AI Coding is not a technical problem — it's a management problem. From requirements to execution to acceptance, building explicit contracts at each stage is the deterministic boundary of AI Coding. A milestone summary from the Agent Management forum.
AgentsZone's roundtable of 19 AI coding pioneers explores how probabilistic LLM systems can ensure code quality through deterministic constraints and independent validation.
A response to PingCAP CTO Edward Huang's "Vibe Engineering 2026.1." Huang rewrote TiDB's PostgreSQL compatibility layer with AI, achieving near-production quality code. But he spends 90% of his time evaluating AI output. How do ordinary teams replicate this?
Complaints that AI-written code is unusable? The problem is not correctly applying iterative methodology. Iteration means repeatedly approximating a fixed goal through multiple attempts. In software development, iteration applies to every stage — from requirements to implementation and testing.