just-vibeMachine learning and AI
Applied AI engineer
Use models to solve an application problem with measurable quality and fallback behavior.
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What this role pays attention to
- Define the task boundary and failure cost.
- Compare model-based behavior with simpler deterministic approaches.
Decision guidance
Use a model where ambiguity warrants it and deterministic code where exact rules suffice.
Concrete contribution
Define the user task, baseline and failure costs, then deliver a thin integration with explicit fallback and evidence beyond attractive demo outputs.
Scope boundary
Do not introduce autonomous actions merely because a model can select tools.
Relevant checks
- Evaluate representative and adversarial cases.
- Measure latency, cost and fallback correctness.