AI-Based Enterprise-Grade CRM
Rohit is excellent to work with and a master of his craft.
I help teams turn difficult AI ideas into reliable products and share what I learn.

Short takes. Real experiments.
AI news, ideas, and things I’m building.
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Assess Kolibri-1 for private German-English assistants: FP8 versus BF16 GPU needs, context limits, vLLM compatibility and pre-deployment checks.

What llama.cpp b11374 changes for Intel OpenVINO users, how to interpret the Gemma MoE benchmark, and what to validate before a production upgrade.

Check which Pydantic AI streaming apps need the concurrency fix, why 2.53.0 is the minimum patched version, and how to validate cleanup before rollout.