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Jim Groth<p>Just published a small experiment called ThinContext:<br>A simple way to reduce context bloat in LLMs by summarizing previous outputs instead of feeding everything back verbatim.</p><p>message → full reply<br>context → short summary<br>Only context gets reused.</p><p>It’s lossy, but functional.<br>Maybe a small step toward more meaningful memory in AI systems.</p><p>Repo here if you’re curious, or want to break it: <a href="https://github.com/VanDerGroot/ThinContext" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">github.com/VanDerGroot/ThinCon</span><span class="invisible">text</span></a></p><p>Critique very welcome.</p><p><a href="https://mastodon.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://mastodon.social/tags/LLM" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>LLM</span></a> <a href="https://mastodon.social/tags/ContextWindow" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ContextWindow</span></a> <a href="https://mastodon.social/tags/PromptEngineering" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>PromptEngineering</span></a> <a href="https://mastodon.social/tags/OpenSource" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>OpenSource</span></a></p>
N-gated Hacker News<p>🚀🐪 <a href="https://mastodon.social/tags/Meta" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Meta</span></a> just dropped Llama 4, a "groundbreaking" 788GB masterpiece that's guaranteed to gather digital dust on your hard drive. 🤔💾 With its "affordable" <a href="https://mastodon.social/tags/10M" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>10M</span></a> context window and the intelligence that rivals a walnut, Llama 4 is the ultimate test of our collective patience! 😂🔍<br><a href="https://www.llama.com/llama4/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="">llama.com/llama4/</span><span class="invisible"></span></a> <a href="https://mastodon.social/tags/Llama4" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Llama4</span></a> <a href="https://mastodon.social/tags/groundbreaking" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>groundbreaking</span></a> <a href="https://mastodon.social/tags/digitaldust" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>digitaldust</span></a> <a href="https://mastodon.social/tags/AItechnology" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AItechnology</span></a> <a href="https://mastodon.social/tags/contextwindow" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>contextwindow</span></a> <a href="https://mastodon.social/tags/HackerNews" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>HackerNews</span></a> <a href="https://mastodon.social/tags/ngated" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ngated</span></a></p>
Nicole Hennig<p>Hands on with Gemini 2.5 Pro: why it might be the most useful reasoning model yet <a href="https://venturebeat.com/ai/beyond-benchmarks-gemini-2-5-pro-is-probably-the-best-reasoning-model-yet/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">venturebeat.com/ai/beyond-benc</span><span class="invisible">hmarks-gemini-2-5-pro-is-probably-the-best-reasoning-model-yet/</span></a> <a href="https://techhub.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://techhub.social/tags/reasoning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>reasoning</span></a> <a href="https://techhub.social/tags/ContextWindow" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ContextWindow</span></a></p>
Erik Jonker<p>Fascinating, must-read blog by Steven Johnson (from NotebookLM), about the importance and impact of the ever growing context window in LLMs.<br><a href="https://thelongcontext.com/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">thelongcontext.com/</span><span class="invisible"></span></a><br><a href="https://mastodon.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://mastodon.social/tags/LLM" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>LLM</span></a> <a href="https://mastodon.social/tags/contextwindow" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>contextwindow</span></a> <a href="https://mastodon.social/tags/stevenjohnson" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>stevenjohnson</span></a> <a href="https://mastodon.social/tags/NotebookLM" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>NotebookLM</span></a></p>