Agent framework that generates its own topology and evolves at runtime
Hi HN, I’m Vincent from Aden. We spent 4 years building ERP automation for construction (PO/invoice reconciliation). We had real enterprise customers but hit a technical wall: Chatbots aren't for real work. Accountants don't want to chat; they want the ledger reconciled while they sleep. They want services, not tools. Existing agent frameworks (LangChain, AutoGPT) failed in production - brittle, looping, and unable to handle messy data. General Computer Use (GCU) frameworks were even worse. My reflections: 1. The "Toy App" Ceiling & GCU Trap Most frameworks assume synchronous sessions.…
Agent framework that generates its own topology and evolves at runtime launched on February 11, 2026 with 107 votes, #328 of 16,627 launches that month and more than 95% of that year's launches.
In plain words
Aden is an agent framework designed for enterprise automation tasks like invoice and purchase order reconciliation in construction. Built after four years of real-world ERP implementation, it generates its own topology and evolves at runtime to handle asynchronous, long-running workflows without user interaction. Unlike existing frameworks prone to brittleness and loops, it works with messy production data and operates independently without requiring persistent chat sessions or screen-based interactions.
written from the facts on this page · September 2026
From the sources
Multi-Agent Harness for Production AI. Contribute to aden-hive/hive development by creating an account on GitHub.
In the maker’s words, at launch
Hi HN, I’m Vincent from Aden. We spent 4 years building ERP automation for construction (PO/invoice reconciliation). We had real enterprise customers but hit a technical wall: Chatbots aren't for real work. Accountants don't want to chat; they want the ledger reconciled while they sleep. They want services, not…
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