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Agent Builder
Design agents with instructions, knowledge, memory, tools and guardrails.
Explore → AI AGENTS • AUTOMATION • ENGINEERING
Build. Automate.
Think with AI.
Practical architectures, experiments and engineering guides for building reliable AI agents, intelligent automation and modern financial technology.
AI Agents•MCP•Playwright•Fintech
HARSH AI / AGENT LAB● LIVE
MCP
API
WEB
DATA
AIAGENT
Tools + Memory + Planningv0.1
AI AGENTS
MCP
LLM ENGINEERING
QUALITY ENGINEERING
FINTECH
WORKFLOW AUTOMATION
01 / AGENT LAB
From AI ideas to working systems.
Explore patterns for agents that can reason, use tools, execute workflows and produce measurable outcomes.
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MCP & Tools
Connect agents to enterprise APIs, services, databases and developer tools.
Learn MCP →◎
Browser Agents
Use Playwright-style automation to turn browser workflows into agent capabilities.
Read guides →△
Agent Evals
Test reliability, quality, safety and business outcomes—not just model responses.
Explore evals →02 / ENGINEERING
The agent engineering stack.
Patterns that connect models to real software systems.
INTELLIGENCE
LLMs
Reasoning
Memory
Knowledge
↓
ORCHESTRATION
Agents
MCP
Temporal
Guardrails
↓
EXECUTION
APIs
Browser
Data
Enterprise Systems
03 / AI + FINTECH
Where AI meets real-world financial systems.
Deep dives into banking workflows, KYC/AML, lending, trade finance, quality engineering and intelligent operations.
Explore fintech →KYC / AMLOnboarding & screening
LendingOrigination & servicing
Trade FinanceWorkflow intelligence
Quality EngineeringAI-powered testing
04 / THE BLOG
Get new posts →Learn by building.
What Are AI Agents? A Practical Architecture Guide
Understand the components that turn an LLM into a useful, tool-using system.
Model Context Protocol: A Developer's Guide
How a standard tool interface can connect agents to enterprise capabilities.
From API Workflows to Automated E2E Tests Using AI
A practical blueprint for turning service workflows into user-journey validation.
05 / PROJECTS
What we're building.
01Banking AI Agent
Agent patterns for digital banking operations.
IN DESIGN02QA Agent
Generate, execute and analyse E2E tests from business workflows.
EXPERIMENT03MCP Service Hub
A practical gateway between AI agents and enterprise APIs.
ROADMAP