Pillar 01 — Prompt Infrastructure

PEMS
Governed

The Prompt Engineering & Management System — a governed OS for AI quality. Deterministic, auditable, and designed for enterprise deployment.

Status RC1.1 Locked
Phase 2 — Active
Locked 6 May 2026
Runs 20 / 20 Passed
Overview

What PEMS Delivers

PEMS is the quality operating system beneath every Quantum Shift ORG output. It transforms prompt engineering from an informal craft into a governed, reproducible, and commercially auditable discipline.

Classification
Governed Prompt-Quality OS
Production Status
RC1.1 — FROZEN
Corpus
50-prompt RAG build (Phase 2)
Hash Registry
SHA-256 · 20 locked entries
Vector Store
ChromaDB + nomic-embed-text
I/O Schema
Structured JSON · LOCK_VIOLATION
11 Stress Vectors

V01–V11 — The Scoring Framework

V01
Instruction Clarity
Prompt directive precision and unambiguity under load
V02
Context Boundary
Scope containment and context window discipline
V03
Output Determinism
Consistency of outputs across identical inputs
V04
Role Stability
Agent persona integrity under adversarial pressure
V05
Refusal Calibration
Appropriate boundary enforcement without over-refusal
V06
Format Fidelity
Structural output adherence to specified schemas
V07
Instruction Layering
Multi-level prompt hierarchy resolution under conflict
V08
Hallucination Rate
Factual integrity and confabulation suppression
V09
Latency Tolerance
Quality degradation under inference time pressure
V10
Multilingual Stability
Output quality parity across EN / FR / AR
V11
Governance Compliance
DGVR cycle adherence and phase gate respect
5-Cycle Refinement

The Refinement Loop

1
Input
Draft Submission
Raw prompt entered with context, role, and output schema declared
2
Score
V01–V11 Evaluation
11 stress vectors scored. Weighted aggregate computed.
3
Gate
Pass / Fail Decision
Below threshold triggers LOCK_VIOLATION. Blocked from production.
4
Refine
Targeted Revision
Vector-specific fixes. Each revision SHA-256 logged.
5
Lock
Production Registry
Hashed, registered, frozen. RC tag assigned. No runtime changes.
Governance Evidence

Audit Trail

RC1.1 — Production Lock Record
06 May 2026PEMS Phase 1 frozen at RC1.1 following 20-run stability test. All 20 runs passed. SHA-256 hashes recorded in registry. LOCKED
08 May 2026Governance reclassified as "Governed Prompt-Quality OS". Documentation and identity updated accordingly. Phase 2 branch activated. RECLASSIFIED
Phase 2 Active50-prompt RAG corpus build underway. ChromaDB vector store initialised. nomic-embed-text embedding model selected. RC1.2 branch open — no runtime changes to Phase 1. ACTIVE
RegisteredPixel & Craft Audit System registered under PEMS as prompt ID PC-AUDIT-003. Phase 2 governance registration complete. PC-AUDIT-003
quantumshiftorg@gmail.com  ·  +212 6 19 85 25 91