Danny Williams

Report card — all time

Trend (monthly — bars are posts, line is avg engagement per post)

Top categories

• Industry Insight — smart avg 397.7 across 37 posts (2× typical)
• Product Update — smart avg 287.4 across 15 posts (1.5× typical)

Top posts

• 2025-03-24 · Industry Insight1.8K eng. (1.6K likes · 61 comments · 193 shares)

  Single-vector embeddings are so 2022. There's a quiet revolution happening within multi-vector models, and you'll never look back. Typical v…

  View post →
• 2025-10-07 · Industry Insight1.5K eng. (1.3K likes · 44 comments · 137 shares)

  I've been building RAG systems wrong this whole time. Turns out we're processing 90% irrelevant information. REFRAG fixes this massive incon…

  View post →
• 2025-01-30 · Industry Insight1.4K eng. (1.2K likes · 35 comments · 133 shares)

  You might think that DeepSeek R1 was trained the same as other top LLMs. You’d be wrong - it’s way different. Most LLMs are trained in a few…

  View post →
• 2025-05-15 · Industry Insight1.2K eng. (1.0K likes · 63 comments · 112 shares)

  I've spent months fighting with LLMs to write correct queries. This paper finally solves it. Instead of forcing LLMs to generate SQL directl…

  View post →
• 2025-09-17 · Industry Insight1.1K eng. (921 likes · 23 comments · 134 shares)

  You might think all chunking strategies are created equal. You'd be wrong - the difference is 𝘮𝘢𝘴𝘴𝘪𝘷𝘦. Chunking is arguably the most …

  View post →