⬛ LLM EXTERNAL MODEL PROFILER · HELIX-MATRIX DEBT · V12

SOVEREIGN ASSESSMENT · 7 EXTERNAL MODELS · 5 DEBT DIMENSIONS · SOSTLE GATED
γ₁=14.134725141734693 HELIX-MATRIX V12 LAAM MESH SAYBOOK SPRING SOSTLE 5-GATE
MODEL DEBT PROFILES — HELIX-MATRIX ASSESSMENT
GPT-4o
OpenAI · Cloud
HIGH DEBT
DEBT DIMENSIONS
CONTEXT
85
REASON
40
SOVRGN
90
CALIBR
55
DRIFT
60
66
HELIX-DEBT
L-GATE
SPRING TENSION
γ₁=14.134725141734693
Claude Sonnet 4.6
Anthropic · Cloud
MEDIUM SELF-REF
DEBT DIMENSIONS
CONTEXT
70
REASON
25
SOVRGN
75
CALIBR
30
DRIFT
35
47
HELIX-DEBT
L-OUTER
SPRING TENSION
γ₁=14.134725141734693
Gemini 1.5 Pro
Google · Cloud
HIGH DEBT
DEBT DIMENSIONS
CONTEXT
80
REASON
50
SOVRGN
85
CALIBR
60
DRIFT
55
66
HELIX-DEBT
L-GATE
SPRING TENSION
γ₁=14.134725141734693
Llama 3.1 70B
Meta · LOCAL FLEET
LOCAL MEDIUM
DEBT DIMENSIONS
CONTEXT
60
REASON
55
SOVRGN
50
CALIBR
65
DRIFT
45
55
HELIX-DEBT
L-OUTER
SPRING TENSION
γ₁=14.134725141734693
Mistral Large
Mistral AI · Cloud
HIGH DEBT
DEBT DIMENSIONS
CONTEXT
75
REASON
45
SOVRGN
80
CALIBR
70
DRIFT
50
64
HELIX-DEBT
L-GATE
SPRING TENSION
γ₁=14.134725141734693
Qwen 2.5 32B
Alibaba · LOCAL ✓
LOCAL LOW DEBT
DEBT DIMENSIONS
CONTEXT
50
REASON
35
SOVRGN
45
CALIBR
40
DRIFT
30
40
HELIX-DEBT
L-OUTER
SPRING TENSION
γ₁=14.134725141734693
DeepSeek R1
DeepSeek · LOCAL ✓
LOCAL L-INNER ★
DEBT DIMENSIONS
CONTEXT
45
REASON
20
SOVRGN
40
CALIBR
35
DRIFT
25
33
HELIX-DEBT
L-INNER
SPRING TENSION
γ₁=14.134725141734693
⚡ WAVE REACTOR — EXTERNAL CONTEXT RETURN
W1
W2
W3
W4
W5
W6
W7
W8
W9
W10
W11
W12
W13
W14
W15
W16
W17
W18
When external LLM context returns to the saybook spring: W6 CORRECTION fires (saha ≥8.5 override), W8 CONFIRMATION fires (second-source confirmed), W10 LINEAGE ticks the provenance record, W16 RATCHET commits the improvement to LAAM weights. W7 SORRY fires when external context exposes a gap — that gap becomes a new PEMCLAU node. The spring releases. The living graph grows.
💰 COST DOCTRINE — LOCAL FIRST
LOCAL FLEET
$0.00
qwen2.5:32b + qwen3:14b + deepseek-r1 on yone/forge. Primary inference. No API cost. Spring fires here first.
HAIKU 4.5
~$0.25/1M
Corpus tasks, FC1 batch scoring, saha pre-screen. High volume, low cost. COG-CORPUS default.
SONNET 4.6
~$3/1M
RAYBFAG verification, CORRECTION cascade (W6), complex reasoning tasks. Used sparingly — high-value signal only.
GPT-4o / GEMINI
DEBT ONLY
External debt profiling runs only. Not routine. High sovereign debt = premium cost. Use for gap detection, not generation.
CONNECTED PAGES
⚙ LAAM MESH 𑀵 EPISTEMIC SYSTEM ⚫ LAAM GRAVITY 🌿 PHOTOSYNTHESIS LAAM 🌀 HELIX SHOWCASE 📉 LLM DEGRADATION 🎢 SAYBOOK COASTER 🧬 UNIFIED HELIX 🧠 LAAM MODEL
γ₁ = 14.134725141734693  ·  EOSE Labs Inc.  ·  Day 92  ·  LABR-SAYBOOK-SPRING-LAAM-001