This is also why the switch between Opus and Opus 1M is pretty annoying to me: I hit daily limits much earlier, and part of it feels like compaction happens less aggressively, so way more tokens get sent every time (and probably because they keep reducing that daily limit).
AI
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Better Compaction System for Token-Efficient AI Processing
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A much better compaction system would keep the signal and discard the rest, making the whole stack far more token-efficient. That means lower latency, less compute, and lower cost for users.
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Long contexts contain noise and low-value information
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A lot of what gets sent in long contexts is just noise: stale history, repeated reasoning, intermediary thinking tokens, unrelated discussions and other low-value baggage.
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Context Compaction Superiority Over Larger Context Windows
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Better context compaction > bigger context windows Change my mind
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Creating Humble AI Systems According to MIT Research
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How to create “humble” #AI
by Anne Trafton @MIT Learn more: https://
bit.ly/47q4fh0 #ArtificialIntelligence #MachineLearning #ML -
Bots Now Dominate Internet Traffic, Surpassing Human Activity
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Bots have officially overtaken humans on the internet. A new report from Human Security found automated traffic grew 8x faster than human activity in 2025, with AI agent traffic surging nearly 8,000%. The age of machine-dominated internet traffic is here, years earlier than many
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Self-Driving Delivery Vehicles Expand in Rural China
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Smart #Logistics: Self-Driving Delivery Vehicles Expand in Rural China
— Ronald van Loon (@Ronald_vanLoon) 28 mars 2026
by @TripInChina#Automotive #Transport #EV #Technology #Innovation pic.twitter.com/xkY0UHpBBCSmart #Logistics: Self-Driving Delivery Vehicles Expand in Rural China
by @TripInChina #Automotive #Transport #EV #Technology #Innovation -
Estonia’s Rollo Robotics Unveils First Stable Autonomous Monowheel Security Robot
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Estonia’s Rollo #Robotics Unveils the World’s First Stable Autonomous Monowheel Security #Robot
— Ronald van Loon (@Ronald_vanLoon) 28 mars 2026
by @lukas_m_ziegler#EmergingTech #Technology #Innovation pic.twitter.com/2DvoYs5Y1zEstonia’s Rollo #Robotics Unveils the World’s First Stable Autonomous Monowheel Security #Robot
by @lukas_m_ziegler #EmergingTech #Technology #Innovation -
ChatGPT App Integration and Disconnection Process Improvements
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Agree, it’s not ideal right now since it requires one to go on two separate surfaces (Codex to uninstall and ChatGPT to disconnect) There’s definitely work going on to make this smoother cc: @edbayes for vis too For the short term, you can go to chatgpt > settings > apps and