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Awais AnsariSenior AI Engineer & Technical Partner

ENGINEERING CAPABILITIES // ARCHITECTURE TO PRODUCTION

Enterprise AI Engineering & Systems Architecture Services

Disciplined full-stack engineering, custom Model Context Protocol (MCP) servers, deterministic autonomous agents, and production AI applications designed for reliability, speed, and complete client IP sovereignty.

DIRECT ANSWER // CORE SERVICE SPECIALIZATIONS

Awais Ansari provides principal-level enterprise AI systems engineering across four primary specializations: Custom Model Context Protocol (MCP) Server Development (connecting databases and private APIs to Claude Desktop and Cursor), Autonomous AI Agents & Workflows (stateful LangGraph state machines with human approval gates), Custom AI Applications & Enterprise RAG (hybrid pgvector search and semantic caching), and AI SaaS & MVP Engineering (end-to-end commercial architectures for founders delivered in 3-4 week sprints with 100% client IP ownership).

01 // MCP PROTOCOLFlagship Specialization

Custom MCP Server Development

Architect and deploy secure Model Context Protocol (MCP) servers connecting proprietary databases, internal APIs, and SaaS tools directly to Claude Desktop, Cursor IDE, and custom multi-agent clients.

KEY DELIVERABLES & CAPABILITIES //
  • Custom typed tool definitions with strict Pydantic v2 schemas
  • Bi-directional stdio sandboxes & TLS-encrypted SSE cloud transports
  • Granular RBAC, AST query safety guards & read-replica isolation
  • Claude Desktop, Cursor, and enterprise LLM client distribution
TECHNICAL STACK & PROTOCOLS //
FastMCPPython 3.12Server-Sent EventsstdioPostgreSQLOAuth2 / JWT
TYPICAL ENGAGEMENT //

2-4 week focused architectural sprint or embedded fractional engineering partnership. Delivered directly to your private git repository with comprehensive documentation.

02 // AGENTIC WORKFLOWS

Autonomous AI Agents & Agentic Workflows

Replace fragile, non-deterministic prompt chains with robust, graph-based multi-agent state machines built on LangGraph. Engineered for operational autonomy with human approval gates.

KEY DELIVERABLES & CAPABILITIES //
  • Deterministic multi-agent state machines with bounded execution loops
  • Human-in-the-Loop (HITL) review checkpoints for high-risk actions
  • Persistent state checkpointing, error recovery & semantic circuit breakers
  • Distributed step tracing, latency tracking, and cost evaluation harnesses
TECHNICAL STACK & PROTOCOLS //
LangGraphLangChainPythonFastAPIRedisOpenTelemetry
TYPICAL ENGAGEMENT //

2-4 week focused architectural sprint or embedded fractional engineering partnership. Delivered directly to your private git repository with comprehensive documentation.

03 // ENTERPRISE RAG

Custom AI Applications & Enterprise RAG

Production-ready AI web applications, hybrid vector search pipelines, and semantic caching architectures tailored to proprietary business data with zero-hallucination guarantees.

KEY DELIVERABLES & CAPABILITIES //
  • Hybrid dense & sparse vector search combining pgvector with BM25 keyword matching
  • Semantic caching layers cutting repeated query latency and token costs by 60%+
  • Context reranking with cross-encoders to eliminate hallucinations
  • Zero-Data-Retention (ZDR) compliance keeping enterprise data private
TECHNICAL STACK & PROTOCOLS //
PostgreSQL (pgvector)QdrantRedisPythonFastAPINext.js
TYPICAL ENGAGEMENT //

2-4 week focused architectural sprint or embedded fractional engineering partnership. Delivered directly to your private git repository with comprehensive documentation.

04 // AI SAAS & MVP

AI SaaS & MVP Engineering

End-to-end full-stack technical partner for founders and innovators. Architecting, building, and launching commercial-grade AI SaaS products in focused 3-4 week execution sprints.

KEY DELIVERABLES & CAPABILITIES //
  • Scalable multi-tenant cloud architecture with modern Next.js frontends
  • Stripe recurring subscriptions, usage-based metering & customer portals
  • Production-grade LLM orchestration, structured streaming & response caching
  • 100% client code and IP sovereignty transferred directly to private Git repositories
TECHNICAL STACK & PROTOCOLS //
Next.js (App Router)TypeScriptFastAPIStripe APIDockerAWS / Cloudflare
TYPICAL ENGAGEMENT //

2-4 week focused architectural sprint or embedded fractional engineering partnership. Delivered directly to your private git repository with comprehensive documentation.

ENGINEERING INTEGRITY

The Principles Behind Every Production System

Zero-black-box execution built on 13+ years of enterprise software engineering and distributed systems reliability.

100% Client IP Sovereignty

Every line of code, infrastructure config, Dockerfile, and database schema is committed directly to your private repository. Zero vendor lock-in or proprietary consultancy black boxes.

Enterprise Privacy & Zero Data Retention

Commercial LLM configurations enforce strict zero-data-retention (ZDR) agreements. Your proprietary data and internal customer records are never used to train external models.

Principal-Level Execution

13+ years of systems engineering leadership. You work directly with a senior architect—no junior handoffs, no middle management, and no bloated agency overhead.

Start a Technical Conversation

Ready to Engineer a Production AI System?

Discuss your database, multi-agent workflow, or SaaS MVP requirements directly with Awais Ansari. Direct technical partnership with zero agency overhead.

contact@awaisansari.com+91 99264 48944
100% Client Code & IP Ownership
Zero-Data-Retention & NDA Compliant
Direct Principal Engineer Consultation