ADVANCED TRIALS
Prove it under pressure.
Trials are realistic scenarios with a hard time budget, strict attempt discipline, and human rubric scoring. Pass one and it becomes hash-verified evidence on your Capability Record. Assessments test what you know — trials test what you can do.
Trial: Debug the Broken RAG Pipeline
A production RAG support assistant suddenly started returning wrong or empty answers after a deploy. You are handed the pipeline description and logs. Produce a written incident report: the root cause, the evidence that proves it, the fix, and how you would prevent recurrence.
Trial: Design a Rate Limiter Under Constraints
Your team's public API is being scraped. Design and implement (in Python, as text) a rate limiter that protects the API without punishing legitimate bursty clients. Deliver: the algorithm choice with justification, working Python code, and a short test plan.
Trial: Audit an AI Feature for Injection Risk
Product wants to ship a new AI feature. Perform a security audit of the design: identify the injection surface, rank the top three attack paths by risk, and write the mitigations you would require before launch.
Passed trials appear on your Capability Record and in professional-tier share links. Failed or abandoned attempts stay private to you.