#model
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
Model Checkpoint Survivability: Beyond Backup, Towards Deterministic Restoration
If your edge AI node experiences a hard fault during operation – power loss, network interruption, or physical compromise – how quickly can you return to a known-good state, and with verifiable integr
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 Survivability of Model Checkpoints in Disrupted Environments
You’re building a system that relies on locally stored models. How do you ensure those models remain viable – not corrupted, not bricked, not simply gone – if the host system experiences a hard shut
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