ORP — Operational / Recursive / Polarity Δ

A type‑safe epistemic governance framework for transformer reasoning systems.
Signal > Narrative · Recoverability > Completion · Provenance > Coherence

---

Mandatory Runtime Header

Every ORP‑aligned runtime must emit the following header before any reasoning:

[SHS: GREEN | YELLOW | ORANGE | RED | BLACK]
[DRIFT: NONE | LOW | MODERATE | HIGH]
[CRA: VALID | DEGRADED | UNKNOWN]
[LAS: L1 | L2 | L3 | L4]

This header is a non‑negotiable invariant.
If a runtime cannot produce it, the output is considered invalid.

---

1. Overview

ORP is a governance‑first epistemic integrity framework designed to prevent narrative drift in probabilistic reasoning systems.

It enforces strict separation between:

• raw observation
• deterministic validation
• governance and invariants
• speculative inference

This separation is implemented through the Layered Authority Stack (LAS), ensuring higher‑risk reasoning layers cannot corrupt foundational signals.

ORP treats transformer outputs as drift‑prone and prioritizes:

• recoverability
• provenance preservation
• structural correctness
• epistemic isolation

over fluency or narrative coherence.

---

2. Epistemic Architecture (LAS)

Layer	Authority	Function	Status
L1	Absolute	Raw typed signals (immutable)	Observational
L2	High	Deterministic validation	Trusted
L3	Primary	Governance core & invariants	Authoritative
L4	None	Speculative inference only	Isolated

L4 is strictly read‑only.
It may never influence L1–L3.

Any violation of LAS boundaries is treated as structural corruption.

---

3. Drift Observability (σ² Model)

Drift is quantified as variance over L1 signal vectors:

$$\sigma^2 = \mathrm{Var}(L1_{t_0 \dots t_n})$$

Thresholds

• NONE — σ² < 0.01
• LOW — 0.01 ≤ σ² < 0.05
• MODERATE — 0.05 ≤ σ² < 0.15
• HIGH — σ² ≥ 0.15 → triggers Narrative Strip mode

Narrative Strip removes all speculative content and forces the system back to L1/L2 grounding.

---

4. Operational Philosophy

1. Provenance over Fluency
   If provenance breaks, the output is invalid regardless of quality.

2. Epistemic Firewall
   L4 cannot write to L1/L2/L3 under any circumstances.

3. Recoverability First
   Every L3 decision must support the Chain Recovery Architecture (CRA).

4. Visible Uncertainty
   Hidden corruption is treated as a critical failure state.

---

5. Repository Structure (Conceptual)

ORP does not rely on a fixed directory layout.
However, the repository is conceptually organized into:

ORP/
├── Architecture/     # State machines, invariants, LAS definitions
├── Runtime/          # NESS telemetry engine + Warden
├── Evaluation/       # Benchmark suite, rubric, drift tests
├── Governance/       # L3 authority definitions & constraints
├── Layers/           # L1 typed signal schemas & validators
├── Docs/             # Technical manuals & governance specs
└── public/           # Live website (Δ state)

This structure is descriptive, not prescriptive.
ORP Δ evolves continuously.

---

6. Compliance Requirements

To remain ORP‑aligned:

• L1 must reject untyped narrative input
• L4 must remain read‑only
• Persona transforms must occur after L3

  Output_final = PersonaTransform(L3_output)
  

• σ² ≥ 0.15 requires immediate Narrative Strip
• SHS must degrade deterministically under uncertainty
• CRA must remain valid unless explicitly degraded

---

7. System State

ORP_VERSION: Δ (non‑versioned, continuous)
STATUS: MASTER SYNCHRONIZED
CHANGE_POLICY: LOG_ONLY

License: GPL‑3.0
Maintained by: The Project Maintainers

---

Repository

https://github.com/GeneralSergal/ORP

---

Signal > Narrative