Boost is the larger first-generation Adil model tier, developed around a selected Qwen3.5-4B foundation. It targets private workflows on CPU-first infrastructure, including an ambitious modest-server deployment profile.
Early process-memory testing.
A preliminary Q4_K_M 8K-context CPU probe on a shared Intel Xeon host recorded approximately 4.80 GB process resident memory. The single observation does not include every process, operating-system service or workload expected on a complete 8 GB VPS.
The 8 GB question remains open.
The goal is stable operation within the entire 8 GB VPS environment. That requires realistic system-headroom, performance, memory-pressure and reliability tests on an actual representative host before qualification.
Next engineering requirements.
Independent numerical acceptance, broader task evaluation, sustained performance measurements, training/specialisation and commercial distribution checks must all be completed.