Data readiness audits, economic ROI modeling, architecture selection, and agentic workflow redesign.
LoRA/QLoRA training pipelines, synthetic data generation, domain instruction tuning, and 70B-to-8B model distillation.
vLLM / TensorRT-LLM setup, FP8 / AWQ quantization, sub-100ms latency tuning, and secure sovereign cloud deployment.
Contamination-proof benchmark suites, Context-Bench evaluation, hallucination detection, and red-teaming.
Context engineering, enterprise API function calling, stateful memory management, and human-in-the-loop controls.
For strategic consulting, custom model fine-tuning, or high-throughput GPU inference deployments, get in touch directly.