Jonas Keller
AI Integration Specialist at pnpai.co
Jonas Keller holds an MSc in systems engineering and studies how product and ops teams deploy AI capability through repeatable modules and playbooks. Deep experience. Intellectual curiosity.
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Recent articles by Jonas Keller
- Calculate AI Payback Period: 85% Adoption—Product and Ops Roll Out? October 21, 2026
- Structured output retries: Pydantic vs raw JSON mode, verify before commit October 18, 2026
- 2026 open large language model vs cloud: 50-user team break-even tokens/month, buy or rent October 15, 2026
- Measuring LLM Refusal Rates: XSTest False Positives Under 5% or Skip October 12, 2026