RBAC tells you if a role can access a table. But can this agent invoke this tool on this data for this purpose? The industry is building the pieces — Cedar, Proofpoint, Cisco, Immuta — but the unified policy engine that evaluates all attributes across all layers doesn’t exist yet.
Snowflake’s managed MCP servers work with external OAuth tokens — JWT-signed, role-scoped, and RBAC-enforced. Tested end-to-end with tool discovery and SQL execution.
Google’s TurboQuant compresses embedding vectors to 3-4 bits with under 2% recall loss — no training required. Here’s why that matters for AI agent memory systems.
A pluggable semantic memory layer for AI agents inspired by the Zettelkasten method — auto-linking, importance scoring, and graph traversal across CrewAI, LangGraph, and Claude Code.
A proof-of-concept that layers authentication, encryption, and multi-agent coordination onto MCP — with four security tiers from API keys to enterprise OAuth2 with audit trails.
An open-source skill that teaches any AI coding agent — Cortex Code, Claude Code, or others — to automate Google Slides, Sheets, Docs, Drive, and Forms using natural language prompts.
An open-source AI skill that teaches any coding agent to build threat detection pipelines, hunt anomalies, and automate incident response in Snowflake — with OWASP, MITRE ATT&CK, and NIST CSF built in.
An open-source demo that coordinates multiple AI agents using only PostgreSQL — pgmq for task queuing, LISTEN/NOTIFY for event-driven coordination, ltree for lineage tracking. No Redis, no Kafka, no vector database.
An open-source semantic layer that lets you query PostgreSQL in plain English using local LLM inference via Ollama. No API keys, no cloud — just your database and a local model.
Generic agents can do anything — which is exactly the problem. Custom agents in containers behind an inference proxy create a production architecture where security is structural, not aspirational.
The agentic enterprise is real. But getting there requires a shift from generic protocol-based integrations to purpose-built agents with native tooling, embedded security, and domain-specific intelligence.
A high-performance Rust proxy that lets Claude Code, Continue.dev, ZeroClaw, Mistral Vibe — or any AI coding agent — use Snowflake Cortex, OpenAI, Anthropic, or Ollama as their backend. Optional prompt policy enforcement included.