Insights

Notes from the work.

Practical writing about Acumatica, integrations, automation, and AI systems built around real operating constraints.

01AISI DevGLM-5.3-Flash makes private agents credible. The hardware bill still matters

Open-weight agent quality is entering the same conversation as hosted frontier models. Running it privately at useful speed can still cost from five figures to a data-centre rack.

02AISI DevAcceptance checks for AI assisted Acumatica development

A practical review path for generated C#, Acumatica behaviour, target releases and complete business scenarios.

03AISI DevThe accounting memory is already in Acumatica

Previous AP Bills can provide a safer starting point for coding new supplier invoices than asking a model to guess.

04AISI DevAcumatica Classic UI has two separate deadlines

Chrome 158's XSLT removal and Acumatica 2026 R2's Classic UI removal require different checks, even if both point towards Modern UI.

05AISI DevAleks Iwan on ERP SEAL Podcast

AISI Technical Lead Aleks Iwan joins Tim Rodman to discuss Acumatica, n8n and where AI belongs in production workflows.