Code is cheap.Judgment isn't.
The Generation-Judgment Gap is widening. Engineers who can evaluate, decide, and own outcomes are becoming the scarcest resource in software.
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The Generation-Judgment Gap
0%
decline in entry-level engineering jobs since 2022
Fortune, WEF
0%
of AI-generated code contains security vulnerabilities
Stanford research
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tools exist to train engineering judgment
AI accelerates code generation. But someone still has to decide: Should we split this service? Is this PR safe to merge? Which trade-off is acceptable?
These judgment calls — the ones that distinguish a senior engineer — have no training ground. Until now.
The Case Method for Engineers
MBA students learn through case studies. Why don't engineers?
What exists today
Coding drills
System design knowledge
Incident response sims
Judgment training
What Doxa Dev provides
Real-world scenarios with no single right answer
Your judgment vs. expert perspectives
AI-powered feedback on reasoning gaps
Pattern recognition across decision types
Built on Decades of Decision Science
Grounded in Naturalistic Decision Making (NDM) and scenario-based training research.
“Scenario-based training improved decision accuracy by 21–28% in just 1–3 hours across military and emergency response domains.”
Doxa Dev adapts these proven methods for software engineering — the first platform to bring scenario-based judgment training to IC engineers. We use a ShadowBox-inspired approach and will validate effectiveness with our own data.
How It Works
Read
Real-world scenario
Decide
Make your judgment
Explain
Write your rationale
Compare
See expert perspectives
Grow
AI feedback on gaps
Why I'm Building This
“As a senior engineer, I've watched talented developers struggle — not with code, but withdecisions. When to push back on a design. Whether to split a PR. How to evaluate AI-generated architecture. I built Doxa Dev because no one is training the skill that actually separates senior engineers from everyone else:judgment.”
Train the Skill That Matters
Be the first to access engineering judgment training when we launch.
No spam. We'll notify you when early access opens.
Follow the journey