AI Solutions ArchitectLLM EngineerCreator of ShackleAI

Balaji Hariharan

I build production AI agent systems that enterprises trust

From multi-agent orchestration and LLM gateways to governance frameworks and MCP protocol servers — I design, build, and ship the complex AI infrastructure that moves agentic AI from prototype to production.

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About

I'm an AI Solutions Architect and LLM Infrastructure Engineer who builds the systems that make agentic AI work in production — not demos, not wrappers, but the governance, security, cost controls, and orchestration layers that enterprises need before trusting autonomous agents with real workflows.

As the creator of ShackleAI, I designed and built an 11-microservice agent platform from scratch: an LLM gateway with multi-provider routing and PII scrubbing, a credential vault with AES-256 encryption and auto-rotation, RBAC+ABAC governance with kill-switches, and an orchestrator that decomposes natural language into executable multi-agent pipelines using CrewAI and OpenClaw.

My open-source contributions include an MCP memory server (1,853+ npm downloads) and a Python async agent framework on PyPI with 2,000+ tests at 97% coverage, per-call cost tracking across 100+ LLM providers, and 37 built-in tools.

I developed a rapid AI-accelerated development methodology — automated GitHub issue management, AI-driven sprint execution, and a 25-agent AI ecosystem that ships production code at lightning speed: 18 iterations in 3 days, 1,359+ commits across 7 repositories, 7 PyPI releases. This isn't just building AI — it's using AI to build AI, faster than any traditional team.

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18+ Years Before AI Agents

From RPA to AI — I led the first wave of enterprise automation as Managing Director at Softomotive (acquired by Microsoft, became Power Automate). Now I'm building the second wave: autonomous AI agents with governance, security, and enterprise trust built in.

Managing Director, APAC
Softomotive
Acquired by Microsoft → became Power Automate
Principal Engineer
Nagarro
Enterprise application modernization
Service Delivery Lead
FIS
Enterprise automation for BFSI production systems
SAP Technology Consultant
Deloitte
Enterprise systems & process automation
RPA & Enterprise AutomationAI Agent Architecture

Enterprise Clients

MicrosoftWalmartFlipkartAxis BankNedbankSanofiDeloitteCapgemini

Domain Expertise

BFSI & Core BankingRetail & E-CommerceOil & GasPharma & LogisticsAutomobileEnterprise Automation

Projects

Production systems I have built — from AI agent platforms to open-source developer tools.

ShackleAI Platform

241+PRs Shipped

The Operating System for AI Agents — 11 microservices, 142 API routes, 539+ issues closed, 241+ PRs merged, 1,971 CI/CD workflow runs. LLM Gateway, Credential Vault, Agent Governance, Orchestrator, and MCP-native tool infrastructure.

Next.jsTypeScriptPostgreSQLpgvectorRedisDockerMCP

@shackleai/memory-mcp

1,784+Total Downloads

Open-source persistent memory for AI coding tools. The first MCP-native memory server with semantic search, offline embeddings, and zero-config setup. Used by Claude Code, Cursor, and Windsurf developers worldwide.

TypeScriptMCP ProtocolEmbeddingssqlite-vecTransformers.js

ShackleAI Orchestrator

46PRs Merged

Open-source multi-agent orchestrator for production workflows. MCP-native, PostgreSQL-backed, multi-package monorepo on npm. 102 commits, 46 PRs merged, 66 issues closed across 3 milestones.

TypeScriptMCP ProtocolPostgreSQLDockernpm Monorepo

ShackleAI FinServ Platform

253Commits Shipped

Open-source reference platform for banking and financial services. Multi-service Java + TypeScript architecture with ML-powered credit scoring, fraud detection, and document AI. 253 commits, 53 PRs, 106 issues closed with 8 specialized AI agents.

TypeScriptJavaSpring BootNext.jsPostgreSQLPythonDocker

ShackleAI Agent Framework (PyPI)

2,000+Tests at 97% Coverage

Enterprise-grade async-first Python agent orchestration on PyPI. 37 built-in tools, per-call cost tracking across 100+ LLM providers, PyArmor-protected releases. 2,000+ tests at 97% coverage across 117 test files.

Python 3.12AsyncIOLiteLLMPydantic v2FastAPIOpenTelemetry

WhatsApp AI Chat Platform

10Phases Shipped

RAG-powered WhatsApp AI assistant for small businesses. Semantic search over business catalogs and FAQs, automated payment flows via Razorpay, action token parsing for escalation and order management. 10 development phases completed.

Node.jsExpressNext.jsPostgreSQLpgvectorOpenAIWhatsApp API

ShackleGuard

6Attack Categories

"Lighthouse for AI Agents" — AI agent security and red-team testing platform. Automated prompt injection detection, jailbreak testing, PII leakage scanning, hallucination measurement, and EU AI Act compliance reporting. Currently in design phase.

AI SecurityRed TeamingOWASP LLM Top 10Prompt InjectionCompliance

Errakaaram

563Commits Shipped

Production e-commerce platform serving real customers. 29 data models, 124+ pages, device-adaptive routing, Razorpay payments, AWS S3/CloudFront CDN, 563 commits across frontend and backend, automated CI/CD deployment.

Next.jsExpressMongoDBRedisAWSRazorpay

Skills & Expertise

Deep specialization in agentic AI systems — from architecture and LLM engineering to the operational layer that makes agents production-ready.

Agent Architecture

Multi-Agent OrchestrationMCP Protocol (built server from scratch)CrewAI / OpenClaw IntegrationTool Calling & Function ExecutionAgent Governance (RBAC + ABAC)Pipeline Decomposition

LLM Engineering

Multi-Provider Routing (OpenAI, Anthropic, Azure, Bedrock)RAG PipelinesEmbedding Models (OpenAI, MiniLM-L6-v2)Vector Search (pgvector, sqlite-vec)LiteLLM (100+ providers)Prompt Engineering & Policy Enforcement

AI Operational Layer

LLM Gateway (budget, metering, fallback)PII Detection & ScrubbingPer-Call Cost TrackingCredential Vault (AES-256, rotation, audit)Agent Observability (OpenTelemetry)Kill-Switch & Approval Workflows

AI-Accelerated Development

25-Agent AI EcosystemAutomated GitHub Issue ManagementAI-Driven Sprint ExecutionRapid Iteration (18 iterations in 3 days)1,971 Automated CI/CD Runs539+ Issues Resolved via Agents

Platform Engineering

PostgreSQL + pgvectorRedisDocker & Container OrchestrationAWS (S3, SES, Route 53, Lightsail)CI/CD (GitHub Actions)Caddy (Reverse Proxy, Auto-SSL)

Languages & Frameworks

TypeScript / PythonNext.js / React 19FastAPI / ExpressPydantic v2 / ZodVitest / Playwright / pytestAsync-First Architecture

My 25-Agent AI Development Team

Custom-built AI agents I designed and operate — each specializes in a domain, collectively shipping production code 24/7

Opus
Platform Engineer
Backend services, API routes, core logic
Opus
Frontend Engineer
Next.js, React, dashboard UI
Opus
Database Architect
PostgreSQL, pgvector, migrations
Opus
Security Engineer
Auth, RBAC, encryption, OWASP
Opus
Code Reviewer
Quality, patterns, architecture review
Opus
Issue Architect
Sprint planning, gap analysis, GitHub ops
Opus
SEO Engineer
Technical SEO, meta tags, JSON-LD
Sonnet
API Designer
REST/MCP protocol, OpenAPI specs
Sonnet
DevOps Engineer
Docker, CI/CD, VPS, deployment
Sonnet
Test Engineer
Vitest, Playwright, E2E, security tests
Sonnet
QA Orchestrator
Quality gates, lint/build/test validation
Sonnet
Docs Writer
API docs, user guides, runbooks
Sonnet
Release Manager
Versioning, changelogs, rollbacks
Sonnet
Business Analyst
Market research, pricing, positioning
Sonnet
Content Strategist
SEO keywords, content planning
Sonnet
Ecosystem Auditor
Health checks, velocity tracking
Sonnet
UX Auditor
Accessibility, responsive, usability
Opus
FinTech Architect
Financial system design, microservices, compliance
Opus
FinTech Backend
Java Spring Boot, API services, credit scoring
Opus
FinTech Security
PCI-DSS, data encryption, fraud prevention
Sonnet
FinTech Data
ML pipelines, risk models, analytics
Sonnet
FinTech Frontend
Next.js financial UI, dashboards, forms
Sonnet
FinTech Docs
Financial API docs, compliance documentation
Sonnet
FinTech DevOps
Java CI/CD, Docker, multi-service deploys
Sonnet
FinTech QA
Financial test suites, integration testing

Open Source

Tools I have built and released for the developer community.

@shackleai/memory-mcp

v0.5.2

Persistent memory for AI coding tools. The first MCP-native memory server.

... weekly downloads
npm install @shackleai/memory-mcp
11 MCP toolsSemantic searchOffline embeddingsZero config

@shackleai/orchestrator

Open Source

Multi-agent orchestrator for production workflows. MCP-native, PostgreSQL-backed, multi-package monorepo.

Multi-agent orchestrationMCP-nativePostgreSQLTypeScript

Journey

Key milestones in building AI infrastructure.

2025

Founded ShackleAI

Started building the Operating System for AI Agents

2025

Launched Memory MCP

Published @shackleai/memory-mcp on npm — now 1,784+ weekly downloads globally

2025

Built Agent Framework

Python async-first orchestration on PyPI — 2,000+ tests, 97% coverage, 37 built-in tools

2025

Shipped Chat Platform

WhatsApp AI assistant with RAG — 10 development phases completed

2026

V2 Platform Pivot

Integrated OpenClaw + CrewAI for browser automation and multi-agent workflows

2026

Launched Orchestrator

Open-source agent orchestrator on npm — 102 commits, 46 PRs merged, multi-package monorepo

2026

Built FinServ Platform

Open-source banking reference platform — 253 commits, 53 PRs, 106 issues closed, 8 specialized AI agents

2026

AI-Accelerated Development

Built 25-agent ecosystem — 675+ commits, 241+ PRs merged, 1,971 CI/CD runs, 539+ issues closed

Let's Talk

Hiring for an AI infrastructure role, need a specialist for agent projects, looking for a technical co-builder, or want hands-on AI workshops for your team — I'd love to hear from you.

Get in touch
contact@balajihariharan.com