I build intelligent systems that compound value.
I am a senior architect delivering AI automation, secure decentralized infrastructure, and algorithmic trading engines. 5+ years shipping production-grade systems for funds, enterprises, and venture-backed founders.
Precision-built for decision makers
Every engagement is architected for resilience, observability, and measurable ROI. I design secure data flows, deterministic execution paths, and rigorous deployment pipelines—so you get enterprise reliability with individual ownership.
- ML/LLM pipelines with governance and cost controls
- On-chain systems with formalized security postures
- Latency-aware trading stacks with live risk limits
About Me
I operate as a single-threaded owner across architecture, build, and optimization. My focus: intelligent automation, cryptographically secure systems, and execution-grade trading infrastructure. The outcome is strategic leverage with minimal overhead.
Systems Thinking
I map constraints across data, compute, security, and capital efficiency, then design architectures that stay robust under load and scrutiny.
Enterprise Rigor
Audit-ready code paths, observability-first instrumentation, and deployment practices aligned with regulated and high-stakes environments.
Outcome-Driven
Every deliverable is tied to measurable outcomes: reduced operational drag, faster execution, safer capital flows, and clearer governance.
Core Expertise
Deep, hands-on execution across AI systems, decentralized infrastructure, and automated trading. Each domain is handled end-to-end—from architecture to deployment.
AI Systems & Automation
Custom LLM tooling, retrieval pipelines, reinforcement-learning loops, and deterministic guardrails to reduce manual workflows and surface actionable insights.
- LLM orchestration with policy enforcement
- Vector + SQL hybrid retrieval, embeddings at scale
- MLOps with CI/CD, feature stores, and monitoring
Blockchain & Decentralized Infrastructure
Secure smart contracts, multi-chain bridges, and enterprise-grade nodes with rigorous testing and on-chain observability.
- DeFi protocols, staking, and liquidity mechanisms
- Zero-knowledge friendly designs and audits alignment
- Key management, signing flows, and monitoring
Algorithmic Trading & Quant Systems
Low-latency execution stacks, market data engineering, and risk-managed automation spanning centralized and decentralized venues.
- Strategy research to live trading pipelines
- Exchange connectivity, throttling, and failover
- Risk controls, PnL telemetry, and post-trade analytics
Selected Use Cases
Representative scenarios demonstrating how I design, build, and optimize systems that hold up under production realities.
Policy-Guarded LLM Ops
Designed a retrieval-augmented LLM platform with policy layers, human-in-the-loop validation, and spend telemetry. Reduced manual review by 62% and enabled auditable decision trails.
Capital-Efficient Liquidity Engine
Architected smart contracts with formal verification targets, circuit breakers, and MEV-aware execution paths. Improved capital utilization while maintaining strict risk bounds.
Latency-Conscious Execution
Built a cross-exchange arbitrage stack with failover routing, kill switches, and live risk limits. Achieved consistent sub-25ms decision loops with deterministic logging.
Signal Pipeline Modernization
Modernized market data ingestion with streaming transforms, feature stores, and drift detection. Increased signal freshness while cutting compute costs via adaptive batching.
Why Clients Choose Me
Direct accountability, architectural depth, and a security-first mindset. I translate complex requirements into reliable, performant systems.
Single Accountable Owner
One lead from architecture to deployment—no handoffs, no dilution of responsibility.
Architecture-Led Delivery
Design-first approach with explicit threat models, data contracts, and SLOs before code is written.
Security, Performance, Scale
Secure defaults, latency-aware patterns, and scalability baked into every layer—API, data, and infra.
Strategic Partnership
Advisory-level collaboration with founders, CTOs, CIOs, and PMs to align technology with capital efficiency.
Projects
A selection of builds across AI automation, decentralized systems, and trading infrastructure. Each project reflects production constraints: performance, security, and operability.
LLM Workflow Automation Suite
End-to-end assistant for research, document processing, and reporting with retrieval, policy checks, and measurable cost controls. Built to be auditable, fast, and safe-by-default.
- RAG with source-grounding + citations
- Guardrails + approval workflow
- Usage, quality, and spend telemetry
On-chain Monitoring & Alerting
Event indexing, invariant checks, anomaly detection, and runbook-driven response flows.
Discuss this buildQuant Execution Engine
Risk-managed routing, deterministic logs, kill switches, and backtest-to-live pipelines.
Discuss this buildReal-time Signal Infrastructure
Streaming transforms, feature stores, and drift monitoring for production signal quality.
Discuss this buildWorking Process
Transparent, measurable stages—each with explicit deliverables, acceptance criteria, and operational safeguards.
Discovery & Strategy
Clarify objectives, constraints, compliance needs, and success metrics. Produce a concise architecture brief.
System Architecture
Design data flows, threat models, and SLOs. Select stack components mapped to performance and governance.
Development & Validation
Implement services, contracts, and pipelines with automated tests, simulation, and observability baked in.
Deployment & Optimization
Harden environments, roll out gradually, monitor, and tune for latency, reliability, and cost.
Certificates
Credentials and structured learning that back up my delivery across AI systems, decentralized infrastructure, and execution-grade engineering.
Deep Learning Specialization
Coursera / DeepLearning.AI
Blockchain Security & Smart Contract Auditing
Professional Training
Algorithmic Trading & Quant Research
Quant Program
MLOps Foundations
Professional Certificate
Cloud Architecture Fundamentals
Professional Certificate
View all certificates 25+ credentials
Technology Stack
Selected, proven tools chosen for security, performance, and operability—no unnecessary complexity.
Python
Django
Django REST Framework
FastAPI
Flask
PostgreSQL
MySQL
Redis
Docker
Nginx
AWS (EC2, S3, RDS)
Git
TensorFlow
PyTorch
Scikit-learn
OpenAI APIs
LangChain
Hugging Face
Solidity
Ethereum
Web3.js
Ethers.js
MetaMask
Python
Django
Django REST Framework
FastAPI
Flask
PostgreSQL
MySQL
Redis
Docker
Nginx
AWS (EC2, S3, RDS)
Git
TensorFlow
PyTorch
Scikit-learn
OpenAI APIs
LangChain
Hugging Face
Solidity
Ethereum
Web3.js
Ethers.js
MetaMask
Ready for decisive collaboration
For founders, CTOs, CIOs, and fund managers who need an accountable architect to design and deliver intelligent systems with security, performance, and clarity.