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AI engineering workspace
AI Engineering & LLM Agents

Ship reliable AI products with guardrails and observability

I design, build, and harden AI systems: agent orchestration, RAG pipelines, secure tool use, and evaluation loops so models ship safely to production.

What I Deliver

Agentic workflows, grounded retrieval, and production operations that keep latency, cost, and safety in check.

Agent Orchestration

Multi-agent systems with safe tool use, planning, and hand-offs.

  • LangChain/LangGraph workflows
  • Secure tool adapters
  • Human-in-the-loop controls

Grounded Retrieval

Precise RAG pipelines that stay in sync with your data.

  • Vector search & hybrid retrieval
  • Chunking & reranking strategies
  • Freshness & sync jobs

Evaluation & Guardrails

Observability and evals to keep accuracy, safety, and cost on target.

  • Offline/online eval suites
  • Cost & latency monitoring
  • Red-teaming and safety checks

Integrations

Connect AI to the rest of your stack for real business workflows.

  • APIs, webhooks, and CRMs
  • Slack/Discord automations
  • Cloud functions & queues

Performance Tuning

Fast, predictable systems with caching, batching, and fallbacks.

  • Prompt optimization
  • Caching strategies
  • Retrieval + generation fallbacks

Productization

Ship features with CI/CD, feature flags, and staged rollouts.

  • Staging & canary releases
  • CI for prompts & configs
  • Post-deploy monitoring

Build & Validation Process

Lightweight iterations with measurable evals so we know when the system is safe to ship.

1

Problem & Data Discovery

Clarify the user journey, target tasks, and available data sources for grounding.

Use-cases & success metricsData auditRisk & safety checklist
2

Architecture & Prototypes

Design the agent/RAG architecture and validate with fast prototypes and evals.

System diagramPrototype flowsInitial eval harness
3

Build & Integrate

Implement pipelines, tools, and APIs with authentication, logging, and cost controls.

Services & pipelinesTool adaptersMonitoring hooks
4

Evals, Hardening & Launch

Run regressions, red-team tests, and launch with dashboards and incident playbooks.

Eval reportsSafety/latency budgetsLaunch checklist

Ready to build your AI product?

Let's scope your vision, from agentic AI workflows to evals and safety, and ship a production-ready launch plan.