#deployment
The Forward Operating Base and the 7B Parameter Model
A team embedded with a Tier 1 Special Forces unit in a denied communications environment needs to adapt a large language model to identify specific threat actors from intercepted communications. Sendi
On-Device Adaptation: Why Model Fine-tuning Is Now a Tactical Imperative
A forward operating base in a contested environment experiences intermittent connectivity. An embedded system detects anomalous patterns in sensor data – potential IED triggers – but the model require
The Cost of Exfiltration: Why On-Device Fine-Tuning Is Now a Non-Negotiable Requirement
You are building a distributed sensor network in a contested environment. Every packet transmitted is a potential vector for compromise. Every moment spent waiting for cloud processing is a moment of