Strategy | GenAI | Automation

Architecting AI Systems that behave, explain, and deliver.

I translate AI hype into composable copilots, evaluators, and automation fabrics. Below is the toolbox: everything from data readiness and model engineering to AI safety, governance, and human enablement.

LLMsMultimodalMLOpsEvaluatorsAI Safety

Live Graph

Model ReadinessInfra Health
DataModelOpsSafety

Realtime signal: guardrails green, inference latency 320ms, eval harness scheduled.

Latest deployment › "Elysium Copilot" with retrieval + tool router. Evaluators logging 300 conversations/hour with automatic bias probes.

Capability Field Guide

Every AI discipline, orchestrated.

Strategy, data, model engineering, safety, adoption, and automation. Nothing left to chance.

01

AI Strategy & Product Discovery

Executive framing, use-case prioritization, KPI stacks, ROI models, ethical risk grids.

Value MappingAI CanvasGuardrails

02

Data Foundation & Retrieval

Vector stores, RAG pipelines, embeddings governance, feature stores, and context caching.

WeaviatePineconeFeast

03

Model & LLM Engineering

Prompting frameworks, fine-tuning labs, tool routers, retrieval orchestration, and hybrid agents.

LangChainLlamaIndexAnthropicOpenAI

04

AI Platform & MLOps

Feature pipelines, CI/CD for models, monitoring, rollback lanes, and infra automation.

MLflowKServeVertex AI

05

Evaluation & Safety

Automated eval harnesses, hallucination tests, bias detection, privacy & policy enforcement.

RagasTruLensAzure Content Filters

06

Automation & Agents

Workflow automation, agent orchestration, integration with business tools, and closed-loop feedback.

AutoGenCrewAIZapier

07

Multimodal & Voice

Vision, speech, and document intelligence with streaming architectures and latency targets.

WhisperVision APIsSpeechmatics

08

AI Adoption & Enablement

Playbooks, training, change management, data literacy, and design for human-in-the-loop workflows.

AI AcademyPrompt ClinicsDesign Ops

09

Responsible AI & Compliance

Policy frameworks, model cards, audit trails, incident response, and regulatory alignment.

Model CardsEU AI ActIncident Playbooks

AI Spectrum

Stacks we deploy daily.

All the platforms, languages, and tools powering modern AI delivery.

  • Foundation + Models
  • OpenAI, Anthropic Claude, Gemini, Llama, Mistral
  • Fine-tuning: LoRA, QLoRA, PEFT, RLHF
  • Frameworks: PyTorch, JAX, TensorFlow, Transformer libraries
  • Prompt ops: LangChain, Guidance, PromptFlow
  • Data + Platform
  • Warehouses: Snowflake, BigQuery, Databricks, Redshift
  • Vector: Pinecone, Weaviate, Qdrant, Milvus
  • Serving: Vertex AI, SageMaker, Modal, Replicate, BentoML
  • Monitoring: Arize, Weights & Biases, Fiddler, WhyLabs
  • Application + Ops
  • API orchestration: FastAPI, gRPC, GraphQL, tRPC
  • Automation: Temporal, Airflow, Dagster, Prefect
  • UX: Framer Motion, Chakra UI, Tailwind, Three.js
  • Ops: Terraform, Kubernetes, GitHub Actions, Cloudflare Workers

AI Projects

Programs that put AI to work.

Copilot assistants, evaluators, data copilots, and platform work that move the needle.

CompletedLegal Copilot

Enterprise Knowledge Copilot

Cross-system RAG copilot with guardrailed tool use, policy-aware retrieval, and auto-summarized case memos.

1800

Documents indexed daily

93%

Answer confidence

Azure OpenAILangChainPinecone
LiveOps Automation

Agentic Ops Automation Mesh

Multi-agent orchestrations that triage ITSM tickets, call APIs, and post updates with continuous evaluator loops.

72%

Tickets autonomous

8 min

Avg. resolution

CrewAIServiceNowDatadog
CompletedMedia Studio

Multimodal Creative Suite

Built a creative ideation suite with text-to-image/video workflows, consistent brand tokens, and human approval flow.

5x

Faster storyboard

0

Brand drifts

Stable DiffusionRunwayCLIP
In progressHealthcare AI

Responsible Clinical Assistant

HIPAA-ready voice assistant with on-device speech, secure retrieval, and bias auditors for clinical documentation.

40%

Charting time saved

100%

PII redaction

WhisperHIPAA CloudTruLens

Delivery Rhythm

AI Program Lifecycle

Phase 01

Discover & Architect

AI readiness, data audit, value framing, north-star success metrics, and initial prototype canvas.

Phase 02

Engineer & Orchestrate

Data pipelines, model selection/fine-tune, evaluators, tool integration, and human-in-the-loop design.

Phase 03

Operate & Scale

Continuous evals, safety monitoring, enablement, adoption programs, and roadmap evolution.

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