# Proticom practice

# Proticom practice

Proticom builds production agentic systems across Claude, GPT, Gemini, Grok, Qwen, DeepSeek, and MiniMax. The practice includes multi-agent orchestration, persistent agent memory published as an open-source npm package, retrieval-augmented generation, multi-model consensus APIs, and model routing that adjusts reasoning effort to task complexity.

Edward also deploys local and private models, trains small models for targeted tasks, and treats prompt-injection hardening, model evaluation, human approval, and auditability as standard engineering concerns.