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Critic Agent

An AI critic that takes learning context, identifies weak points, and gives direct direction on what to improve next.

Learning feedbackAI critiqueTypeScript

Problem

People often need candid, actionable feedback rather than more generic information.

Approach

Built an agent that interprets a learner's context, surfaces flaws, and turns critique into an immediate next step.

Value

Makes feedback more specific, confronting, and useful for deliberate improvement.

Snapshot

An agent designed to find the gap between what someone thinks they know and what they need to work on.

Stack

  • TypeScript
  • LLM workflows
  • Feedback systems

Role

  • Agent design
  • Product thinking
  • Full-stack build

Outcomes

  • Direct learning feedback
  • Actionable direction from context

Build notes

  • Designed around strong, useful criticism rather than soft encouragement.
  • Uses user learning context as the starting point.

Roadmap

  • Progress tracking.
  • Personalized learning plans.

Want something similar built for your product?

I'll scope the path, then ship with reliability in mind.