Tagged articles

AI‑assisted debugging

2 articles · Page 1 of 1

Aug 6, 2026 · Backend Development

How We Resolved an ERP Inventory Oversell After DeepSeek’s Price Hike Using Seed Evolving

This article documents a real online incident where a delayed payment after order closure caused an inventory oversell, explains the root‑cause analysis of four concurrency flaws, and shows how the Seed Evolving AI model was used to diagnose, design, and implement a low‑cost, repeatable fix.

AI‑assisted debuggingDeepSeekSeed Evolving

0 likes · 12 min read

How We Resolved an ERP Inventory Oversell After DeepSeek’s Price Hike Using Seed Evolving

Su San Talks Tech

Jun 8, 2026 · Backend Development

Building an Enterprise Log MCP: A Hands‑On Guide

The article explains why AI alone cannot reliably analyze logs, proposes wrapping an enterprise Loki or Elasticsearch log system with a custom MCP that separates discovery and query layers, discusses transport and authentication choices, provides complete Python implementation, and shares three production lessons to ensure safe, scalable log querying.

AI‑assisted debuggingElasticsearchLogQL

0 likes · 24 min read

Building an Enterprise Log MCP: A Hands‑On Guide