Category: ai
Strata LLM Inference on a 20GB RTX A4500: 262K Context, Parallel Agents, and 88% Prompt Reuse
I tested Strata with Qwen3.8-Flash-Next IQ3_S on a single RTX A4500 20GB, including 1M context, GPU vs CPU vision, parallel inference, KV streaming, and a 128GB multi-conversation cache. The best result was not maximum context or maximum expert residency—it was a 262K setup that reused 88% of all prompt tokens while keeping two long-running agents…
Gemini Deep Research Lost? The Surprising Age Verification Fix (No ID Required)
The Day My Gemini Features Vanished One minute, I was a power user of Gemini Advanced, seamlessly switching on Deep Research for complex topics and generating images for my projects. The next? Those features were gone. The “Deep Research” toggle had vanished. My prompts for image generation were met with a generic “I can’t do…