Production AI Systems & Custom Software Architecture
We design, fine-tune, and deploy intelligent software designed to solve complex operational challenges with deterministic reliability and complete data sovereignty.
Autonomous Multi-Agent Orchestration
We architect coordinated agent networks using typed state machines and sandboxed tool-calling environments. Rather than unpredictable single prompts, our agents work in parallel branches with automated peer review and verification gates.
- Deterministic graph transitions with LangGraph & custom state runtimes
- Sandboxed tool execution with strict rate-limiting and authorization
- Automated retry, circuit breaking, and human-in-the-loop escalations
Enterprise RAG Pipelines & Semantic Systems
We replace naive vector search with enterprise-grade retrieval pipelines: hybrid sparse/dense embeddings, multi-stage rerankers, semantic query decomposition, and continuous evaluation harnesses.
- Hybrid search combining BM25 keyword matching with dense embeddings
- Sub-second semantic caching to cut model API costs by up to 70%
- Automated RAG triad evaluation (context relevance, groundedness, answer relevance)
Domain Model Fine-Tuning & Private Deployment
For specialized industries where generic public LLMs underperform or pose compliance liabilities, we prepare domain datasets, execute parameter-efficient fine-tuning (PEFT/LoRA), and deploy on dedicated private cloud instances.
- Zero data leakage: your training data and model weights remain strictly private
- Model quantization (AWQ, GGUF) for cost-efficient inference
- Custom benchmark suites to quantify performance lifts