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Practice 01 of 04

AI & LLM Engineering

We design and ship applied-AI systems that hold up in production — from retrieval-augmented generation and agentic workflows to fine-tuned open models served behind real APIs.
  • RAG & LLM Applications
  • Agentic Workflows
  • Model Fine-Tuning
  • On-Device & Edge AI

What we deliver

Where we go deep.

Production LLM systems, RAG pipelines, agentic workflows, and model fine-tuning.
  1. 01

    RAG & LLM Applications

    Retrieval-augmented systems with hybrid search, reranking, and evaluation — grounded answers over your own data.

  2. 02

    Agentic Workflows

    Multi-step agents that plan, use tools, and act safely, with human-in-the-loop where it matters.

  3. 03

    Model Fine-Tuning

    Task-specialized open models (LoRA/QLoRA) with reproducible evaluation against real baselines.

  4. 04

    On-Device & Edge AI

    Quantization and ONNX conversion for privacy-preserving, offline-first inference on constrained devices.

Built by this practice

Running in production.

Retrieval, agents, and model infrastructure — applied AI that runs behind a real API and gets evaluated.
All ai & llm platforms
  • Live
    AI & LLM Platforms

    Cartograph

    Codebase Q&A that cites real files and line numbers

  • Live
    Built withLangGraphFastAPINext.jsDocker

    Forge

    A multi-agent team that turns a spec into a tested repository

  • Live
    Built withFastAPIOpenAI-compatible APIRedisOpenTelemetry

    Sentinel

    Model gateway that routes every request to the cheapest capable model

How we engage

A process built for clarity.

  1. 01

    Discovery

    We start with your problem and constraints — what success looks like, and what it will take to get there.

  2. 02

    Plan & Estimate

    A clear scope, milestones, and a realistic timeline, so you know what you're getting and when.

  3. 03

    Build & Deploy

    Iterative delivery with working software at each step — containerized and shipped, not left in a notebook.

  4. 04

    Support & Iterate

    Once it's live, we monitor, maintain, and improve it under real-world use.

Let's talk

Have a problem worth solving?

Tell us what you're building. We'll help you scope it, build it, and ship it.