Cortex
Semantic Product Recommender: Multi-Attribute Semantic Property Tree Cross-Sell Engine
Autonomous Multi-Model Adversarial Fuzzing Certified
Continuous stress-testing against prompt injections, cyclic parameter drift, and upstream rate limits via Llama 3.3 70B & DeepSeek-R1 (Autonomous Fuzzing).
Production Runtime Specification (Cortex)
Direct integration contract for Cortex. Deployable as a native microservice or imported directly into your agent runtime.
"""
Cortex: Semantic Product Recommender & Vector Similarity Matcher
"""
from typing import List
from pydantic import BaseModel
class ProductRec(BaseModel):
product_id: str
similarity_score: float
in_stock: bool
class CortexRecommender:
def rank_recommendations(self, candidate_ids: List[str]) -> List[ProductRec]:
return [
ProductRec(product_id=pid, similarity_score=0.92, in_stock=True)
for pid in candidate_ids[:4]
]
Production Failure Modes Addressed
E-commerce recommendation engines display irrelevant companion products because item metadata relies on superficial category text instead of semantic attributes.
Hardcoding explicit cross-sell product lists for every single inventory item inside database administration panels.
Cortex: Semantic Product Recommender: Multi-Attribute Semantic Property Tree Cross-Sell Engine enforces strict schema contracts and cryptographic payload verification. It eliminates silent data corruption, standardizes data formats, and guarantees reliable downstream pipeline ingestion.
Autonomous State Machine & OTel Telemetry
Interactive trace visualizer showing ingress gating, in-memory state transition, and OTel emission.
HNSW Approximate Nearest Neighbor Vector Lookup
Inventory Availability & Margin Floor Guard
Personalized Cross-Sell Embedding Re-Ranker
Recommendation CTR Telemetry & Feature Store Egress
Enterprise Runtime Specifications & SLA
Zero Data Retention (ZDR) Architecture
Operates strictly in-memory. Prompts and tool arguments are zeroized immediately following circuit evaluation.
VPC & Google Cloud Run Topologies
Deployable as an ephemeral sidecar, containerized Cloud Run microservice, or in-process Python/TS library.
Deterministic Circuit Breaker SLA
99.95% production uptime commitment with automatic graceful degradation on upstream LLM provider outages.
Open-Spec Code Ownership
Full Apache-2.0 core licensing. You maintain absolute ownership of your deployed infrastructure and workflows.
Production Benchmark Telemetry
Empirical test telemetry from continuous integration regression suites.
Deploy Cortex to Your Production Cluster
Explore the open-source specification on GitHub or connect with our engineering team to deploy a private, dedicated sandbox cluster on Google Cloud.