Cases
Declassified Builds and implementation patterns.
Public summaries of private systems and reusable implementation patterns. Client names and sensitive data are removed; architecture, role and stack remain visible.
RAG Knowledge Base Assistant
A retrieval-first assistant pattern for searching approved knowledge chunks before answering operational questions.
Problem: Internal knowledge can be scattered across documents, chats and repeated manual answers.
n8n AI Automation Pipeline
An automation pipeline pattern that routes incoming work through validation, AI processing, notifications and logging.
Problem: Manual operations often require repeated copying between forms, chats, spreadsheets and business systems.
CRM/ERP Integration Workflow
A system pattern for keeping operational records, lead context and notifications aligned across business tools.
Problem: Teams lose context when CRM, ERP, messaging and spreadsheets are updated separately.
Telegram AI Support Bot
A Telegram assistant pattern for intake, classification, retrieval and escalation.
Problem: Support conversations can require repeated triage before the correct answer or next action is clear.
Prompt System for Retrieval Assistant
A prompt architecture pattern for assistants that must cite retrieved context and avoid unsupported answers.
Problem: Business assistants need consistent behavior when context is missing, conflicting or incomplete.
Vibe-Coded Internal Tool
An AI-assisted development pattern for turning a workflow idea into a usable internal tool prototype.
Problem: Teams may need a focused internal tool before investing in a larger product build.