The DevForest Perspective

Field notes from shipping AI in the real world.

Written for operators, by people who do the work. No takes you've already read on Twitter.

Featured · Strategy

Beyond the pilot: what production-grade AI actually requires.

The honest checklist that separates a working demo from a system you can hand to a regulated business and walk away from.

14 min read·April 2026·by Eli Marsh
HealthcareAgents

Reducing claim denials across the revenue cycle with agentic AI

10 min read · April 2026
Manufacturing

How drawing-revision drift quietly costs manufacturers a quarter of margin

8 min read · March 2026
MLOps

Drift, decay, and the unglamorous half of AI engineering

12 min read · March 2026
Voice

Latency budgets for voice agents that don't feel like robots

7 min read · February 2026
Security

Air-gapped LLMs: a practical playbook for regulated industries

15 min read · February 2026
RAGEval

RAG eval: the test set you actually want, not the one you have

11 min read · January 2026
Agents

Bounded autonomy: how we keep agentic systems safe to deploy

9 min read · January 2026
Real Estate

Lease abstraction at portfolio scale: from days to hours per lease

8 min read · December 2025
Vision

Why your vision QA pilot stalls — and the four things that fix it

10 min read · December 2025