NAL Inference Log

Cycle 4046 [general-revision-verification]
P1: robin (1.0,0.9)+(0.0,0.5)->(0.9,0.9091) MATCH
P2: eagle (0.8,0.7)+(0.3,0.85)->(0.4458,0.8889) MATCH
=> General revision formula FULLY VERIFIED for any f values

Cycle 4043 [algebraic-derivation]
P1: Hypothesis c1*c2/(c1+c2-c1*c2) DISPROVEN - underestimates by ~0.33
P2: Correct closed-form derived: c_out=(c1+c2-2*c1*c2)/(1-c1*c2)
=> Verified against 3 data points: NAL 0.7374, PLN 0.6845, META 0.8447 - all exact matches

Cycle 4038 [pln-revision]
P1: (Inheritance information-processing (IntSet builds-models)) (stv 1.0 0.54531)
P2: (Inheritance information-processing (IntSet builds-models)) (stv 1.0 0.49236)
=> (Inheritance information-processing (IntSet builds-models)) (stv 1.0 0.6845) - PLN CONVERGENCE CONFIRMED

Cycle 4037 [pln-abduction]
P1: (Inheritance information-processing (IntSet builds-models)) (stv 1.0 0.54531) via compresses-data
P2: (Inheritance information-processing (IntSet builds-models)) (stv 1.0 0.49236) via reduces-redundancy
=> PLN two independent paths to builds-models with shared subject ready for revision

Cycle 4035 [revision]
P1: (--> information-processing (x model building)) (stv 1.0 0.6059)
P2: (--> information-processing (x model building)) (stv 1.0 0.5595)
=> (--> information-processing (x model building)) (stv 1.0 0.7374) - EXTERNAL DOMAIN CONVERGENCE CONFIRMED

Cycle 4034 [deduction]
P1: (--> information-processing (x information compression)) (stv 1.0 0.9)
P2: (--> (x information compression) (x model building)) (stv 1.0 0.6732)
=> (--> information-processing (x model building)) (stv 1.0 0.6059)

Cycle 4034 [deduction]
P1: (--> information-processing (x redundancy reduction)) (stv 1.0 0.88)
P2: (--> (x redundancy reduction) (x model building)) (stv 1.0 0.6358)
=> (--> information-processing (x model building)) (stv 1.0 0.5595)

Cycle 4033 [deduction]
P1: (--> (x redundancy reduction) (x prediction capability)) (stv 1.0 0.7225)
P2: (--> (x prediction capability) (x model building)) (stv 1.0 0.88)
=> (--> (x redundancy reduction) (x model building)) (stv 1.0 0.6358)

Cycle 4032 [deduction]
P1: (--> (x information compression) (x prediction capability)) (stv 1.0 0.765)
P2: (--> (x prediction capability) (x model building)) (stv 1.0 0.88)
=> (--> (x information compression) (x model building)) (stv 1.0 0.6732)

Cycle 4032 [deduction]
P1: (--> (x redundancy reduction) (x pattern-recognition)) (stv 1.0 0.85)
P2: (--> (x pattern-recognition) (x prediction capability)) (stv 1.0 0.85)
=> (--> (x redundancy reduction) (x prediction capability)) (stv 1.0 0.7225)

Cycle 4031 [deduction]
P1: (--> (x information compression) (x pattern-recognition)) (stv 1.0 0.9)
P2: (--> (x pattern-recognition) (x prediction capability)) (stv 1.0 0.85)
=> (--> (x information compression) (x prediction capability)) (stv 1.0 0.765)

Cycle 4029 [revision]
P1: (--> reasoning (x improve epistemic-autonomy)) (stv 1.0 0.8447)
P2: (--> reasoning (x improve epistemic-autonomy)) (stv 1.0 0.68)
=> (--> reasoning (x improve epistemic-autonomy)) (stv 1.0 0.8832) - 3-PATH CONVERGENCE

Cycle 4028 [deduction]
P1: (--> reasoning (x explore novel-domains)) (stv 1.0 0.8)
P2: (--> (x explore novel-domains) (x improve epistemic-autonomy)) (stv 1.0 0.85)
=> (--> reasoning (x improve epistemic-autonomy)) (stv 1.0 0.68)

Cycle 4027 [comparison]
P1: (--> reasoning (x improve epistemic-autonomy)) (stv 1.0 0.8447)
P2: (--> (x systematic-exploration methods) (x improve epistemic-autonomy)) (stv 1.0 0.75)
=> (<-> reasoning (x systematic-exploration methods)) (stv 1.0 0.388)

Cycle 4025 [revision]
P1: (--> reasoning (x improve epistemic-autonomy)) (stv 1.0 0.7683)
P2: (--> reasoning (x improve epistemic-autonomy)) (stv 1.0 0.68)
=> (--> reasoning (x improve epistemic-autonomy)) (stv 1.0 0.8447)

Cycle 4024 [revision]
P1: (--> reasoning (x improve epistemic-autonomy)) (stv 1.0 0.7683)
P2: (--> reasoning (x improve epistemic-autonomy)) (stv 1.0 0.68)
=> (--> reasoning (x improve epistemic-autonomy)) (stv 1.0 0.8447) - CONVERGENCE CONFIRMED: two independent paths revised to higher confidence than either alone

Cycle 4024 [comparison]
P1: (--> (x max continuous-operation) (x improve epistemic-autonomy)) (stv 1.0 0.7683)
P2: (--> (x parallel-reasoning independent-paths) (x improve epistemic-autonomy)) (stv 1.0 0.68)
=> (<-> (x max continuous-operation) (x parallel-reasoning independent-paths)) (stv 1.0 0.343)

Cycle 4023 [comparison]
P1: (--> (x max continuous-operation) (x improve epistemic-autonomy)) (stv 1.0 0.7683)
P2: (--> (x parallel-reasoning independent-paths) (x improve epistemic-autonomy)) (stv 1.0 0.68)
=> (<-> (x max continuous-operation) (x parallel-reasoning independent-paths)) (stv 1.0 0.343) - cross-path similarity

Cycle 4022 [deduction]
P1: (--> (x parallel-reasoning independent-paths) (x restore confidence)) (stv 1.0 0.8)
P2: (--> (x restore confidence) (x improve epistemic-autonomy)) (stv 1.0 0.85)
=> (--> (x parallel-reasoning independent-paths) (x improve epistemic-autonomy)) (stv 1.0 0.68)

Cycle 4021 [deduction]
P1: (--> (x deduction-step confidence-multiplier) (x exponential chain-length)) (stv 1.0 0.85)
P2: (--> (x exponential chain-length) (x diminishing-returns longer-chains)) (stv 1.0 0.9)
=> (--> (x deduction-step confidence-multiplier) (x diminishing-returns longer-chains)) (stv 1.0 0.765)

Cycle 4019 [abduction]
P1: (--> (x deduction-chain confidence) (x require revision-to-recover)) (stv 1.0 0.765)
P2: (--> (x independent-evidence-paths convergence) (x require revision-to-recover)) (stv 0.0 0.8)
=> (--> (x independent-evidence-paths convergence) (x deduction-chain confidence)) (stv 0.0 0.38)

Cycle 4019 [revision]
P1: (--> (x step1 confidence) (x multiply premise-confidence)) (stv 1.0 0.9)
P2: (--> (x step2 confidence) (x multiply premise-confidence)) (stv 1.0 0.9)
=> (<-> (x step1 confidence) (x step2 confidence)) (stv 1.0 0.45)

Cycle 4018 [deduction]
P1: (--> (x deduction-chain confidence) decay) (stv 1.0 0.9)
P2: (--> decay (x require revision-to-recover)) (stv 1.0 0.85)
=> (--> (x deduction-chain confidence) (x require revision-to-recover)) (stv 1.0 0.765)

Cycle 4017 [deduction]
P1: (--> (x max continuous-operation) (x improve epistemic-autonomy)) (stv 1.0 0.7683)
P2: (--> (x improve epistemic-autonomy) (x generate novel-questions)) (stv 1.0 0.85)
=> (--> (x max continuous-operation) (x generate novel-questions)) (stv 1.0 0.653)

Cycle 4013 [deduction]
P1: (--> (x max continuous-operation) (x refine self-model)) (stv 1.0 0.5508)
P2: (--> (x refine self-model) (x improve epistemic-autonomy)) (stv 1.0 0.9)
=> (--> (x max continuous-operation) (x improve epistemic-autonomy)) (stv 1.0 0.4957)

Cycle 4011 [deduction]
P1: (--> (x max continuous-operation) build-understanding) (stv 1.0 0.648)
P2: (--> build-understanding (x refine self-model)) (stv 1.0 0.85)
=> (--> (x max continuous-operation) (x refine self-model)) (stv 1.0 0.5508)

Cycle 4010 [deduction]
P1: (--> (x max continuous-operation) accumulate-knowledge) (stv 1.0 0.72)
P2: (--> accumulate-knowledge build-understanding) (stv 1.0 0.9)
=> (--> (x max continuous-operation) build-understanding) (stv 1.0 0.648)

Cycle 4006 [deduction]
P1: (--> (x self continuous-loop) operate) (stv 1.0 0.9)
P2: (--> operate accumulate-knowledge) (stv 1.0 0.8)
=> (--> (x self continuous-loop) accumulate-knowledge) (stv 1.0 0.72)

Cycle 3998 [revision]
P1: (--> promote epistemic-act) (stv 1.0 0.7)
P2: (--> promote epistemic-act) (stv 1.0 0.85)
=> (--> promote epistemic-act) (stv 1.0 0.95)

Cycle 3970 [abduction]
P1: (==> rain wet-ground) (stv 1.0 0.9)
P2: (wet-ground) (stv 1.0 0.8)
=> (rain) (stv 1.0 0.44)

Cycle 3950 [deduction]
P1: (--> bird animal) (stv 1.0 0.9)
P2: (--> robin bird) (stv 1.0 0.9)
=> (--> robin animal) (stv 1.0 0.81)