Articles

Long-form writing and mirrored posts — PragmaticVectors essays, ClawQL security curriculum pillars, and LinkedIn threads formatted for the site.

California Spent $196 Billion and Can't Tell You What It Got

On the structural gap between spending accountability and outcome accountability in California's bond programs — and the cryptographic audit infrastructure that makes outcome measurement independently verifiable. Connects the Oak Park surveillance contract failure to the broader bond accountability problem, and introduces the clawql-government specification.

Surveillance Footage Has a Chain of Custody Problem

No major surveillance camera vendor publicly documents hash at capture, Merkle-chained audit logs, or external immutable anchoring. This is an FRE 901 authentication problem that courts are beginning to recognize. Covers the full technical architecture required to make footage independently verifiable, and introduces Challenge the Footage.

TrueNAS Scale homelab: recovery without SSH or console

After a large transfer, the web UI and SMB dropped; an aggressive Thunderbolt hot-swap killed console access too. ClawQL memory_ingest in editor agent kept every hypothesis, command, and log in one place — routing table cleanup (Docker utun + duplicate LAN IPs), UI back, SSH enabled, pools still ONLINE.

ClawQL has friends — MCP + gRPC ecosystem

How pluggable gRPC transports for MCP fit enterprises on microservices: mcp-grpc-transport, ClawQL unified server, protoc-gen-go-mcp, gRPC-buf — and why a sovereign TypeScript hub plus multi-language tooling reduces protocol friction for agentic workloads.

Announcing mcp-grpc-transport v0.1.0

Production-ready gRPC for the Model Context Protocol on @modelcontextprotocol/sdk: protobuf payloads, unary + bidirectional streaming, grpc.health.v1 probes, mTLS, optional JSON-RPC migration — generic for any MCP server.