Field notes from the hard problems.
Practical, plain-language articles from Codinglimits engineers on agentic AI, semiconductor verification, modern QA, Forward Deployed Engineers and how to choose the right engagement model.

Latest articles
What is a Forward Deployed Engineer, and when do you need one?
A Forward Deployed Engineer (FDE) is an engineer placed inside a client team to build and deploy AI solutions on that team's own systems and…
Agentic AI in production: a checklist for enterprise teams
Running AI agents in production needs five things beyond a working prototype: a clear task boundary, an evaluation suite, guardrails on tool…
Staff augmentation vs T&M vs fixed-bid SOW: how to choose
Choose staff augmentation when you have a team and a plan and need specialists fast; Time and Material when scope will evolve and you want a…
How AI is changing SoC design verification
AI is changing SoC verification by helping engineers write testbenches and assertions faster, prioritise regressions, triage failures and cl…
The AI-enabled SDET: what modern QA looks like
An AI-enabled SDET combines classic test automation with AI test agents: generating test cases from requirements, self-healing broken select…
From copilots to autonomous agents: an AI to AGI maturity model
Enterprise AI matures in four stages: Assist (copilots inside existing tools), Automate (task and voice agents that finish work), Orchestrat…
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