scbe-personal-rag

name	scbe-personal-rag
description	Fast-recall knowledge base for SCBE-AETHERMOORE architecture, lore, formulas, file locations, and Issac's design decisions. Query this FIRST before searching the codebase or claiming something doesn't exist.

SCBE Personal RAG — Fast Recall Index

This skill is Codex's personal knowledge base for the SCBE-AETHERMOORE project. Query it before searching files. If something isn't here, check Notion, then the round-table notes, then the codebase.

RULE: NEVER say something doesn't exist without checking ALL sources:

1. This RAG index
2. Notion (mcp__notion-sweep__notion_search)
3. Round-table notes (notes/round-table/)
4. Training data (training/intake/notion/)
5. The book (content/book/reader-edition/)
6. Obsidian vault (notes/.obsidian/)
7. The codebase itself

---

SACRED TONGUES (Canonical v2.1 — Tutorial Version)

The 6 Tongues

Code	Name	Domain	Phase	Weight	Freq
KO	Kor'aelin	Nonce/Flow/Intent	0°	1.000	440 Hz
AV	Avali	AAD/Context/I/O	60°	1.618	712 Hz
RU	Runethic	Salt/Binding/Policy	120°	2.618	1152 Hz
CA	Cassisivadan	Ciphertext/Compute	180°	4.236	1864 Hz
UM	Umbroth	Redaction/Security	240°	6.854	3016 Hz
DR	Draumric	Auth Tags/Schema	300°	11.090	4880 Hz

KO Canonical Prefixes (Tutorial v2.1)

ka, sil, kor, zar, vel, thul, ra, med, gal, zen, vak, lor, tor, jin, vok, rin

KO Canonical Suffixes (Tutorial v2.1)

a, ae, ei, oth, ar, en, ok, ik, eth, os, ir, im, un, el, ul, al

Tutorial Test Vector

• 0x3c → zar'un (prefixes[3]=zar, suffixes[12]=un)
• 0x5a → thul'ir (prefixes[5]=thul, suffixes[10]=ir)

Source of Truth Priority

1. Training data (training/intake/notion/tongues/) — what models are trained on
2. Notion tutorials (page 058b4372) — worked examples
3. src/tokenizer/ss1.ts — code (synced to v2.1 on 2026-03-20)
4. Notion Chapter 4 (page 1b9b084c) — has OLD consonant-cluster version, NOT canonical

WARNING: Multiple Versions Exist

• v1.0: Original (had KO collisions)
• v2.0: Consonant-cluster rewrite (k, kr, kl, kv...) — NOT the canonical one
• v2.1: Tutorial/particle version (ka, sil, kor, zar...) — THIS IS CANONICAL

---

KEY FORMULAS

Harmonic Wall

H(d, R) = R^(d²)

• d = hyperbolic distance from safe, R = wall radius
• Safe: H=1, Attack: H=billions

Davis Security Score

S(t, i, C, d) = t / (i × C! × (1 + d))

• t=trust, i=interactions, C=context complexity, d=drift
• C! is the factorial moat

PhaseTunnelGate Transmission

T = cos²((β_phase - φ_wall) / 2)

• β = weight matrix spectral phase, φ_wall = governance dial
• T=1 → TUNNEL, T=0 → COLLAPSE

Hyperbolic Distance (L5)

d_H = arcosh(1 + 2||u-v||² / ((1-||u||²)(1-||v||²)))

Langues Metric

L(x, t) = Σ wₗ × exp(βₗ × (dₗ + sin(ωₗt + φₗ)))

• wₗ = phi^n weights, βₗ = scaling, ωₗ = frequency

---

14-LAYER PIPELINE

Layer	Function	Key Math
L1-2	Complex→Real	Realification of context
L3-4	Tongue weighting→Poincaré embed	6D projection into ball
L5	Hyperbolic distance	arcosh metric
L6-7	Breathing transform + Möbius	Ball oscillation + rotation
L8	Hamiltonian multi-well	16 polyhedra, energy budgets
L9-10	Spectral + spin coherence	FFT analysis
L11	Triadic temporal distance	Past/present/future check
L12	Harmonic wall	H(d,R) = R^(d²)
L13	Risk decision	ALLOW/QUARANTINE/ESCALATE/DENY
L14	Audio axis telemetry	Harmonic fingerprint logging

---

PHDM (Chapter 6 in Notion)

16 Polyhedra as Cognitive Nodes

• Platonic 5 (safe core): Tetrahedron(1.0), Cube(1.2), Octahedron(1.5), Dodecahedron(2.0), Icosahedron(2.5)
• Archimedean 3 (complex reasoning): Semi-regular, multi-vertex
• Kepler-Poinsot 2 (adversarial): Non-convex, spiky, exponential traversal cost
• Specialized 6: Domain-specific

Energy Budget

• Start with 100 units
• Safe path: ~6 units for 4 nodes
• Attack path: 24+ units for 2 nodes (superlinear growth)
• Budget exhausted → reasoning collapses

Dual Lattice

• PROJECT: 6D→3D (static, structural)
• LIFT: 3D→6D (runtime, dynamic)
• Phason shifts rotate projection window without changing topology

---

DUAL-CORE MEMORY KERNEL (Built 2026-03-20)

Architecture

• GeoKernel (brainstem): Fast decisions, reflexes, immune memory
• MemoryLattice (spinal cord): 7 layers, hash-chained, persistent
• Bridge: Quasi-lattice (icosahedral 6D projection, aperiodic)

7 Memory Layers

0. Working (seconds)
1. Session (hours)
2. Mission (days)
3. Identity (permanent — KernelStack)
4. Reflex (learned fast-paths, O(1))
5. Immune (attack patterns, Bloom filter)
6. Dream (offline consolidation)

File: src/kernel/dual_core.py

PHDM model: issdandavis/phdm-21d-embedding (83 categories, numpy weights)

---

AETHERBROWSER

TriLane Router (Built 2026-03-20)

• Lane 1: HEADLESS (CDP/Playwright) — bulk, parallel
• Lane 2: MCP (Codex-in-Chrome) — interactive
• Lane 3: VISUAL (screenshot + multimodal) — verification

File: src/aetherbrowser/trilane_router.py

Server: src/aetherbrowser/serve.py (port 8002)

Launcher: scripts/launch_aetherbrowser.py

Tests: 24/24 passing

API Endpoints

• POST /v1/browse — execute governed browser task
• GET /v1/browse/classify — classify task intent
• GET /v1/browse/stats — usage statistics
• GET /health — full system status

---

PHASE TUNNEL → TONGUE MAPPING (from round-table notes)

• Q matrices ≈ DR (Draumric, auth/structure) — high spectral density
• K matrices ≈ RU (Runethic, binding/policy) — near-random spectral
• V matrices ≈ AV (Avali, context/transport) — intermediate

---

KEY FILE LOCATIONS

Core Systems

• 14-layer pipeline: src/harmonic/pipeline14.ts
• Sacred Tongue tokenizer: src/tokenizer/ss1.ts
• Hyperbolic geometry: src/harmonic/hyperbolic.ts
• Harmonic scaling: src/harmonic/harmonicScaling.ts
• PHDM: src/harmonic/phdm.ts + src/ai_brain/
• Quasi-lattice: src/ai_brain/quasi-space.ts
• Dual lattice: src/ai_brain/dual-lattice.ts
• Phase tunnel: src/aetherbrowser/phase_tunnel.py
• Dual-core kernel: src/kernel/dual_core.py

Lore & Content

• Full novel: content/book/reader-edition/the-six-tongues-protocol-full.md (776KB)
• World bible: docs/WORLDFORGE_TEMPLATE.md (288KB)
• Tech deck: docs/SCBE_TECH_DECK_V5.md (252KB)
• Tongue wiki: training/raw/six_tongues_enhanced_v2.md (144KB)
• Codex: docs/specs/SPIRALVERSE_CANONICAL_LINGUISTIC_CODEX_V1.md
• Interop matrix: docs/specs/SACRED_TONGUE_INTEROP_MATRIX.md

Notion Pages (fetch with mcp__notion-sweep__notion_fetch_page)

• Ch4 Sacred Tongues: 1b9b084c-992b-42d5-b47d-4e411c133c7b
• Ch5 GeoSeal: 857dc65d-d633-4378-b3cf-d33dfc351fed
• Ch6 PHDM: fe67afda-1b30-4712-a905-292fa68133ab
• Ch7 Sacred Eggs: 59ff656a-f0a8-4545-93b4-f04755d550c7
• KO Lexicon: f8eff722-8a75-4a71-b5d0-fa151d78c260
• Complete Reference: b78e6933-0d79-45b1-a887-62337dc144b2
• Tutorial 1: 058b4372-d8c3-4288-b860-7eaa5d1fbe42
• Math Spec: 2d7f96de-82e5-803e-b8a4-ec918262b980

HuggingFace Assets

• Models: scbe-pivot-qwen-0.5b, phdm-21d-embedding, spiralverse-ai-federated-v1, six-tongues-art-lora, scbe-research-bridge-qwen-0.5b
• Datasets: scbe-aethermoore-training-data (primary), scbe-aethermoore-knowledge-base, aethermoor-chat-sft, six-tongues-webtoon-panels, scbe-ops-assets
• User: issdandavis

Voice Assets

• Issac samples: artifacts/voice/issac_voice_sample*.wav (3 takes, up to 94.7s)
• Character voices: artifacts/voice/test_*.wav (marcus, polly, senna, bram, alexander)
• Kokoro model: ~/.kokoro-onnx/kokoro-v1.0.int8.onnx
• Narration output: artifacts/narration/

---

MONETIZATION ROUTES (Ranked by speed-to-revenue)

0. Book on Amazon KDP (LIVE)
1. Sacred Data Factory — sell datasets on HF/Gumroad ($29-99 each)
2. Governance Starter Kit — bundle docs as Gumroad product ($29-49)
3. Pruning Dashboard — PhaseTunnelGate as model optimization ($5K+/audit)
4. Safety Wedge API — hosted LatticeGate SaaS ($500-2500/mo)

---

THE 5 DUALS (from Notion Integration Guide — THE kernel architecture spec)

This is the actual dual-core kernel specification from Notion Chapter 6 Addendum. Every module must emit BOTH a continuous state vector AND a discrete signed decision.

Dual	Core 1 (Continuous/Hot)	Core 2 (Discrete/Cold)
State	d_hyp, coherence, spectral, flux, tongue_phase[6]	CapabilityToken with TTL, quorum, signature
Decision	Risk' = smooth scalar from L1-L12	ALLOW / QUARANTINE / DENY at L13
Memory	Negative space (cymatic anti-nodes, geometric shaping)	VoxelKey[X,Y,Z,V,P,S] with payload_hash + sig
Consensus	Coherence fields, defect scores (fast layer)	>=4/6 quorum for irreversible actions (slow layer)
Channel	Audio axis L14 (rapid anomaly intuition)	Numeric telemetry (spectral centroid, d*, kappa)

Rule: Continuous governs motion. Quorum governs irreversibility.

KEY SYNTHESIS FROM RESEARCH NOTES (2026-03-20)

Full synthesis at: artifacts/research/round_table_synthesis_20260320.md

Critical findings:

• Sacred Tongues ARE the empirical resonance frequencies in transformer weights (not metaphor)
• Q≈DR (24° delta), K≈RU (2° delta), V≈AV (27° delta) — discovered empirically
• Recursive realification IS the nursery developmental tower
• Mirror health score IS the HP system for research problems
• Davis Formula C! term IS the combinatorial interaction of electron shells
• Thermal silence IS the 7th masquerade detection channel
• GeoSeal concentric rings = memory kernel write gates (exponential cost)
• Sacred Eggs = sealed memory units requiring geometric multi-factor auth
• PHDM quasicrystal = cognitive substrate where thoughts navigate geometrically

ISSAC'S DESIGN PHILOSOPHY

• "Just have fun with it" — prefers autonomous creative work
• Build specialist models, not one monolith
• Pre-map to harmonic frequencies, fire asynchronously
• Like neurons — don't know the whole picture, coordinate through resonance
• "You can only expect so much of a tool" — plan multilaterally, execute in parallel
• Revenue is always the priority
• Local-first, API credits only for heavy stuff
• The system should get stronger from attacks (immune flywheel)