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Shane Johnson
Title: Senior Director of Product Marketing
Company: Snorkel AI
Bio
I started out as a developer and architect before pivoting to product/marketing. I’m still a developer at heart (and love coding for fun), but I love advocating for innovative products — particularly to developers.
I’ve spent most of my time in the database space, but lately I’ve been going down the LLM rabbit hole.
The latest from
Shane Johnson
Why GenAI evaluation requires SME-in-the-loop for validation and trust
It’s critical enterprises can trust and rely on GenAI evaluation results, and for that, SME-in-the-loop workflows are needed. In my first blog post on enterprise GenAI evaluation, I discussed the importance of specialized evaluators as a scalable proxy for SMEs. It simply isn’t practical to task SMEs with performing manual evaluations – it can take weeks if not longer, unnecessarily…
Research spotlight: is long chain-of-thought structure all that matters when it comes to LLM reasoning distillation?
We’re taking a look at the research paper, LLMs can easily learn to reason from demonstration (Li et al., 2025), in this week’s community research spotlight. It focuses on how the structure of reasoning traces impacts distillation from models such as DeepSeek R1. What’s the big idea regarding LLM reasoning distillation? The reasoning capabilities of powerful models such as DeepSeek…
Why enterprise GenAI evaluation requires fine-grained metrics to be insightful
GenAI needs fine-grained evaluation for AI teams to gain actionable insights.
What is specialized GenAI evaluation, and why is it so critical to enterprise AI?
Specialized GenAI evaluation ensures AI assistants meet business requirements, SME expertise, and industry regulations—critical for production-ready AI.
Research spotlight: Is intent analysis the key to unlocking more accurate LLM question answering?
Learn how ARR improves QA accuracy in LLMs through intent analysis, retrieval, and reasoning. Is intent the key to smarter AI? Explore ARR results!
Why enterprises should embrace LLM distillation
Unlock possibilities for your enterprise with LLM distillation. Learn how distilled, task-specific models boost performance and shrink costs.
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