AI Consulting · Built From the Ground Up
Kernig is a solo AI consulting practice specializing in building intelligent systems from the ground up — not wrappers, not demos, but real pipelines that work.
The name comes from the German kernig: solid, sturdy, dense with substance. That is the standard applied to every engagement.
★ Based in the United States ★ Available for federal and commercial projects
| 01 | RAG Pipeline Design & Engineering Retrieval-augmented generation systems built to production standards — chunking strategy, embedding model selection, vector store setup, reranking, and end-to-end evaluation. |
| 02 | LLM Fine-Tuning Domain-specific fine-tuning on your data. Covers dataset construction, training runs, and post-training evaluation so the model actually improves on your task. |
| 03 | Evaluation & Guardrails Systematic evals, benchmarks, and behavioral guardrails. Frameworks for measuring what your AI does and catching what it should not. |
| 04 | Data Quality & Pipeline Architecture AI output is only as good as what goes in. Upstream data assessment, cleaning, and pipeline design for teams serious about reliability. |
| 05 | Applied NLP & Text Processing Classification, extraction, summarization, and large-scale text analytics for enterprise and government document workflows. |
Kernig is one person with deep focus. No account managers, no junior handoffs — just direct technical work from an engineer who has built AI systems end-to-end in production environments, including federal government projects.
Accepting new engagements. Reach out to discuss your project.
Response within one business day. Please describe your project and timeline.