Building the
Future Today.

MCP-native architecture, agent systems, and real-time inference. We design and ship the AI infrastructure that teams actually run in production.

See our work Get in touch

What we do

Aegis

AI security & governance

We secure LLM, agent, and MCP-native systems. End-to-end auth, request signing, audit logging, and policy enforcement — built for teams shipping AI in regulated environments.

  • Per-request signing & verification
  • Tamper-evident audit trails
  • MCP server hardening & tool gating
  • SOC 2 / HIPAA-aligned by default

NeuralCore

Agent & reasoning systems

We build agent runtimes and reasoning graphs — multi-model orchestration, MCP-native tool use, RAG, evals, and observability. Provider-portable from day one.

  • Multi-agent orchestration (Claude / OpenAI / Gemini)
  • MCP-native tool integration
  • Retrieval, embeddings & vector DBs
  • Evals, traces & replay built in

VelocityML

Real-time inference

We deploy real-time inference for production AI workloads. Millisecond cold-starts, GPU autoscaling, region-aware routing — ship any model, anywhere, at low latency.

  • <50ms p99 cold starts
  • Streaming, token-level real-time
  • BYO-model, BYO-weights
  • GPU autoscale, scale to zero

Stack

// 01

Models & Providers

Claude GPT-5 Gemini Llama Open-weights fine-tuning Multi-modal
// 02

Agents & Tool Use

MCP-native Multi-agent orchestration Custom agent runtimes Tool-calling APIs Computer use Long-horizon planning
// 03

Retrieval & Memory

RAG pgvector Pinecone Hybrid search Re-ranking Semantic caching
// 04

Inference & Compute

vLLM Modal AWS / GCP Edge GPU Streaming inference Token-level routing
// 05

Evals & Observability

OpenTelemetry Custom eval harnesses Regression tests Trace replay LLM-as-judge Cost / latency tracking
// 06

Infra & Delivery

TypeScript Python Rust Postgres Kubernetes Terraform

About

A small team. Across the stack.

We build AI systems end-to-end — MCP-native infrastructure, agent runtimes, retrieval pipelines, real-time inference, and the interfaces on top. We work like a founding team because we are one.

Every engagement ships to production. No discovery decks. No deliverables that don't run.

MCP & Agent Engineering
LLM Systems Architecture
Real-time Inference & Distributed Systems

Let's talk.

If you're building something where AI is the core of the product, we'd like to hear about it.

Get in touch Or email us at hello@novahawklabs.com