All Topics
All Topics
Technology
Technology
Design
Design
Programming
Programming
Science
Science
News
News
Gaming
Gaming
Entertainment
Entertainment
Business
Business
Finance
Finance
Sports
Sports
Health
Health
Food
Food
Travel
Travel
Art
Art
Music
Music
Books
Books
Education
Education
Politics
Politics
Personal
Personal
No algorithm. No AI slop. No ads. Just RSS. Pro-human. Indie writers. Real journalism. Open web. Chronological. Hand toasted.

Hyperlinks as a Solution to Context Engineering Challenges in Large Language Models

By

mbleigh

7mo ago· 7 min readenInsight

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 pulled
Conversations 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
Snippet from the RSS feed
The dream of hypermedia can come to fruition in a world where clients can not only parse, but navigate with intent.

You might also wanna read