archive validation, network safeguards, and safer runtime defaults.
  • Delivery around fixes: focused tests, lint and CI cleanup, reproducible writeups, and remediation PRs.

Main tech

My Skills

I spend most of my time in Python, JavaScript, and TypeScript codebases, usually around FastAPI-style backends, agent runtimes, retrieval systems, sandboxes, and CI pipelines.

GitHub stats

GitHub stats Top languages

Selected work

Project What I worked on Link
deer-flow Critical host-shell escape remediation in LocalSandboxProvider #1547
OpenViking Enforced authentication on bot proxy chat endpoints #996
deer-flow Stored XSS mitigation for artifact rendering and download handling #1389
OpenViking Rejected unsafe ZIP member paths during .ovpack import #344
deer-flow Security review and safe download enforcement work in the fork-to-upstream fix path #2

Repos I spend time in

OpenViking deer-flow NemoClaw Trae Agent

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