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weijianzhg/README.md

Hi there

I build production AI systems, evaluation workflows, and tool-first software that AI agents can actually use.

I’m Weijian Zhang, an AI Engineering Manager at Marex with a PhD in Applied Mathematics from the University of Manchester. My background spans numerical linear algebra, time-dependent networks, and real-world machine learning systems, including time as a visiting researcher at MIT CSAIL.

What I focus on

  • Production AI systems — building LLM and ML systems that work beyond demos
  • Model behaviour & evaluation — improving reliability, regression detection, and iteration speed
  • Tool-first software — APIs and CLI tools that humans and agents can both operate
  • Applied experiments — testing ideas in public and turning understanding into working systems

Featured projects

  • bedrock-agent-blueprint — production-ready template for building AI agents with Strands Agents SDK on Amazon Bedrock AgentCore Runtime, with Terraform infrastructure
  • autoresearch-classifier — autonomous experiment loop for improving a classical ML classifier for prompt injection detection
  • paper-fluff-cutter — CLI tool that strips academic papers down to what actually matters
  • youtube-summariser — CLI tool that summarizes YouTube videos using AI

Elsewhere

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  1. bedrock-agent-blueprint bedrock-agent-blueprint Public template

    A production-ready template for building AI agents with Strands Agents SDK and deploying them to Amazon Bedrock AgentCore Runtime, with all infrastructure managed by Terraform.

    Python

  2. autoresearch-classifier autoresearch-classifier Public

    Autonomous experiment loop for prompt-injection classifiers (scikit-learn)

    Python

  3. still-here still-here Public

    Still Here — a memento mori app. Count your days, write about the ones that matter.

    TypeScript

  4. paper-fluff-cutter paper-fluff-cutter Public

    A CLI tool that cuts through academic paper fluff to extract what actually matters.

    Python 2