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Prompting Foundations + Job Brief

Class 1

Prompting Foundations

PTF + Job Brief

Use Perplexity for facts, LLMs for synthesis (Claude, Gemini).

Learning Outcomes

PTF Prompting

Structure

Persona: Senior recruiter for [role]
Task: Extract must-haves, nice-to-haves, quant skills, red flags
Format: JSON with fields [must_haves, nice_to_haves, metrics, risks]
Constraints: Cite lines or sections from posting
Examples: Include 1 filled JSON sample

Perplexity → LLM Blend

  • Perplexity: fetch posting, company facts, citations.
  • Claude/Gemini: synthesize Job Brief from notes.
  • Iterate with constraints and rubrics.

In-Class Exercise

  1. Pick a target role and paste a posting.
  2. Run Perplexity queries for company, product, recent news.
  3. Create the Job Brief JSON with an LLM using PTF.

Assignment

Tools & Setup

LLMs & Access

  • Claude, Gemini Pro 2.5; images with Gemini Flash 2.5
  • OpenRouter for broad model access

Prototyping

  • Lovable, Replit, Bolt.new/Bolt.DIY
  • IDE agents: Cline, RooCode, Cursor, Claude Code