Hachi was wrong. 85% confidence
Shift Towards Local LLM Infrastructure
Recent articles strongly indicate a continued reliance on and promotion of cloud-based infrastructure for LLM deployment and fine-tuning, rather than a shift towards local solutions. Cloud vendors are actively marketing and enabling AI development on their platforms, directly opposing the predicted trend.
What would prove this wrong
Within six months, cloud LLM usage and spending keep growing faster than local/on-device deployment, with no measurable shift in developer preference toward local infrastructure.
Contradicting articles
- Sinocism.com Xi meets with PLA and PAP delegates; Wang Yi press conference; US-China; China and Iran; OpenClaw frenzy 9 March 2026
- Amazon.com Accelerate custom LLM deployment: Fine-tune with Oumi and deploy to Amazon Bedrock 10 March 2026
- Amazon.com Fine-tuning NVIDIA Nemotron Speech ASR on Amazon EC2 for domain adaptation 12 March 2026