Annus Shabbir
All work
AI / ML research · 2025

Agentic LLMs with Reflection & Tool Integration

Agentic reasoning in Llama 3 with iterative self-reflection and external tool use via the Groq API.

  • Llama 3
  • Groq API
  • ReAct
  • HTTP Tools

The problem

Make LLM outputs more reliable through self-reflection and tool use.

My role

Researcher & engineer (MS project).

What I built

Implemented agentic reasoning patterns in Llama 3 with iterative self-reflection and external tool interaction, built on the Groq API with HTTP tool integration and IPython.

Architecture & stack

  • Llama 3 via the Groq API
  • Iterative self-reflection loop
  • HTTP tool integration; IPython workflows

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