CATALYST Patent Extensions

Overview

Cache

Dual-Phase Holographic Cache

Separates stable prefill context from a rolling decode frontier weighted by causal surprise. Novel tokens write harder; redundant tokens are suppressed.

25 tests passing

Security

Provenance-Weighted Resonant Memory

Cryptographically isolated multi-tenant memory using SOURCE/TRUST/TENANT role vectors. Prevents resonance bomb attacks via trust-weighted accumulation.

2× tenant isolation

Distributed

Capability-Scoped HMKs

Stateless computing tokens with HMAC integrity, hop limits, expiry, and resonant shard consensus for adversarial perturbation detection.

6 security checks

Mathematical Formalization

Dual-Phase Cache

Prefill Cache: 𝒫 = Σ exp(i · φ(k_t))

Decode Frontier: ℱ_t = ℱ_t-1 + w_t · exp(i · (φ(k_t) + φ(p_t)))

Causal Surprise: w_t = max(0, 1 - R(k_t, 𝒫))

Provenance Memory

Secure Entry: ℰ = (k ⊕ v) ⊗ (ρ_TENANT ⊕ encode(z)) ⊗ (ρ_SOURCE ⊕ encode(s))

Trust Weighted: ℰ_weighted = (τ · R(SRC, A)) · ℰ

Capability HMK

Integrity: ι = HMAC_SECRET(serialize(s⃗) ‖ σ ‖ h ‖ ε)

Shard Consensus: reject if |R(s⃗_i, α) - μ| > κ · σ

API Reference

POST/api/v1/dual-phase/prefill

POST/api/v1/dual-phase/decode

POST/api/v1/provenance/store

POST/api/v1/provenance/query

POST/api/v1/hmk/create

POST/api/v1/hmk/verify

Deployment

Cloudflare Worker

export CLOUDFLARE_API_TOKEN=your_token
npm install
npm run deploy

Docs (Cloudflare Pages)

npm run docs:build
# Deploy docs/dist to Cloudflare Pages

Local Development

~/.kimi/catalyst-brain/.venv/bin/python -m pytest tests/ -v
~/.kimi/catalyst-brain/.venv/bin/python visuals/generate_charts.py