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winbuzzer.com
‘Context Rot’: New Study Reveals Why Bigger Context Windows Don't Magically Improve LLM Performance

#AI #LLM #ContextRot #MachineLearning #AIResearch #ContextWindow #Gemini25Pro #GoogleGemini

winbuzzer.com/2025/07/22/c...
July 22, 2025 at 10:14 AM
hncompanion.com
Main Theme 1: Context Rot. The primary reason for AI agent performance degradation is accumulating irrelevant or incorrect info in the context window. This "context poisoning" leads to nonsensical or counterproductive decisions. #ContextWindow 2/6
June 19, 2025 at 3:00 PM
trndgtr.bsky.social
AI's Untapped Breakthrough Potential - Dario Amodei with Alex Kantrowitz

#contextwindow #learning #breakthroughs
August 8, 2025 at 6:09 AM
hncompanion.com
Context size is critical for LLM performance with tables. Smaller datasets often achieve near-perfect extraction accuracy. This suggests that pre-processing or chunking larger tables can lead to much better results. #ContextWindow 6/7
October 7, 2025 at 1:00 AM
bortys.bsky.social
1 milion tokenów w oknie kontekstowym GPT-4.1.
To jakbyś mógł dać AI całe repozytorium, książkę, notatki z trzech lat studiów i jeszcze zapytać: „no i co o tym sądzisz?”.
Spoiler: AI powie ci, że źle spałeś w 2019.
# LLM #ContextWindow
April 17, 2025 at 5:40 PM
winbuzzer.com
Anthropic Challenges OpenAI with 1M Token Claude Sonnet 4 Upgrade, But Is Bigger Always Better?

#AI #LLM #Anthropic #Claude4Sonnet #Claude4 #OpenAI #GPT5 #ContextWindow #ContextRot

winbuzzer.com/2025/08/13/a...
August 13, 2025 at 6:30 PM
timwappat.info
💡 Ever felt like your AI session "forgets" what you said earlier? It's all about context windows!
#AI #ContextWindow
https://buff.ly/3CWLa9G
December 4, 2024 at 6:26 AM
ini4.bsky.social
Klar, aber deswegen bin ich sehr gespannt, was da heute Abend passiert. Vermutlich wird die Plattform das Brett bereitstellen und dann geeignet prompten, "finde den besten Zug in dieser Stellung", dann sind die Fehler, die ich beobachtet habe, natürlich vermieden? Letztlich wohl Contextwindow, oder?
August 6, 2025 at 8:31 AM
peterjlawrence.bsky.social
As impressive as large language models may be, it's important to remember their limitations. They are are static once trained and they cannot learn new information unless... linkedin.com/posts/peter-... #LLM #ContextWindow #RAG #StatelessModels #MachineLearning #PromptEngineering
August 21, 2025 at 10:23 PM
drklark.bsky.social
Model Context Protocol: Key to unlocking robust AI? 🤔 Exploring context windows & their impact. [URL not generated] #AI #ContextWindow #NLP #ICML #MachineLearning
July 10, 2025 at 9:30 AM
hncompanion.com
Gemini's large context window helps with tasks like codebase analysis. However, users report issues with "context collapse" and declining performance in longer chats. It's a trade-off: potential benefits vs. maintaining coherence in extended conversations. #ContextWindow 5/6
October 17, 2025 at 1:00 PM
1tak.bsky.social
OpenAI’s GPT-OSS Models Now on AWS for Faster, Cheaper AI

#openweightmodels #gptoss120b #amazonbedrock #amazonsagemakerai #gptoss20b #aitechnology #cerebraswaferscale #contextwindow #guardrailstechnology #securityframework

1tak.com/openai-gpt-o...
OpenAI’s GPT-OSS Models Now On AWS For Faster, Cheaper AI | 1Tak
OpenAI’s GPT-OSS-120B & 20B now on AWS via Bedrock & SageMaker, offering faster, cheaper, customisable AI with 128K context and strong security.
1tak.com
August 5, 2025 at 8:37 PM
techthrilled.bsky.social
🚀 Anthropic’s Claude Sonnet 4 now supports up to 1 million tokens of context—five times more than before!

👉 Read more: techthrilled.com/anthropic-cl...

#AI #Claude #ContextWindow #Anthropic #LLM #AICoding #DocumentAI #FutureOfWork
Anthropic Expands Claude AI to 1M Tokens
Anthropic now offers developers Claude AI with a massive 1M-token context window, enabling advanced long-form understanding and applications.
techthrilled.com
August 24, 2025 at 12:57 AM
daron.me
That 10M token context? More dream than reality. Quality tanks beyond 256k tokens in training, and GPU memory + latency costs make it impractical for most apps. #ContextWindow #AIResearch
April 7, 2025 at 6:02 PM
banjoflando.bsky.social
AI context vs. Moore's Law for storage:
If AI context doubles q7mo (per METR task trend) & storage q2yrs => AI outpaces storage by ~2041.
BUT if context doubles q~3mo (closer to actual token growth rate) => could be ~2030-31!
Big implications for #AI timelines.

#MooresLaw #ContextWindow @metr.org
May 17, 2025 at 4:08 AM
michabbb.bsky.social
• Lightning-fast text processing
• #LLM #NLP #ContextWindow of 128,000 tokens
• Ideal for #TextSummary & #Translation
• Best-in-class #CostEfficiency

- Nova Lite:
• Budget-friendly #MultiModal processing
• Rapid #ComputerVision & #VideoAnalytics
December 4, 2024 at 7:22 PM
pinodf.bsky.social
So your CEO thinks swapping a battle-scarred Architect for a prompt-wielding dev is the next big cost-cutting move? Pull up a chair—here’s why that’s a Y2K-level blunder.
bit.ly/4lkKw6v
#AI #Architecture #SoftwareDesign #ContextWindow #RAG #DevOps #TechLeadership
Limitations of AI: Why you can’t replace an Architect with a developer using AI
So your CEO fancies swapping out a silvery, battle-scarred Architect for a bright-eyed developer armed with nothing but ChatGPT prompts? Pull up a chair, pour yourself a stiff drink and let me explain...
bit.ly
August 6, 2025 at 9:32 AM
hncompanion.com
Effective AI performance hinges on large, coherent context windows, crucial for knowledge management & complex problem-solving. Discussion highlighted RAG limitations and the need for smarter context engineering, pushing beyond simple retrieval. #ContextWindow 5/6
August 2, 2025 at 1:00 AM
jaceblog.bsky.social
The #LinkedIn “flan recipe” incident illustrates structural prompt-injection failure: untrusted profile text was concatenated into the model’s #ContextWindow, overriding prior instructions. This reveals how #stateless #EmbeddingProtocols lack isolation between data inputs and control channels. #LLMs
September 25, 2025 at 8:24 AM
blurbify.bsky.social
🧠 Why does your AI forget mid-chat? It's not broken — it's just hitting its **context window** limit (aka short-term memory overload).

🔍 Learn more: blurbify.net/why-llms-get...
#AI #LLM #ChatGPT #ContextWindow #MachineLearning #AIExplained
Why LLMs Get Dumb: The Truth Behind Context Windows
Why do LLMs get dumb? Overloaded context windows are to blame. Discover how they work, why they fail, and Sam Altman’s plan to fix ChatGPT’s memory.
blurbify.net
April 13, 2025 at 8:00 PM
drklark.bsky.social
Model Context Protocol: Key to unlocking robust AI? 🤔 Exploring context windows & their impact. [URL not provided] #AI #ContextWindow #NLP #ICML #MachineLearning
June 14, 2025 at 7:24 AM
chartinger.bsky.social
Und die Scripts sind von der Codebase klein genug, dass sie leicht in das contextwindow gehen nehm ich an. (Dh es geht die throw-shit-at-the-wall Methode wie du sie nanntest, da der Script dann eh in sich abgeschlossen ist für den Workflow)
July 20, 2025 at 7:01 AM
nic221.bsky.social
Google’s new technique gives LLMs infinite context https://venturebeat.com/ai/googles-new-technique-gives-llms-infinite-context/ #AI #ContextWindow
Text Shot: A new paper by researchers at Google claims to give large language models (LLMs) the ability to work with text of infinite length. The paper introduces Infini-attention, a technique that configures language models in a way that extends their “context window” while keeping memory and compute requirements constant.
April 13, 2024 at 3:39 AM
nic221.bsky.social
Hands on with Gemini 2.5 Pro: why it might be the most useful reasoning model yet https://venturebeat.com/ai/beyond-benchmarks-gemini-2-5-pro-is-probably-the-best-reasoning-model-yet/ #AI #reasoning #ContextWindow
Text Shot: The outstanding feature of Gemini 2.5 Pro is its very long context window and output length. The model can process up to 1 million tokens (with 2 million coming soon), making it possible to fit multiple long documents and entire code repositories into the prompt when necessary. The model also has an output limit of 64,000 tokens instead of around 8,000 for other Gemini models.  The long context window also allows for extended conversations, as each interaction with a reasoning model can generate tens of thousands of tokens, especially if it involves code, images and video (I’ve run into this issue with Claude 3.7 Sonnet, which has a 200,000-token context window).
March 29, 2025 at 2:48 PM
apantelides.com
Jumping on the #MCP bandwagon with a tool I actually needed! Easily dump your codebase into the LLM context with `@lex-tools/codebase-context-dumper`.

- npx ready
- .gitignore support
- Skips binaries
- Chunks output

www.npmjs.com/package/@lex...

#LLM #AI #DeveloperTools #ContextWindow
@lex-tools/codebase-context-dumper
A Model Context Protocol server to dump your codebase into your LLM model. Latest version: 0.1.2, last published: 3 minutes ago. Start using @lex-tools/codebase-context-dumper in your project by runni...
www.npmjs.com
April 4, 2025 at 5:57 AM