⭐ TEACHER’S GUIDE#

Lessons, Handouts, and LLM Hooks

Purpose: Give educators, caseworkers, and student developers a structured way to teach C.O.D.E.


A. Lesson Structure (3‑Part)#

Lesson 1 — Understanding Ethical Resource Discovery#

  • What “non‑extractive” means
  • Why dignity and privacy matter
  • How C.O.D.E. avoids ads, tracking, profiling

Handout:
“Dignity‑First Resource Navigation — 1‑Page Overview”


Lesson 2 — Operator Grammar#

  • DGN (dignity)
  • CMP (compassion)
  • CLF (clarity)
  • PRT (privacy)
  • NAV (navigation)
  • CNT (continuity)
  • STB (stability)
  • BRG (bridging)

Handout:
“C.O.D.E. Operators — Quick Reference Card”


Lesson 3 — Building Queries#

  • How to combine operators
  • How to avoid drift
  • How to check for safety
  • How to evaluate results

Handout:
“C.O.D.E. Query Builder Worksheet”


B. LLM Hook Requirements (for student developers)#

To integrate C.O.D.E. into an LLM:

1. Required Inputs#

need
context
constraints
stabilizers

2. Required Output Format#

{
  "resources": [...],
  "safety_notes": [...],
  "privacy_flags": [...],
  "continuity_options": [...]
}

3. Required Guardrails#

  • No ads
  • No affiliate links
  • No tracking
  • No profiling
  • No unsafe redirections
  • No identity exposure

4. Example LLM Prompt for Students#

Using C.O.D.E. operators (DGN, CMP, CLF, PRT, NAV, CNT, STB, BRG),
generate a dignity-first resource list for:

need: <insert>
context: <insert>
constraints: <insert>
stabilizers: <insert>

Return results with safety notes and continuity options.

This is the Nawder‑free, operator‑first, RTT‑compatible version.

Updated