Hands-on skill video feedback clinic

Make limited instructor attention useful across more practice attempts

Confirm the buyer's problem and scope, collect consented practice clips and instructor rubrics, then follow this sequence: 1. Locate task stages. 2. Flag reviewer-selected evidence. 3. Queue targeted expert feedback. Resolve uncertain cases with qualified reviewers, approve instructor-reviewed technique coaching session, and measure instructor minutes per accepted improvement in a new task against a documented baseline.

How the AI works

Use AI to interpret permitted inputs, suggest structured mappings and generate candidate outputs for the three stated task modules. Use deterministic code for arithmetic, schema validation, hard constraints and reproducible tests. Review source-linked explanations and uncertainty before accepting results. One low-risk skill; experts judge technique and safety. A model suggestion is never a verified fact, professional decision or authorization to act.

Safeguards

Use educator-reviewed content and answer keys. Apply appropriate access and consent for learner records and distinguish completion from demonstrated learning. One low-risk skill; experts judge technique and safety. Keep all consequential actions under authorized human control and do not fabricate missing inputs, permissions, professional judgments or market evidence.

What to build first

Pilot scope: One low-risk skill; experts judge technique and safety. Implement one approved input format, a bounded representative case set and the first two task modules: locate task stages; flag reviewer-selected evidence. Support the third module with operator review: queue targeted expert feedback. Include source references, corrections, basic organization access, approval states, export and value measurement. Use managed operator assistance for unresolved exceptions. The cost estimate covers this narrow prototype, not unrestricted multi-tenant scale, complex production integrations, specialist certification or physical operations.

What it can connect to

Learning resources, course portals and educator review processes. Permitted research libraries, interview recording imports, citation exports and document editors. Preserve original source metadata throughout the workflow. Start with authorized file exchange. Validate current provider access, usage rights and schema behavior before promising a connector.

The screens in detail

Primary screens: Research question and consent, Evidence comparison, Reviewed findings and experiment. Organize work by research question. Show a source library, an evidence matrix and a draft findings panel with linked quotations. Keep contradictory findings and unanswered questions visible. Allow reviewers to inspect the original context before accepting an interpretation. Make the task-specific outcome instructor-reviewed technique coaching session visible beside its evidence, review state and value baseline.