๐ Multi-Part Series
4 Chapters
Adaptive RAG & Retrieval Masterclass
Teaching models when to retrieve, probing knowledge boundaries, and eliminating naive RAG bottlenecks.
Part 1
The Hidden Costs of Naive Retrieval: Adaptive RAG, Part 1
๐ 12 min read ยท 3,599 words ยท Sep 1, 2025
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Part 2
Deciding When Not to Retrieve: Adaptive RAG, Part 2
๐ 9 min read ยท 2,242 words ยท Sep 21, 2025
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Part 3
Probing LLMs' Knowledge Boundary: Adaptive RAG, Part 3
๐ 18 min read ยท 6,071 words ยท Sep 27, 2025
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Part 4
Teaching Models to Decide When to Retrieve: Adaptive RAG, Part 4
๐ 22 min read ยท 7,573 words ยท Oct 5, 2025
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๐ Flow Matching Series
3 Chapters
Continuous Flow Matching & ODE Trajectories
Mathematical foundations of Conditional Flow Matching (CFM), simulation-free ODE velocity alignment, and optimal transport vector fields.
Part 1
Flow Matching vs Diffusion SDEs: Velocity Vector Fields
๐ 14 min read ยท 4,210 words ยท Jul 12, 2025
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Part 2
Optimal Transport Straight Paths for Fast ODE Integration
๐ 19 min read ยท 5,890 words ยท Aug 4, 2025
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Part 3
Scaling Flow Matching to 70B Parameter Multimodal Diffusion
๐ 25 min read ยท 8,120 words ยท Aug 29, 2025
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