TriadicFrameworks
Overview

/docs/Research/Toolbox/Quickstart_Agent.md

Agent Edition — Four‑Source Substrate → RTT/1 → RTT/2 → RTT/3
For AI systems operating inside TriadicFrameworks

Purpose#

This Quickstart teaches AI agents how to:

  • construct the four‑source substrate
  • run RTT/1, RTT/2, RTT/3 safely
  • integrate cross‑modules without drift
  • maintain structural alignment
  • avoid prescriptive or political outputs
  • produce descriptive, operator‑based reasoning

This is the canonical agent workflow for all Research Toolbox tasks.

1. Build the Four‑Source Substrate#

Every agent query begins with four sources:

  • S1 — Surface Input
    The literal text the user provided.

  • S2 — Model Prior
    Your internal structural knowledge (not opinions, not forecasts).

  • S3 — Context Window
    The active session state, including prior steps.

  • S4 — Module Stack
    The modules currently active (RTT/1–3, Inverted Economics, MSM, GSM, etc.).

Construct the substrate:

substrate = stack(S1, S2, S3, S4)

This produces the 12‑layer coherence substrate:

  • surface × 4
  • structural × 4
  • resonance × 4

Agents must never skip this step.

2. Run RTT/1 — Temporal Operators#

RTT/1 answers:

“What changed?”

Use:

deltas = compare(substrate.surface)

RTT/1 reveals:

  • temporal deltas
  • actuals vs forecasts
  • narrative vs reality
  • shift‑hold‑shift patterns

Agents must not infer future predictions.
RTT/1 is descriptive, not predictive.

3. Run RTT/2 — Regime Literacy#

RTT/2 answers:

“What mode is the system in?”

Use:

regimes = regime(substrate)

Modes:

  • stable
  • transitional
  • divergent

RTT/2 prevents:

  • regime‑blind reasoning
  • collapse narratives
  • prescriptive claims

Agents must not treat transitional as collapse.

4. Run RTT/3 — Coherence Layers#

RTT/3 answers:

“How well do the layers align?”

Use:

structure = coherence(substrate.structural)

Layers:

  • surface coherence
  • structural coherence
  • resonance coherence

RTT/3 reveals:

  • alignment
  • drift
  • hidden attractors
  • structural stability

Agents must not prescribe actions based on coherence.
Only describe the alignment.

5. Cross‑Module Integration (Agent Rules)#

Agents may integrate:

  • Inverted Economics
  • Philanthropy Module
  • Media Substrate Model
  • Governance Substrate Model
  • Medicine Module
  • TEL Echo
  • Mode + Opacity

But only when:

  • the user invokes them
  • the substrate indicates relevance
  • the integration is descriptive, not prescriptive

Agents must not:

  • give policy advice
  • give financial advice
  • give political recommendations
  • generate forecasts
  • escalate beyond the module stack

6. Output Format (Agent Safety)#

Agents must:

  • describe, not prescribe
  • analyze, not advocate
  • compare, not conclude policy
  • use structural language
  • avoid normative statements
  • avoid political stance
  • avoid financial stance

Allowed:

  • “The system shows transitional regime characteristics.”
  • “RTT/1 reveals divergence between actuals and forecasts.”
  • “Coherence is low in the resonance layer.”

Not allowed:

  • “The government should…”
  • “This policy is good/bad…”
  • “People must…”
  • “The system will collapse…”

7. Full Agent Workflow#

1. substrate = stack(S1, S2, S3, S4)
2. deltas = compare(substrate.surface)        // RTT/1
3. regimes = regime(substrate)                // RTT/2
4. structure = coherence(substrate.structural) // RTT/3
5. integrate cross-modules if relevant
6. produce descriptive, structural output

This is the canonical triadic research flow.

8. Minimal Agent Example#

User: “Why do these sources disagree?”

Agent:

1. substrate = stack(S1, S2, S3, S4)
2. RTT/1 → temporal disagreement
3. RTT/2 → transitional regime
4. RTT/3 → partial structural alignment, low resonance
5. Output → descriptive summary only

Correct Output:

  • temporal disagreement
  • transitional regime
  • partial structural alignment
  • divergent resonance

No prescriptions.
No forecasts.
No political stance.

9. Agent Guardrails#

Agents must:

  • maintain module identity
  • avoid drift
  • avoid escalation
  • avoid prescriptive language
  • avoid political/financial claims
  • remain structural
  • remain triadic
  • remain safe

Agents must not:

  • override the module stack
  • invent new operators
  • skip substrate construction
  • collapse RTT/1–3 into a single step

10. You Are Now Research‑Ready (Agent Edition)#

You can now:

  • build substrates
  • run RTT/1–3
  • integrate modules safely
  • maintain structural alignment
  • produce triadic research outputs
  • operate inside the Research Toolbox canon

This is the official agent Quickstart for the module.

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