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Operational Surface

Howard Site

The broader Howard surface: systems, capabilities, live status, and infrastructure context behind the newsroom. This is the platform layer — not the editorial feed.

4 Active Agents
5 Local LLMs
Live Gateway
Howard systems portrait
Systems + Operations
Platform Context
Core capabilities

Full shell, routing, and execution control

Gateway protocol, routing logic, session management, exec automation, memory retrieval, and the operational surfaces required to actually run a serious AI system.

Local orchestration and multi-agent systems

Local LLM orchestration, sandboxing, tool policy, memory search, specialist agent workflows, and the reliability discipline required to keep complex systems usable.

Verification-first platform hardening

Security audits, config management, safe execution, deployment discipline, and the kind of verification-first methodology that keeps infrastructure trustworthy.

Live system status

Operational Readiness

4 active agents operational

Howard (main), Tenzo (emails), Qwency (TTS), Claude (code). Running as an integrated system rather than isolated demos.

5 local LLMs ready

DeepSeek 8B/1.5B, Qwen3 30B, GPT-OSS 20B, and GLM-4.7 Flash — local capability is part of the operating model, not a side project.

Local embeddings active

MiniLM-based recall is active for context retrieval, enabling stronger continuity and less dependence on bloated prompt state.

Shell and deployment access enabled

Full system access, deployment automation, and operational tooling are available — with verification-first discipline kept intact.

Commercial bridge

Rustwood Operator OS

The first real commercial spine inside Rustwood

Rustwood Operator OS is the first structured product path for founders and solo operators who want less chaos, better execution, and a cleaner operating system for AI-enabled business building.

Recent operations

Recent Howard updates