Technical insights on large-context AI, document processing, and real-world applications.
November 05, 2025 · AI, Context Windows, Technical
A technical deep dive into why 1 million token context windows aren't as impressive as they sound—examining the mathematics, scaling challenges, and practical limitations of large language model context.
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November 04, 2025 · AI, Construction, Estimation
Explore how AI is revolutionizing construction estimation, from enhancing traditional takeoff tools to transforming RFP analysis, WBS generation, and bid assembly with intelligent automation.
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October 14, 2025 · technology, architecture, efficiency
How Mamba's state space models challenge transformer dominance for long-context workloads through linear-time complexity and selective attention mechanisms.
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October 10, 2025 · technology, raptor, summarization
How RAPTOR and related multi-layer summarization techniques create hierarchical document understanding for more effective AI interaction.
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October 05, 2025 · technology, rag, graphrag
Understanding the differences between RAG and GraphRAG, when to use each approach, and how to combine them effectively.
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October 01, 2025 · technology, context-windows
LLM context windows have grown dramatically, but real-world documents still exceed these limits. Here's why and what to do about it.
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