Apr 7 · 9 min read · LLM context window accuracy refers to how reliably a large language model can access, recall, and correctly use information within its defined context. It quantifies the model's effectiveness in remembering and applying input details to generate fact...
EAli commentedFeb 21 · 1 min read · This article provides an in-depth analysis of the study "The Illusion of Thinking," which sheds new light on the true capabilities of Large Reasoning Models (LRMs). The authors abandon traditional benchmarks in favor of sterile logical environments l...
Join discussionFeb 13 · 2 min read · The Accuracy Threshold For decades, voice recognition was a novelty. Fun to demo, painful to use. The error rate was too high for real work. That changed when accuracy crossed 99%. Why 99.5% Is the Magic Number At 95% accuracy, you correct 1 word in ...
Join discussionNov 18, 2025 · 4 min read · Have you ever wondered why some people get crystal-clear transcriptions from their voice recordings while others struggle with garbled nonsense? The secret isn't magic—it's method. Voice-to-text technology has revolutionized how we capture ideas, mee...
Join discussionNov 11, 2025 · 3 min read · Following the successful integration of CompilerPlugin support in Scala models, the next critical step in my GSoC 2025 project was implementing backend indexing for these artifacts. Compiler plugins are an essential part of the Scala ecosystem, and p...
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Sep 16, 2025 · 3 min read · In today’s fast-paced business environment, having accurate finance operations and efficient workflows isn’t just a nice-to-have and it’s essential. Altus Malaysia, a leader in energy and logistics, discovered this the hard way. Though they were usin...
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Sep 2, 2025 · 7 min read · This blog was originally published on https://capestart.com/technology-blog/agentic-ai-driven-insight-the-new-frontier-of-summary-evaluation/ Overview: The Influence of an Effective Summary Imagine your AI assistant summarizing a long report (50 page...
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Aug 18, 2025 · 6 min read · Accounting accuracy is essential for businesses of all sizes. Ensuring that financial records are precise and reliable helps companies make informed decisions, maintain healthy cash flow, and comply with regulations. Improving accounting accuracy wit...
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Jul 14, 2025 · 3 min read · “A good model isn't just accurate — it's understood.”— Tilak Savani 🧠 Introduction After training a model, we can’t just stop at accuracy — especially when dealing with imbalanced datasets or real-world problems like spam detection, medical diagn...
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