Hyperlinks as a Solution to Context Engineering Challenges in Large Language Models
By
mbleigh
7mo ago· 7 min readenInsight
100/100
Golden Brown
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Hot, fresh, and worth queueing round the block for.
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Summary
The article discusses context engineering for Large Language Models (LLMs), highlighting key limitations such as the need for append-only conversations for cacheability, models' preference for fresh context near the end of the window, and performance degradation with excessive context. It introduces the central tension: models require access to all valuable context but only when relevant to the task. The article argues that hyperlinks, as a fundamental web technology, offer an elegant solution to this problem by enabling dynamic, intent-based navigation through context, allowing models to access information on-demand rather than loading everything upfront.
Key quotes
· 5 pulledConversations should be append-only to maximize cacheability
Models are typically more responsive to 'fresh' context close to the end of the window
Models typically perform worse when overwhelmed with large amounts of context
the model needs access to all valuable context, BUT ONLY when that context is relevant to the task at hand
the dream of hypermedia can come to fruition in a world where clients can not only parse, but navigate with intent
The dream of hypermedia can come to fruition in a world where clients can not only parse, but navigate with intent.
