From asi
Verifies SplitMix64 PRNG produces identical outputs from seed 0x598F318E2B9E884 across 15+ languages like Python, Rust, Go, TypeScript for cross-language determinism.
npx claudepluginhub plurigrid/asi --plugin asiThis skill uses the workspace's default tool permissions.
> Cross-Language Strong Parallelism Invariance Verification
Verifies Strong Parallelism Invariance (SPI) and GF(3) conservation for deterministic color stream generators across sequential, shuffled, reverse, and parallel execution in Python.
Integrates multiple languages via FFI, native bindings, gRPC, PyO3, Py4J. Guides Node.js-C++, Python-Rust/Java, for performance-critical code, ML models, legacy systems, microservices.
Guides Next.js Cache Components and Partial Prerendering (PPR): 'use cache' directives, cacheLife(), cacheTag(), revalidateTag() for caching, invalidation, static/dynamic optimization. Auto-activates on cacheComponents: true.
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Cross-Language Strong Parallelism Invariance Verification
Version: 1.0.0
Trit: -1 (Validator - verifies cross-language consistency)
Bundle: verification
Polyglot-SPI verifies that the SPI (Strong Parallelism Invariance) seed 0xf061ebbc2ca74d78 produces identical color sequences across all supported languages. This ensures deterministic parallel execution regardless of runtime.
GAY_SEED = 0x598F318E2B9E884
splitmix64(GAY_SEED) → 0xf061ebbc2ca74d78 (index 0)
This value MUST be identical in:
- Julia (Gay.jl)
- Rust (gay-rs, tf-moose)
- Python (gay_spi.py)
- TypeScript (eg-walker)
- Clojure (spi.cljd)
- Haskell (GaySPI.hs)
- Go (gay-go)
- Zig (gay_spi_zig.zig)
- OCaml (gay_spi.ml)
- Unison (gay.u)
- Common Lisp (slime)
- Scheme (geiser-chicken)
- Babashka (gay_spi_sci.bb)
Run SPI verification across all implementations.
#!/bin/bash
# spi-galois-test.sh
REF_0="0xf061ebbc2ca74d78"
echo "=== SPI Cross-Language Verification ==="
# Julia
julia --project=Gay.jl -e \
'using Gay; @assert splitmix64(GAY_SEED) == 0xf061ebbc2ca74d78'
echo "✓ Julia"
# Python
python3 -c \
'from gay_spi import splitmix64, GAY_SEED; assert splitmix64(GAY_SEED) == 0xf061ebbc2ca74d78'
echo "✓ Python"
# Rust
cargo test --package gay-rs spi_invariant
echo "✓ Rust"
# Go
go test -run TestSPIInvariant ./gay-go/...
echo "✓ Go"
# ... (all 15+ languages)
echo "=== All languages verified ==="
Generate test files for a new language.
from polyglot_spi import generate_tests
generate_tests(
language="kotlin",
output_path="gay_spi.kt",
seed=0x598F318E2B9E884,
expected_values={
0: 0xf061ebbc2ca74d78,
5: 0xb5222cb8ae6e1886,
9: 0xd726fcf3f1d357d5
}
)
Canonical SplitMix64 implementation for comparison.
def splitmix64(state: int) -> tuple[int, int]:
"""
Reference SplitMix64 implementation.
Returns (next_state, output_value).
"""
state = (state + 0x9E3779B97F4A7C15) & 0xFFFFFFFFFFFFFFFF
z = state
z = ((z ^ (z >> 30)) * 0xBF58476D1CE4E5B9) & 0xFFFFFFFFFFFFFFFF
z = ((z ^ (z >> 27)) * 0x94D049BB133111EB) & 0xFFFFFFFFFFFFFFFF
return state, (z ^ (z >> 31)) & 0xFFFFFFFFFFFFFFFF
# Verify
GAY_SEED = 0x598F318E2B9E884
state, value = splitmix64(GAY_SEED)
assert value == 0xf061ebbc2ca74d78
Verify full color sequences match across languages.
def verify_color_sequence(n: int = 100) -> bool:
"""
Generate n colors in each language and compare.
"""
reference = julia_generate_colors(n)
for lang in ['python', 'rust', 'go', 'typescript']:
colors = generate_colors(lang, n)
for i, (ref, actual) in enumerate(zip(reference, colors)):
if ref != actual:
raise AssertionError(
f"Mismatch at index {i}: {lang} produced {actual}, expected {ref}"
)
return True
Verify GF(3) trit sequences are identical.
def verify_trit_sequence(n: int = 1000) -> bool:
"""
Trits must sum to 0 mod 3 for every consecutive triple.
"""
trits = generate_trits(n, seed=0xf061ebbc2ca74d78)
for i in range(0, n - 2, 3):
triple_sum = trits[i] + trits[i+1] + trits[i+2]
if triple_sum % 3 != 0:
raise AssertionError(f"GF(3) violation at index {i}")
return True
| Language | File | Status |
|---|---|---|
| Julia | Gay.jl/src/kernels.jl | ✓ Reference |
| Python | gay_spi.py | ✓ Verified |
| Rust | gay-rs/src/lib.rs | ✓ Verified |
| Go | gay-go/gay.go | ✓ Verified |
| TypeScript | eg-walker/src/gay.ts | ✓ Verified |
| Haskell | gay-birb-hs/src/GaySPI.hs | ✓ Verified |
| Clojure | jrpn-cljd/src/gay/spi.cljd | ✓ Verified |
| Babashka | gay_spi_sci.bb | ✓ Verified |
| Zig | gay_spi_zig.zig | ✓ Verified |
| OCaml | gay_spi.ml | ✓ Verified |
| Unison | gay.u | ✓ Verified |
| Swift | gay_spi_swift.swift | ✓ Verified |
| Dafny | spi_galois.dfy | ✓ Proven |
| Trit | Skill | Role |
|---|---|---|
| -1 | polyglot-spi | Validates cross-language |
| 0 | spi-parallel-verify | Coordinates verification |
| +1 | gay-mcp | Generates color sequences |
Conservation: (-1) + (0) + (+1) = 0 ✓
EXPECTED_VALUES = {
0: 0xf061ebbc2ca74d78,
1: 0x4b6bda257af3c7de,
2: 0x89a7d3e2c5b91f4a,
5: 0xb5222cb8ae6e1886,
9: 0xd726fcf3f1d357d5,
100: 0x3a91e5c82f4d6b17,
1000: 0x7c8f2a1d5e3b4690
}
# polyglot-spi.yaml
verification:
seed: 0x598F318E2B9E884
expected_0: 0xf061ebbc2ca74d78
sequence_length: 1000
languages:
- julia
- python
- rust
- go
- typescript
- haskell
- clojure
parallel:
max_workers: 8
timeout_seconds: 30
# Verify all languages
spi-verify-all:
./spi-galois-test.sh
# Verify specific language
spi-verify lang="python":
python3 -c 'from gay_spi import verify_spi; verify_spi()'
# Generate test suite for new language
spi-generate-tests lang="kotlin":
python3 -c 'from polyglot_spi import generate_tests; generate_tests("{{lang}}")'
spi-parallel-verify - Parallel stream verificationgay-mcp - Color generationtriad-interleave - Stream interleavingThis skill connects to the K-Dense-AI/claude-scientific-skills ecosystem:
polynomial-functors: 8 citations in bib.duckdbThis skill maps to Cat# = Comod(P) as a bicomodule in the equipment structure:
Trit: 0 (ERGODIC)
Home: Prof
Poly Op: ⊗
Kan Role: Adj
Color: #26D826
The skill participates in triads satisfying:
(-1) + (0) + (+1) ≡ 0 (mod 3)
This ensures compositional coherence in the Cat# equipment structure.