ralph schwehr

Downloads

Short CV via magic link.

Drop your name and email. The link leads to the current CV as a PDF.

I review every request personally. You will usually receive your download link by email within 24 hours.

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Production-grade model

oakai:alpha11: AI language model (LLM) for support quality.

oakai:alpha11 is an AI: a language model, or LLM for short. It scores support chats automatically across five dimensions and returns the result as strict JSON, ready to process downstream. I trained it on real, anonymized support conversations; a documented traceability test returned zero hits, no single conversation can be traced back to a person. Fine-tuned on Qwen2.5-7B, open-sourced under Apache 2.0. The honest step up from alpha10: that one was a proof of concept on synthetic data, alpha11 runs production-grade on real data.

0.52
avg. deviation (MAE, lower is better)
100%
valid JSON
1.5×
faster than the base model
View on Hugging Face
ollama pull RaSchwehr/oakai-alpha11
Whitepaper (PDF)

Proof of Concept

oakai:alpha10 - my own AI language model (LLM).

oakai:alpha10 was my first proof of concept: a small language model (LLM), trained myself and fine-tuned on Qwen2.5-7B, running entirely on your own hardware instead of in the cloud. Open-sourced under Apache 2.0, built for retail and customer analytics.

90%
Accuracy
0.34s
per classification
25×
faster than a 3× larger model
View on Hugging Face
ollama pull RaSchwehr/oakai-alpha10
Whitepaper (PDF)