Agentic Diagnostics: A 3-Tier AI Career Consultant for Personalized Learning Paths

The Problem: Most organizations know they need to train everyone on AI, but they don't know the specific pain points of their different roles. Standard surveys are slow, have low response rates, and often miss the "in-the-moment" hurdles learners face.

The Solution: risecodeblockbuildathon For my Rise Code Block Build-a-Thon submission, I’ve built a tool that replaces the "one-size-fits-all" curriculum with an Agentic Diagnostic Engine.

How it Increases Interactivity & ROI:

• Bespoke Consultation: After foundational training, learners don't just see a list of courses. They meet a "Consultant Bot" where they must describe a real-world hurdle they face with AI.
• Intelligent Prescription: Using Gemini 2.0 Flash, the tool analyzes their specific problem statement and prescribes the single best path from a 36-course catalog.
• Zero-Survey Insights: This is the game-changer. Because learners must enter their problem to proceed, the system collects qualitative data in real-time.

Real-Time Data Dashboard: While the learner gets their custom path, L&D admins get a live "Hurdle Heatmap" in a private Google Sheet.

• Instant Analytics: No need for separate surveys.
• Targeted Strategy: Admins can see exactly which departments are struggling with "SME timelines" or "Technical Integration" as it happens.

Security-First Architecture:

• ☁️ Google Cloud Function: Server-side Python keeps the Gemini API Key 100% hidden from the browser.
• 📜 Google Apps Script: Manages the secure bridge and logs the diagnostic data.
• 📂 Clean Frontend: Modern index, css, and script files provide a premium UX within Rise.

We’ve moved from "guessing what people need" to "knowing exactly what they face"—all while they learn.