Ayush ayushsyntax

software should feel inevitable.

_{small models, useful agents, and systems that respect the problems they solve.}

╭───────────────────────────────────────────────────────────────╮
│                                                               │
│   ayush@void:~$ whoami                                        │
│                                                               │
│   NAME       Ayush Kumar                                      │
│   ROLE       AI Engineer                                      │
│   EDUCATION  B.Tech AI & Data Science, 2027                   │
│                                                               │
│   FOCUS      ML Engineering · LLM Engineering                 │
│              Agentic AI · MLOps                               │
│                                                               │
│   STACK      Python · PyTorch · TensorFlow                    │
│              LangGraph · FastAPI · Docker                     │
│              AWS · MLflow · DVC                               │
│                                                               │
│   STATUS     training models. building agents.                │
│              shipping things that actually work.              │
│                                                               │
╰───────────────────────────────────────────────────────────────╯

🔬 current work

projects:
  - name: GPT From Scratch
    tech: PyTorch
    note: decoder-only transformer,
          first principles

  - name: Agentic Research Assistant
    tech: LangGraph · RAG
    note: multi-agent autonomous
          research pipeline

  - name: Brain Tumor MRI Classifier
    tech: TensorFlow · FastAPI
    note: production medical imaging
          classification system

  - name: Production RAG Systems
    tech: LangChain · FAISS
    note: scalable retrieval-augmented
          generation at scale

📡 signal

learning:
  - LLM Internals
    # attention, KV caches, quantization
  - Multi-Agent Systems
    # orchestration, tool calling, memory
  - Distributed Training
    # FSDP, DeepSpeed, gradient checkpointing

reading:
  - "Attention Is All You Need"
  - "Scaling Laws for Neural LMs"
  - "ReAct: Reasoning + Acting"

philosophy: >
  if it doesn't solve a real problem,
  delete it.
  the best model is the one
  that's actually deployed.

────────────────────────────────────────────────────────────────
  midnight. rain. code. deploy. repeat.
────────────────────────────────────────────────────────────────

◉ projects

GPT FROM SCRATCH PyTorch

Decoder-only transformer built from first principles.

multi-head attention causal masking BPE tokenizer mixed precision training inference pipeline

AGENTIC RESEARCH ASSISTANT LangGraph

Multi-agent system for autonomous research workflows.

supervisor-worker arch persistent memory vector retrieval dynamic tool selection RAG pipeline

BRAIN TUMOR MRI CLASSIFIER TensorFlow

Production-grade medical image classification system.

EfficientNet transfer learning FastAPI endpoint DICOM support Docker deployment

PRODUCTION RAG SYSTEMS LangChain

Scalable retrieval-augmented generation pipeline.

hybrid search dense + sparse retrieval context-aware chunking reranking RAGAS evaluation

⚙ working set

core

ml · dl

llm · agents

infra · ops

────────────────────────────────────────────────────────────────
  "I'd rather be dry, but at least I'm alive."  ── the nbhd
────────────────────────────────────────────────────────────────

◉ metrics

╭───────────────────────────────────────────────────────────────╮
│                                                               │
│   ayush@void:~$ cat /etc/motd                                 │
│                                                               │
│   → ship fast. ship often. ship things that matter.           │
│   → read papers. write code. repeat.                          │
│   → the best model is the one that's actually deployed.       │
│   → if it can't run in prod, it doesn't exist.                │
│                                                               │
│   ayush@void:~$ echo $STATUS                                  │
│   > open to collaborations & opportunities_                   │
│                                                               │
╰───────────────────────────────────────────────────────────────╯

_{"Sweater Weather" is just lo-fi for engineers.}

_{built with obsession · deployed with intent}

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Ayush ayushsyntax

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