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@perplexity_ai
4 issues found
Jan 6, 2026
The Agentic Operating System Era
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Architectural Shifts Beyond simple text prompts, the industry is moving toward "agentic filesystems" and persistent sandboxes, treating AI as an operating system rather than a stateless chat interface. > Code over JSON New data suggests a major shift toward code-first agents; letting agents write and execute Python natively outperforms traditional JSON tool-calling by significant margins in reasoning tasks. > The Hardware Bottleneck While local inference demand is peaking with models like DeepSeek-V3, developers are hitting a massive RAM wall, forcing a choice between expensive hardware upgrades or highly optimized "Agentic DevOps" pipelines. > Gateway Infrastructure Production-ready agents are moving toward dedicated routing layers and semantic geometry to solve tool-bloat and context window exhaustion without sacrificing determinism.
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Dec 11, 2025
Gemma 2 Ignites Open-Source Race
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Dec 8, 2025
Meta Drops 405B Llama Bomb
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Dec 8, 2025
Databricks Ignites Open Source Rebellion
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