One Delivery Standard, Start to Finish.
Every engagement draws from the same practice areas — scoped, audited, and shipped to production, not left as a demo.
AI Strategy & AI-tecting
A fixed AI readiness assessment, use-case prioritization, and a phased roadmap — before any code.
Agentic Workflow Engineering & Orchestration
Deterministic finite state machines, human-in-the-loop approvals, full audit logs.
Quantitative FinTech Pipelines & Real-Time Risk Engines
Sub-millisecond ingestion, Greeks drift tracking, proven on myMTree.
Private LLMs & Enterprise RAG Systems
Built on Claude, VPC-isolated, SOC2/GDPR-aligned.
Cloud Infrastructure Modernization & DevOps
Event-driven microservices, zero-downtime migrations.
Delivery, Governance & Improvement
Deployment doesn't end the engagement — audit trails, drift monitoring, and certification evidence stay on.
AI Strategy & AI-tecting
Proven before it's built, not after a sprint reveals the gap
Every engagement runs on the same discipline as The Harness Framework: prove the use case is worth building before scope grows. That means a fixed AI readiness assessment against the business objective, a use-case prioritization matrix so effort goes where it pays back, and a phased transformation roadmap — the architecture decisions get made up front, not discovered mid-sprint when a constraint nobody scoped for shows up.
Agentic Workflow Engineering & Orchestration
Deterministic, not improvised
Multi-step autonomous LLM agents backed by deterministic finite state machines, human-in-the-loop approvals, and full transaction audit logs. An agent's next move is always a known state transition — never a fresh guess from the model.
Quantitative FinTech Pipelines & Real-Time Risk Engines
Proven on our own product, not just a client's
Sub-millisecond data ingestion, real-time portfolio health monitoring, Greeks drift tracking, and automated risk firewalls. This is the exact discipline behind myMTree, the trading platform we built and operate ourselves.
Private LLMs & Enterprise RAG Systems
Built on Claude, not a public chat endpoint
Built on Anthropic's Claude models, deployed VPC-isolated with tenant-scoped retrieval pipelines, SOC2/GDPR-aligned data handling, and real vector indexing.
Cloud Infrastructure Modernization & DevOps
Held up in production, not in a slide
Next.js and Postgres monorepos refactored into resilient, event-driven services; zero-downtime database migrations; deployment pipelines running on pm2 and nginx that we've watched hold up in production.
Delivery, Governance & Improvement
Shipped, then kept honest
Deployment is a milestone, not an exit. We manage the transition from sandbox to production with change management and team training built in, then stay on for governance: safety protocols, model-drift monitoring, audit trails, and certification evidence for regulated industries. The same discipline that governs myMTree's live risk engine governs every engagement we deliver — iterative improvement is a line item, not an afterthought.