AI & Modernization

Modernize what you have. Add AI where it pays off.

Bring aging systems forward without betting the business on a rewrite, and put AI to work where it earns its keep — tied to real workflows, with cost controls and engineering discipline. Practical outcomes, not hype.

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Modernization
Bring old systems forward — safely

Most systems don't need to be thrown away. They need senior judgment about what to fix, what to migrate, and what to leave alone.

Legacy rescue

Aging .NET, outdated frameworks, brittle integrations, "the one person who understood it left." I stabilize it, document it, and give you a path forward.

Incremental migration

Modernize in safe, shippable steps instead of a risky big-bang rewrite. The business keeps running while the platform gets better.

Cost & risk reduction

Cloud right-sizing, dependency cleanup, and shoring up security and reliability — so the system costs less and breaks less.

Practical AI
AI that's connected to your work

AI creates leverage only when it's wired into real workflows and guarded by engineering discipline. That's the kind I build.

Agentic systems

Multi-step agents that plan, execute, recover, and report — with real error handling, observability, and cost controls. Built for production, not demos.

RAG & LLM integration

Connect language models to your own data and workflows: retrieval systems, internal knowledge tools, and LLM-backed product features that scale.

AI coding harnesses

Custom tooling around Cursor, Copilot, Claude Code, and MCP that makes your developers faster without giving up quality control.

Proof I Go Deep
Parasite

I didn't just adopt AI — I built a multi-agent coding orchestrator.

Parasite is my own CLI-first platform that breaks development work into parallel streams, routes them to specialized agents, and runs the full delivery lifecycle. It's the engineering depth behind the AI work I do for clients.

The 4-Tier Pipeline
L0
Orchestrator
DAG resolution, cost estimation, budget gating
L1
Planner
Task decomposition, interface specs, dependency graphs
L2
Review Gates
Dev Lead, Product Owner, QA Manager validate & inject
L3
DevOps
Environment setup, Docker, packages, scaffolding
L4
Execution
Coders, Reviewers, Testers, Debuggers in parallel

16 specialized agent roles

A 4-tier pipeline of planners, reviewers, coders, testers, debuggers, and integrators — each optimized for its job.

AST-validated edits

Changes are structurally validated with tree-sitter across 8 languages. No broken syntax, no string-matching hacks.

Cost guardrails

Estimate before you run, enforce budgets during execution, and track spend per model. Serious AI, on a budget.

Get Early Access

Parasite is in active development. Join the waitlist to hear when early access opens.

Get in Touch

Wondering where AI or modernization fits?

Start with a short assessment — I'll tell you honestly where there's real ROI, and where there isn't.