Practical AI build patterns for SMEs.
Implementation-oriented topics for operators, product owners, and automation leads who want to see how AI-assisted software can be built, tested, and governed in real workflows.
Implementation playbooks
These guides focus on practical workflow design: inputs, automation steps, control points, and metrics that show whether AI is helping.
A2A + MCP enterprise architecture, layer by layer
Combining discovery, reasoning, routing, tooling, streaming, and deployment into one production-shaped framework.
Deploying an A2A Vision Agent with Docker and Cloud Run
Containerizing a multimodal agent and shipping it to a real public Cloud Run endpoint.
Real-time streaming with the official A2A SDK and LangChain
Replacing one blocking JSON reply with a live working / input_required / completed event stream.
Combining A2A with MCP for direct system access
One Host Agent, two tool types: A2A for talking to other agents, MCP for reading files and running local tools.
Multi-agent routing with an LLM-driven Orchestrator
Three single-purpose agents plus a registry and an Orchestrator that lets an LLM decide who handles each request.
Upgrading an A2A agent with Google ADK and Gemini
Turning a hard-coded reply into a real reasoning agent with session memory and JSON-RPC 2.0.
A2A protocol basics: agent discovery and task execution
How two AI agents that have never met still understand each other, via a shared discovery and task-execution handshake.
Building a production-ready n8n lead qualification agent
Study a real n8n + Claude workflow and turn it into a stronger production pattern for scoring, routing, replying, and logging leads.
Building an agentic middleware for messy cross-platform data sync
Use agents only around the messy parts of integration: validation, deduplication, explanation, and exception handling.
Automating weekly sales reports from CRM and team updates with AI
Create a repeatable sales brief that combines pipeline movement, team context, source links, and risk signals.
Turning field operator voice notes into structured company wiki entries
Capture field knowledge as reviewed, searchable documentation instead of scattered recordings.
Building an automated onboarding workflow with AI document routing
Turn one new-hire intake into the right HR, IT, finance, manager, and compliance tasks.
How to automate invoice extraction from email to ERP with AI
Move invoices from inbox to extraction, validation, approval, audit, and ERP update with fewer manual touches.