HTAP Was Right. AI Agents Are Proving Why.
PingCAP argues that Databricks' newly introduced LTAP architecture is not a breakthrough but a validation of the HTAP architecture that TiDB has provided for years. The company states that AI agents, …
PingCAP argues that Databricks' newly introduced LTAP architecture is not a breakthrough but a validation of the HTAP architecture that TiDB has provided for years. The company states that AI agents, …
PingCAP CEO Siddon Tang argues that choosing a database for scale is a ten-year decision that caps a company's growth potential, and that as AI agents become primary users, infrastructure choices refl…
TiDB completed a 45-day white-box security assessment by NCC Group, which found zero critical, high, or medium severity issues across 20 repositories. All eight findings were rated Low, covering defau…
A fintech engineering team built an AI agent platform using five separate data systems, leading to consistency bugs that caused a double-spend under load. The author argues that fintech teams operatio…
PingCAP's research team introduced TINE, a system that binds every AI agent iteration to a Git commit, a TiDB branch, and a sandbox runtime to solve schema drift, irreproducible state, and rollback ga…
A wave of large software companies in 2026 are cutting tens of thousands of roles and restructuring, driven by the need to consolidate data systems for AI agents. Conway's Law is operating in reverse:…
TiDB has introduced a unified database approach for AI agent memory that stores text, vectors, and metadata in a single table, eliminating the need for separate vector stores and sync jobs. The system…
AI agents that remember user preferences but forget their own prior actions appear unintelligent due to state failures, not model limitations, according to engineers who shipped a memory layer in prod…
A user's RAG-powered customer-support agent incorrectly approved a laptop return because it retrieved a 2023 return policy document instead of the current 14-day policy, despite the query being semant…
Production agents require durable memory systems that support persistence, updates, expiration, and deletion across sessions, not just context windows that carry information into single model calls. A…
In early March 2026, a customer request for persistent agent memory led PingCAP to rapidly prototype and ship mem9, a product born from workflow pain rather than a strategic roadmap. The company learn…
TiDB SCaiLE Europe 2026 will take place Thursday, 4 June 2026, at Epicenter Stockholm, featuring a single-track agenda focused on solving data-layer bottlenecks for agentic AI workloads. Engineers fro…
Kimi K2.6, the open-weight trillion-parameter model from Moonshot AI, now uses TiDB Cloud to power its agent website builder, supporting millions of agent-created tenants without per-tenant database i…
TiDB SCaiLE Europe 2026 will take place on June 4, 2026, at Epicenter Stockholm, bringing together engineers and technical leaders to address database infrastructure challenges posed by agentic AI. Th…
A context platform is emerging as the standard data infrastructure pattern for production AI agents, unifying vector search, structured queries, and real-time analytics in a single operational data la…
SQLite remains the right default for local, single-user agent memory, but developers should migrate when sync logic accumulates around the file rather than when it grows too large. Patching SQLite wit…