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Nous Research Paper Confirms: Tokenizers Can Be Simulated by Pure Bytes, The Era of Token-Free Large Language Models is Here
Nous Research released a paper stating that the tokenizers long relied upon by large language models may soon be replaced. Through controlled testing at a scale of 1.7B parameters, the research team quantitatively assessed the performance advantages of the tokenization mechanism, proving the feasibility of a pure byte simulation path.
Why it Matters: Tokenization is a foundational step for large models like GPT in processing text. If the token-free large model validation is successful, it will have a profound impact on the training paradigms, inference efficiency, and cross-language capabilities of existing AI models. The breakthroughs achieved by the Chinese team in this direction are significant. #NousResearch #AI #大模型 #分词 #open source
Nous Research released a paper stating that the tokenizers long relied upon by large language models may soon be replaced. Through controlled testing at a scale of 1.7B parameters, the research team quantitatively assessed the performance advantages of the tokenization mechanism, proving the feasibility of a pure byte simulation path.
Why it Matters: Tokenization is a foundational step for large models like GPT in processing text. If the token-free large model validation is successful, it will have a profound impact on the training paradigms, inference efficiency, and cross-language capabilities of existing AI models. The breakthroughs achieved by the Chinese team in this direction are significant. #NousResearch #AI #大模型 #分词 #open source
$AI ENSEMBLE MODELS JUST GOT A MAJOR UPGRADE – HERMES MOA 2.0 ⚡
Nous Research’s Hermes MoA 2.0 pools outputs from GPT, Claude, and DeepSeek to outperform each individually on reasoning, coding, and instruction-following benchmarks. The margin is most pronounced on long-horizon reasoning tests where single models lose coherence. This open-source framework lets researchers swap base models and adapt the ensemble without paying frontier API costs every time. Will closed-model labs shift toward similar orchestration layers?
Not financial advice. Always manage your risk.
#AI #MixtureOfAgents #OpenSource #NousResearch #LLM
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Nous Research’s Hermes MoA 2.0 pools outputs from GPT, Claude, and DeepSeek to outperform each individually on reasoning, coding, and instruction-following benchmarks. The margin is most pronounced on long-horizon reasoning tests where single models lose coherence. This open-source framework lets researchers swap base models and adapt the ensemble without paying frontier API costs every time. Will closed-model labs shift toward similar orchestration layers?
Not financial advice. Always manage your risk.
#AI #MixtureOfAgents #OpenSource #NousResearch #LLM
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Hermes Agent Launches Automation Blueprints: Timed Tasks Transform into Interactive Workflows
The intelligent framework from Nous Research, Hermes Agent, has introduced Automation Blueprints, redesigning traditional cron jobs into clickable, fillable, and conversational interactive workflows. It supports three triggering mechanisms: Schedule timed tasks, GitHub Event triggers, and API Calls, all accessible via /cron slash commands.
Why it matters: This marks a critical leap in the AI Agent space from 'passive response' to 'proactive orchestration', significantly lowering the barriers to automation workflows and accelerating the deployment of agents in Web3 and DeFi scenarios.
#HermesAgent #AI #智能体 #自动化 #NousResearch
The intelligent framework from Nous Research, Hermes Agent, has introduced Automation Blueprints, redesigning traditional cron jobs into clickable, fillable, and conversational interactive workflows. It supports three triggering mechanisms: Schedule timed tasks, GitHub Event triggers, and API Calls, all accessible via /cron slash commands.
Why it matters: This marks a critical leap in the AI Agent space from 'passive response' to 'proactive orchestration', significantly lowering the barriers to automation workflows and accelerating the deployment of agents in Web3 and DeFi scenarios.
#HermesAgent #AI #智能体 #自动化 #NousResearch
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