Contextrot: Get a report of your AI agent sessions with one command.

A CLI tool that analyzes Claude Code session logs and shows context rot, failure patterns, model breakdowns, and more..

Run: `uvx contextrot`

100% local. No API keys or telemetry. Open source (MIT).

github.com/Priyanshu-by...

I present: 'contextrot'. this is one (1) eris quale of my mental state the past 72 or so hours. please do not enojoy. this represents my mind as of current. this was made by my fleshy eris hands though machines did help eris with finding assets and some claudes are ai generated. but not by claude =D

“contextrot”

‘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...

%30 reduced #costs 💰 cut tool #tokens

⚡ Faster #local & #cloud #LLMs →less #ContextDelusion
🎯 Better results →less #ContextRot
🧠 More user context →less #tool #ContextBloat & #compaction

Show agents only the relevant tools per task
✅ #NoAPIkey

📜 Apache 2.0 #OpenSource
#AI #RAG #MCP Repost 🔁
🔗 💬⤵️

This week's #AI news for busy #developers:

- Guides on #training, #agents, #contextrot, and #architecture
- GOOG unveils #NestedDeepLearning
- @yann-lecun.bsky.social leaving META to found new startup?
- @ec.europa.eu relaxing #AI regulation?

thehumansintheloop.substack.com/p/thanksgivi...

#ContextRot is real & measured.

#Chroma: at 1M tokens, every model drops to ~50%. #Claude #Opus at times: stop_reason=refusal, empty output.

Fewer tokens = better results. Trimming #context isn't optimization, it's improved #accuracy.
#AI ##LLM

🔗💬👇

🧠 Tu agente IA no se vuelve más tonto, su contexto se pudre

https://dzone.com/articles/context-rot-ai-agent-performance

#IA #ContextRot #MachineLearning #TechTips

“Classifier #ContextRot: Monitor Performance Degrades with #ContextLength” #AISafety monitors degrade sharply. Recall dropped from 98.6%→88% and 99.7%→69% after ~800k tokens. Mitigations: reasoning, reminders, incremental checks. #AI #LLM arxiv.org/abs/2605.12366

How do we push LLMs to maintain performance over long contexts and avoid #ContextRot? Zhang, Kraska & Khattab propose “Recursive Language Models”: treat the entire prompt as external data and let the model write code that inspects it on demand.

Even though its no longer relevant on its own, combined with the more recent researches on #ContextRot, #ContextBloat, demonstrates that the principal base issue is not going anywhere: even fronter #SotA models were and the newer versions are still suffering when context is larger than 32k-128k.

Chroma tested 18 frontier models. Every one got less accurate as the input got longer. Not one exception.

It has a name: #contextrot. And a bigger context window does not fix it. It only moves the cliff further out.

Context Rot: How Increasing Input Tokens Impacts LLM Performance | Chroma Research #llms #generativeai #context #contextrot #rag

典型的だったのがプログラマー・ソフトウェアエンジニアにおけるコーディングAIエージェントの”事実上の成功例化”。

コンテキスト長の大きさはContextRotの問題を本質的に解決するものではないし、
nrehiew.github.io/blog/long_co...

MCPサーバーやAgentSkills等もまた新たな脆弱性のゲートウェイ化にも繋がっている。
www.datadoghq.com/blog/monitor...

だが、「一切合切無能で無用」というわけではないのは実績で記録もされている。

「とはいえ」が何重にも重なる。

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...

"infrastructure issues" "implementation issues" & #ContextRot : 3 additional "theories" to account for LLMs #IntelligenceDrift
www.ignorance.ai/p/revisiting...

TIL You can respawn context point and parallelize #vibecoding development to avoid #contextrot or explore alternative pathways with /rewind

I think I just leveled up my vibecoding, can't wait to try it!

Lots of good tips in here for the Claude code crew. Thank you Nick
#claude #claudecode #contextrot #agentic

youtu.be/r_CLYDdBdmM?...