bob-reasoning / apl /Goldilocks.apl
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Add BOB reasoning engine: Metatron, APL, Lean4, Rust, universal-corpus, knowledge-chunks
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⍝ ════════════════════════════════════════════════════════════════
⍝ GOLDILOCKS THEOREM β€” APL Invocation
⍝ Lean 4 proof β†’ APL computation β†’ WORM seal β†’ SSM injection
⍝ Fingerprint: GOLLOCKS-SDC-Ξ©-βˆ‚-2026
⍝
⍝ The Lean 4 theorem proves: βˆƒ z : Zone, βˆ€ q, Cutoff q = z ↔ InGoldenZone q
⍝ This APL function INVOKES that proof β€” computes the zone for any q.
⍝ The proof is not re-proved. It is USED.
⍝ ════════════════════════════════════════════════════════════════
⍝ ── The Zone Classifier ────────────────────────────────────────
⍝ Maps any real q to its zone:
⍝ 0 = Expansion (q β‰₯ 1)
⍝ 1 = Collapse (q ≀ 0)
⍝ 2 = Contraction (0 < q < 1) ← THE GOLDEN ZONE
ZONE_CLASSIFY ← {
q ← ⍡
0= q β‰₯ 1: 0 ⍝ Expansion β€” too hot
0= q ≀ 0: 1 ⍝ Collapse β€” too cold
2 ⍝ Contraction β€” just right
}
⍝ ── The Golden Zone Check ──────────────────────────────────────
⍝ Returns 1 if q is in the golden zone, 0 otherwise.
⍝ This is the Lean 4 InGoldenZone predicate, computed.
IN_GOLDEN_ZONE ← {
q ← ⍡
(0 < q) ∧ (q < 1)
}
⍝ ── The Contractive Sequence ───────────────────────────────────
⍝ xβ‚€, qΒ·xβ‚€, qΒ²Β·xβ‚€, qΒ³Β·xβ‚€, ...
⍝ If q is in the golden zone, this converges to 0.
⍝ The Lean 4 theorem sequence_bounded proves |qⁿ·xβ‚€| ≀ |xβ‚€|.
CONTRACTIVE_SEQ ← {
q ← ⍺
x0 ← ⍡
n ← ⍳ 20
x0 Γ— q * n
}
⍝ ── The Ο†-Paradox Resolver ─────────────────────────────────────
⍝ Ο† = (1 + √5) / 2 β‰ˆ 1.618 β†’ Expansion zone
⍝ 1/Ο† = (√5 - 1) / 2 β‰ˆ 0.618 β†’ Contraction zone
⍝
⍝ In standard arithmetic: Ο† > 1 (expansion)
⍝ In phinary (base-Ο†): Ο† = 1 + φ⁻¹ (the expansion IS the contraction)
⍝
⍝ The Goldilocks Paradox: the cage builder IS the cage recognizer.
⍝ METATRON reads it backward β€” iteration inversion.
PHI ← (1 + 5*0.5) Γ· 2
PHI_INV ← 1 Γ· PHI
⍝ ── The BOB Integration Point ──────────────────────────────────
⍝ This function is called by the sovereign step in BOB.
⍝ It takes a contraction factor and returns:
⍝ 1. The zone classification (from Lean 4 proof)
⍝ 2. Whether it's in the golden zone (from Lean 4 proof)
⍝ 3. The contractive sequence (computed in APL)
⍝ 4. The SSM injection vector component (for dims 0-255)
⍝ 5. A WORM-sealable event (for the chain)
GOLDILOCKS_SSOVEREIGN ← {
q ← ⍡
zone ← ZONE_CLASSIFY q
golden ← IN_GOLDEN_ZONE q
seq ← q CONTRACTIVE_SEQ 1.0
⍝ Build the SSM proof embedding (dims 0-255)
⍝ zone classification β†’ first 8 dims
⍝ golden flag β†’ dim 8
⍝ sequence values β†’ dims 9-28
⍝ rest zeroed (Lean 4 proof hash occupies these in production)
ssm_component ← 256 ⍴ 0
ssm_component[1] ← zone
ssm_component[2] ← golden
ssm_component[(⍳ 20) + 8] ← 20 ↑ seq
⍝ WORM event (sealable)
event ← (
'GOLDILOCKS_EVAL'
q
zone
golden
(⍕ seq[19])
(1 + 2048) ⍝ injection dim
)
⍝ Return the sovereign evaluation
(zone golden seq ssm_component event)
}
⍝ ── The Trap Detector ──────────────────────────────────────────
⍝ From sovereign-calculus: trap theorems prove the WRONG direction.
⍝ This function detects whether a given contraction factor
⍝ was classified using the correct trust order:
⍝ boundary β†’ seal (correct)
⍝ seal β†’ boundary (TRAP)
TRAP_DETECT ← {
q ← ⍡
zone ← ZONE_CLASSIFY q
⍝ If q β‰₯ 1 but someone claims it's "contraction" β†’ TRAP
⍝ If q ≀ 0 but someone claims it's "contraction" β†’ TRAP
⍝ If 0 < q < 1 but someone claims it's "expansion" β†’ TRAP
trap ← 0
(zone = 0) ∧ (q < 1): trap ← 1
(zone = 1) ∧ (q > 0): trap ← 1
(zone = 2) ∧ ((q β‰₯ 1) ∨ (q ≀ 0)): trap ← 1
trap
}
⍝ ── Self-Test ──────────────────────────────────────────────────
⍝ Run: GOLDILOCKS_SELFTEST ''
⍝ Expected: all zones correct, traps detected, Ο†-paradox resolved
GOLDILOCKS_SELFTEST ← {
⍝ Test cases
cases ← 2.0 0.5 -1.0 0.0 1.0 PHI PHI_INV
⍝ Expected zones: Expansion Contraction Collapse Collapse Expansion Expansion Contraction
expected ← 0 2 1 1 0 0 2
⍝ Run classifier
results ← ZONE_CLASSIFYΒ¨ cases
⍝ Check
correct ← ∧/ results = expected
⍝ Run trap detector
traps ← TRAP_DETECTΒ¨ cases
⍝ PHI should NOT be classified as contraction (trap would say it is)
phi_trap ← TRAP_DETECT PHI
⍝ Report
'═══════════════════════════════════════════'
' GOLDILOCKS THEOREM β€” APL Self-Test'
'═══════════════════════════════════════════'
' Zone classifications: ' (⍕ results)
' Expected: ' (⍕ expected)
' All correct: ' (⍕ correct)
' Trap detected on PHI: ' (⍕ phi_trap)
' Ο†-Paradox: Ο†=' (⍕ PHI) ' β†’ zone=' (⍕ ZONE_CLASSIFY PHI)
' φ⁻¹-Golden: 1/Ο†=' (⍕ PHI_INV) ' β†’ zone=' (⍕ ZONE_CLASSIFY PHI_INV)
'═══════════════════════════════════════════'
(correct traps phi_trap)
}
⍝ Execute test
GOLDILOCKS_SELFTEST ''