Falsification Python Packages

simjecture

Evidence-governed autonomous experimentation and falsification for computational science

falsifyai

Portable, content-addressed reliability evidence for LLM systems. Capture how a model behaves under perturbation; preserve, verify, and diff the evidence across model changes.

causal-falsify

causal-falsify: A Python library with algorithms for falsifying the unconfoundedness assumption in a composite dataset from multiple sources.

crimsonos

Crimson OS — Reality-Guided Intelligence, not AGI: sovereign local OS on your NAS. Agent_Bridge markdown ledger, not RAM. GAS→LIQUID→CRYSTAL gate. Hausdorff F₂↪SO(3) cos θ=⅓. Geometric_Unity_Validation: JHTDB ablation, negative JSON shipped. Beta · Apache-2.0

hypothesisctl

Fail-closed evidence gates for experiments and AI-agent workflows

falsify-eval

Calibrated falsification harness for retrieval & ranking. Four-null gate (incl. gold-marginal-matched random, novel) + SHA-256/git-commit integrity lock. Catches predictors that look right but aren't.

cuneiform-control

Negative-control / no-go preservation lane in the Zer0pa Gnosis Portfolio. Manifest-validation smoke + failed-gate evidence chain. Methodology only; no decipherment claim. Useful now, improving continuously.

gnosis-morph-bench

Benchmark-first methods lane for Gnosis extraction in the Zer0pa portfolio: neutral route scoring, null metrics, stability battery, deterministic replay. Methodology surface; useful now, improving continuously.

gnosis-indus

Indus-script anchor application in the Zer0pa Gnosis Portfolio: clean-room search-without-decode runtime + Phase 4 conditional catalogue at k=70 + Phase 5 non-decipherment posture. No decipherment claimed. Useful now, improving continuously.

zpe-video

Perception receipts for AI video pipelines. Cross-writer bit-exact under default settings (SHA-256 stable across writers in any language). Zero runtime dependencies; pure stdlib core. ~1.1 KB per video; per-frame CRC32 + schema + versioning. Useful now, improving continuously.

zer0pa-materials-workbench

CPU-verified in silico materials research control plane. Battery + thermoelectric pipeline staged for H100 GPU evidence campaign. Research infrastructure, not a discovery engine.

zpe-dm3

Deterministic computation substrate diagnostic — Zer0pa Computation portfolio. 380v C3-symmetric graph (P_95 □ K_4); ARM64 cross-platform determinism (claim τ); trimodal sawtooth + s50 cliff confirmed for shape; static reconstruction at Tier-2 (R8 OPEN).

zpe-taste

Evidenced-negative taste object — failed the geometry-bearing fit gate (metric_fit 0.207 vs 0.6 threshold). The committed negative reference is preserved as the lab record. No positive taste codec is claimed.