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Engineering, Shrining, Combobulating...
⛩️
Engineering, Shrining, Combobulating...
65 followers · 78 following

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Achievement: QuickdrawAchievement: Pair Extraordinairex2Achievement: Pull Sharkx2

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DeryFerd/README.md 
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Math → Data → ML → LLM/AI Engineer

Typing SVG

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🧠 About Me

Mathematics graduate turned LLM Engineer. I build AI systems that survive contact with real-world data.

  • 🔭 Deep in RAG pipelines, AI Agents & Agentic workflows right now
  • 🧪 Experimenting with model distillation and inference optimization
  • 🛡️ Red teaming LLMs to find where they break — before users do
  • ⚙️ Care about LLMOps: deployment, monitoring, cost efficiency
  • 📐 Classic ML & Deep Learning still have a place in my heart
  • 🏗️ Occasionally building data pipelines because good models need good data

🛠️ Tech Stack

LLM & AI

LangChain LlamaIndex HuggingFace OpenAI Anthropic Ollama

ML / DL

PyTorch scikit-learn Pandas NumPy

Infrastructure & MLOps

Docker FastAPI MLflow GitHub Actions PostgreSQL

Vector DBs

Pinecone Weaviate ChromaDB

Languages

Python TypeScript SQL Bash

📊 GitHub Compass

🧭 Contribution Metrics

Detailed breakdown of commits, PRs, reviews, and more — powered by lowlighter/metrics

GitHub Metrics

🐍 Contribution Snake

Snake animation Snake animation

🔬 Currently Exploring

current_focus = {
    "RAG":       ["advanced chunking", "hybrid search", "re-ranking"],
    "Agents":    ["multi-agent orchestration", "tool use", "memory systems"],
    "LLMOps":   ["inference optimization", "cost monitoring", "eval pipelines"],
    "Red Team":  ["prompt injection", "jailbreak patterns", "safety evals"],
}

📌 Featured Projects

(coming soon — pinning the ones worth showing)

Project Stack What it does
🔗 AI Learning Platform React + Vite + FastAPI Interactive platform for learning AI/ML concepts
🔗 Portfolio Web Next.js + TypeScript Personal site with terminal aesthetic
🔗 More in repos → — Experiments in RAG, agents, and ML

"Good models deserve good infrastructure."

Let's build something real.

Pinned Loading

  1. Portfolio-Web Portfolio-Web Public

    My Portfolio Web

    TypeScript

  2. agentforge agentforge Public

    Open-Source Multi-Agent Workflow Orchestrator — Visual DAG editor, LangGraph execution engine, cost tracking, MCP integration

    Python

  3. cost-aware-agentic-rag cost-aware-agentic-rag Public

    Production-grade Agentic RAG for Financial Document Analysis with Cost-Aware Model Routing

    Python

  4. pitchmind pitchmind Public

    GEO SaaS: measure brand visibility in AI search (ChatGPT, Perplexity). Bilingual EN/ID. Ollama Cloud + Perplexity.

    Python