AI Agents & Automation
LangGraph, MCP, MultiBot: agents in production
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Tax-doc review agentA production-style LangGraph pipeline that extracts invoice fields, validates them deterministically, pauses for human approval and resumes from a durable Redis checkpoint.Invoice fields extracted through Pydantic structured outputNIP and VAT maths validated through an MCP server (nip_check, vat_math_check)Dynamic interrupt(): pauses only on low confidence, a failed rule, or a high amountSee how I built it →Hermes KwateryAn agent that finds flats for workers and does the margin maths.A question in plain language plus five sliders: site, headcount, rate, occupancy, commuteLive recalculation, no page reloadA visible stream of the agent's work: portals, listing counts, duplicatesSee how I built it →Lead-huntA public agency register turned into a scored list of leads.Pulls the public employment-agency register, several hundred names at a timeAdds phone, website, rating and review count from mapsA language model reads the company site and fills in housing, scale and sectorsSee how I built it →Accounting portalOne place for documents instead of five channels.Add a company by its tax number alone, details from the public registerClients register only through an invitation linkDrag and drop; files stream straight to Drive and never rest on the serverSee how I built it →