Dec 12, 2025 · Artificial Intelligence

Why OpenAI’s Forward Deployed Engineering Takes Six Months to Deliver Usable AI

The article explains how OpenAI’s Forward Deployed Engineering (FDE) team bridges the gap between powerful models and real‑world value by embedding engineers on‑site, iterating over a 6‑week technical rollout followed by a 4‑month trust‑building phase, and using eval‑driven development to turn custom solutions into reusable products.

AI deploymentEval-driven developmentForward Deployed Engineering

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Why OpenAI’s Forward Deployed Engineering Takes Six Months to Deliver Usable AI

Fighter's World

Nov 1, 2025 · Artificial Intelligence

What Did OpenEvidence Get Right in High‑Stakes Medical AI?

OpenEvidence’s rapid rise in high‑risk medical AI stems from a trust‑focused system that combines free, evidence‑rich tools, expert‑in‑the‑loop data pipelines, adaptive retrieval, meta‑prompting, and a self‑correcting loop, turning clinicians into empowered research partners while building a defensible commercial moat.

AIAdaptive RetrievalEvidence Retrieval

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What Did OpenEvidence Get Right in High‑Stakes Medical AI?