Insights
Insights from engineers who ship to production
AMT's engineers write here about the decisions buyers get stuck on: taking AI from pilot to production, building products that scale, modernising systems nobody wants to touch, and forward deployed engineering. Every article has a named author and a review date, and every figure has a source. No listicles.
Browse by topic
AI and GenAI
RAG, agents, MCP, evaluation, cost and regulation of AI in production
Product engineering
Discovery, scope, architecture and running a software product
Modernisation
Upgrading, migrating and replacing systems without stopping the business
Forward deployed engineering
How to buy, run and judge forward deployed engineering
Guides
Step-by-step guides and checklists
Comparisons
Side-by-side decisions: this or that
Blog
Opinion and field notes from AMT's team
Latest articles
Comparisons
Forward deployed engineering vs staff augmentation vs consulting: who owns the outcome?
Aby Varghese · 20 October 2026
Forward Deployed Engineering
Why AI pilots stall before production, and which blockers an engineer can actually fix
Aby Varghese · 20 October 2026
Guides
How to judge a forward deployed engineering partner: 10 questions before you sign
Aby Varghese · 20 October 2026
Guides
How to build a forward deployed engineering team inside an AI product company
Aby Varghese · 20 October 2026
Blog
AI-Assisted Legacy Modernization: COBOL to .NET
Aby Varghese · Oct 16, 2026
Blog
The Forced Pause: How We Stay Sharp While Waiting for the AI to Finish
Govind & Tharun · Jul 22, 2026
How we write
- A named author on every article, with a bio on the About page.
- A last-reviewed date on every article. Articles with dated facts are reviewed at least every six months.
- Sources linked in the article, not just listed.
- No AI-written filler. Engineers may draft with AI tools, under the same rule as our code: a named person is accountable for every line.