ENGINEERING STUDIO / GUIDED SYSTEM EXPLORER

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Challenge the design.

Fifteen browser-only modules explain architecture judgment, failure handling, security, and evidence. Start with the path that matches why you are here.

LOCAL / SAFE15interactive modules
STUDIOExplore the reasoning

Deterministic, synthetic, browser-only modules for inspecting design decisions.

PLAYGROUNDRun the model

Live inference with Gemini primary, Groq and OpenRouter fallbacks, visible limits, and server-side keys.

Open live Playground
MODULE 01 ACTIVERole-Fit LensLOCAL / SYNTHETIC / SANITIZED
01 / ROLE-FIT LENS

See the evidence through your hiring lens.

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CURRENT LENS

Recruiter

Impact, relevant experience, and a clear path to the résumé.

100+ engineers supported200+ task-specific evaluation cases10× baseline traffic validated

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