Beyond Chat History: A Multi-Layer Memory Stack for Dockerized AI Agents

Multi-Memory Harness Technique for AI LLM CLI (codex, opencode, pi, etc) PRIMARY CLAIM — Memory retrieval reduced repeated context reconstruction and likely reduced downstream LLM reasoning/search work. Two Kinds of Mem 2 kinds of ‘long-term memory’, 2 strengths, 2 uses/reasons 1 Postgres PGVECTOR 2 WIKI How the memories are best used › posit: pgv stores … Read more

Understanding Celigo with NetSuite, vs Tim Dietrich SuiteAPI

SuiteAPI Celigo netSuite

Celigo is the do-it-all battleship to accompany the aircraft-carrier that is Oracle NetSuite. This dynamic duo can be pricey. An equally-capable lower-level framework, Tim Dietrich’s SuiteAPI is a free DIY tool that is designed to be maximally leveraged by integrators and coders for significant cost-savings. Both can be used together. One brings much pre-built possibility; … Read more

ORM Explosion due to One-For-All (Laravel, CakePHP, Symfony, etc) Framework

Ormexplo

ORM Explosion due to One-For-All (Laravel, CakePHP, Symfony, etc) Framework It’s 2025 and down through the decades, and technologies, this same awfulness keeps happening … it’s like a fatal flaw of Doing Things The Wrong Way … and an harbinger against relying deeply upon Laravel, CakePHP, Symfony and similar ilk. Get far enough along and … Read more