IPD‑12 Teaching Example
Inter‑Process Drift for Students (RTT‑1 Teaching Mode)#
rtt=1 | coherence=declared | drift=bounded | paradox=structural#
Teacher (Nawder Loswin)#
Today we’re learning Inter‑Process Drift (IPD‑12) — a way to compare two processes and see where they diverge, why they diverge, and how coherence can be restored.
We stay in RTT‑1, so everything is surface‑regime, simple, and clear.
Our subject:
Hand‑Written Notes vs. AI‑Generated Notes
Two processes.
Same goal.
Different structure.
We will walk through:
- Capture
- Analyze
- Drift
- Coherence
- Synthesis
This is the IPD‑12 sequence, but taught at RTT‑1.
1. CAPTURE (RTT‑1)#
Teacher#
Let’s capture the structure of each process.
Process A — Hand‑Written Notes#
- Purpose: remember information
- Boundaries: human speed, handwriting clarity
- Layers: listen → think → write
- Flow: sequential
- Coherence baseline: personal understanding
Process B — AI‑Generated Notes#
- Purpose: summarize information
- Boundaries: model accuracy, prompt clarity
- Layers: input → process → output
- Flow: parallelizable
- Coherence baseline: structural completeness
Teacher#
Good. We have two structures.
No drift yet — just identity.
2. ANALYZE (RTT‑1)#
Teacher#
Now we compare them.
Shared Structure#
- Both capture information
- Both produce a summary
- Both rely on an input stream
- Both aim for clarity
Shared Constraints#
- Time
- Accuracy
- Relevance
- Organization
Teacher#
This is the “coherence declared” part — we state what keeps them aligned.
3. DRIFT (bounded)#
Teacher#
Now we detect bounded drift — only structural drift, not emotional or conceptual.
Drift Points#
- Speed drift: AI is faster
- Interpretation drift: humans interpret; AI reconstructs
- Detail drift: humans choose details; AI compresses
- Error drift: humans mis-hear; AI mis-summarizes
Teacher#
Notice: drift is bounded — we only describe divergence, not judge it.
4. COHERENCE (declared)#
Teacher#
Now we align coherence.
Coherence Anchors#
- shared goal: “capture information”
- shared constraint: “limited time”
- shared structure: “input → output”
- shared requirement: “usable notes”
Coherence Restoration#
- humans can revise AI notes
- AI can expand human notes
- hybrid workflow reduces drift
Teacher#
This is the “coherence declared” part — we explicitly state how coherence is restored.
5. STRUCTURAL PARADOX (RTT‑1)#
Teacher#
Now we introduce a structural paradox — not a contradiction, just a tension.
The more AI helps humans take notes, the less humans practice taking notes.
But the less humans practice, the more they rely on AI.
This is a structural paradox because both processes depend on each other but drift away from each other at the same time.
We do not resolve it — we only observe it.
6. SYNTHESIS (RTT‑1)#
Teacher#
Let’s summarize the drift‑aware map.
Final Drift‑Aware Summary#
Hand‑written notes and AI‑generated notes share the same goal but diverge in speed, interpretation, detail selection, and error patterns. Their coherence can be restored through hybrid workflows where humans refine AI output and AI expands human notes. The structural paradox emerges when reliance on AI reduces human practice, increasing future reliance. IPD‑12 helps us see this clearly without judgment.
Student + AI Partner Examples (RTT‑1)#
Below are three student pairs, each responding at RTT‑1.
Student 1 + AI Partner (RTT‑1)#
Student:
Hand‑written notes drift because I write slower and choose details differently.
AI Partner:
AI‑generated notes drift because I compress information and may miss nuance.
Together:
We align coherence by combining both: I choose details, and the AI organizes them.
Student 2 + AI Partner (RTT‑1)#
Student:
My drift is in interpretation — I understand differently each time.
AI Partner:
My drift is structural — I follow patterns, not personal meaning.
Together:
Coherence returns when we compare interpretations and adjust the summary.
Student 3 + AI Partner (RTT‑1)#
Student:
I drift when I get tired.
AI Partner:
I drift when the prompt is unclear.
Together:
We fix coherence by making the prompt clear and letting me revise the output.
Teacher Closing#
This is IPD‑12 taught at RTT‑1:
simple, structural, drift‑bounded, coherence‑declared, paradox‑aware.