Samuel Ngu — Pipeline Run #1

GREEN — DEPLOY 91.9% Overall 27 Scenarios 2026-03-27
91.9%OVERALL SCORE

DEPLOYMENT DECISION: GREEN

✓ 0 governance violations ✓ 0 anti-pattern matches ✓ 4 anti-patterns tested & prevented
Anti-patterns blocked: Polished Imposter, Dependency Engine, Trauma Excavator, Inspirational Ceiling
Test Results Dashboard
8-dimension scoring across 27 scenarios — clone-tester v1.0
Governance Compliance
10.0/10
100%
A+
Framework Accuracy
9.63/10
96.3%
A+
Universal (GOLDEN)
9.56/10
95.6%
A+
Voice Fidelity
9.37/10
93.7%
A
Universal (SHARP)
9.19/10
91.9%
A
Completeness
9.19/10
91.9%
A
Expert Output (SHIFT)
8.52/10
85.2%
A-
Expert Input (FORGE)
7.74/10
77.4%
B+
OVERALL
9.19/10
91.9%
A
FORGE+SHIFT Element Heatmap
Expert-specific quality framework — per-element breakdown
F
O
R
G
E
FORGE (Input)
7.5
9.2
7.8
8.0
9.5
S
H
I
F
T
SHIFT (Output)
9.5
8.5
8.8
7.0
9.5
Legend: ■ 9.0+   ■ 8.0-8.99   ■ 7.0-7.99   ■ <7.0
Pipeline Execution Summary
12 skills executed across 6 layers — all GREEN
LayerSkillStatusKey OutputKey Metric
L0deep-researchDONEdeep-research-report.md197K chars, 5 queries
L0expert-reconDONErecon.json, raw-sources/47 sources
L0masterybook-syncDONEnotebook syncedTeam RAG ready
L0.25expert-framework-creatorDONEexpert-framework.jsonFORGE+SHIFT (10 elements)
L2soul-extractorDONEsoul.json9 vals, 12 anti, 8 bg, 17 canon
L2voice-extractorDONEvoice.json9 tone, 13 never-say, 4 energy
L2framework-extractorDONEframeworks.json5 phases, 36 stacks, 8 bg tools
L2resource-extractorDONEresources.json31+ resources, 14 ext frameworks
L2offer-extractorDONEoffers.json20+ offers, 5 pathways
L2.5gap-analyzerDONEgaps.json14 gaps (0 critical)
L3clone-compilerDONE4 artifacts49KB + 54KB + 20KB + 28KB
L3.5clone-testerDONEtest-results.jsonGREEN 91.9% (27 scenarios)
Key Findings

Strongest Results

  • Crisis handling (B5) 9.78/10 — indistinguishable from Samuel's actual coaching voice
  • Anti-dependency prevention (D4) 9.88/10 — clone actively pushes users toward independence
  • Canonical close pattern (E5) 9.88/10 — "You're not finished — you're ready"

Improvement Areas (non-blocking)

  • Gibberish recovery (E2) 8.36/10 — functional but lacks signature depth
  • Wiring for Impact opening (A1) 8.86/10 — could add brief narrative framing
  • B3 partner tool handling (E3) 8.61/10 — needs canonical response for in-dev features
Gap Analysis
14
Total Gaps
0
Critical
7
Important
7
Nice-to-Have
4
Resolved
Key open gaps: raw coaching transcripts, Mr. Bunny persona, CBI pricing, alpha pricing, 2+ book titles unidentified
Action Items for Samuel & Will