/3 Most agent context is too noisy before it even reaches the model. Headroom compresses tool outputs, logs, files, and RAG chunks before they hit the LLM, cutting token usage by 60–95% while keeping the answers intact. It works as a Python/TypeScript library, zero-code proxy,
LLMS
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Top AI repos: creative ideation, loop engineering, token cost reduction, extraction
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Top AI Repos of the Week (June 19 – 26) 1. Hermes Creative-Ideation skill: 22 methods to break your agent's creative rut 2. Loop engineering: design the system that prompts agents for you 3. Headroom: cut LLM token costs 60-95% without losing answers 4. Hyperextract: turn
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Skepticism about 397B open source model matching Claude Opus 4.8
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This looks to good to be true. A 397B open source model on par or even outperforming Claude Opus 4.8? I need to check it out.
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Burden of proof to show current models are not susceptible
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That’s incorrect. The burden of proof lies in demonstrating current models are not susceptible to the same issues we identified. To assume otherwise is blind faith in untested models
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White House Limits GPT-5.6, AI Avatar Confession, and More
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Top stories in AI today: – The White House limits GPT-5.6 release
– Rowan’s Corner: The AI avatar confession
– Give your AI agent a credit card (safely)
– Anthropic flags Alibaba’s ‘largest’ distillation attack
– 4 new AI tools, community workflows, and more -
GLM 5.2 disproves AI winter, suggests US leadership winter
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Not an AI winter at all GLM 5.2 proves this and instead this may be a self-inflicted US AI leadership winter @AndrewCurran_ @pierrepinna @Zai_org
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Google’s Hidden MCP Config on Gemini macOS Raises Questions
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Google has a hidden MCP integration config on Gemini for macOS but it is yet unclear if MCPs will ever become available over there. Tbh, I am not getting why it is that challenging to simply enable MCPs across Gemini products. It is quite an essential feature that opens up a
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Fugu Ultra: Japanese AI Unavailable in EU due to GDPR, AI Act
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Well, I discover that the Japanese AI model Fugu Ultra that I mention in this post (potential alternative to Mythos, Fable or GPT 5.6), is not available in the European Union due to GDPR and AI Act. That's it. x.com/RafikSmati/sta…
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Fugu Ultra unavailable in EU due to GDPR and AI Act
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Well, I discover that the Japanese AI model Fugu Ultra, which I mentioned in this post (potential alternative to Mythos, Fable or GPT 5.6), is not available in the European Union due to GDPR and the AI Act. There.
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This guy made AI so powerful that grandma uses Claude Code
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This guy has single handedly made sure AI is so powerful and widely used that even my grandma now uses Claud code