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Person: "behrouz_ali"
not much happened today
kimi-linear-48b codex gpt-5.4 claude-code moonshot openai assemblyai langchain attention-mechanisms model-architecture inference-speed agent-feedback agent-skills multi-agent-systems knowledge-transfer cli-tools coding-agents model-deployment kimi_moonshot elonmusk yuchenj_uw nathancgy4 eliebakouch tokenbender behrouz_ali cloneofsimo fidjissimo sama gdb andrewyng itsafiz simplifyinai
Moonshot's Attention Residuals paper introduced an input-dependent attention mechanism over prior layers with a 1.25x compute advantage and less than 2% inference latency overhead, validated on Kimi Linear 48B total / 3B active. The paper sparked debate on novelty versus prior art like DeepCrossAttention and Google’s earlier work, highlighting tensions in idea novelty, citation quality, and frontier-scale validation. OpenAI's Codex showed strong momentum with over 2M weekly active users, nearly 4x growth YTD, and GPT-5.4 hitting 5T tokens/day and a $1B annualized run-rate. Codex added subagents supporting multi-agent coding workflows. Infrastructure for coding agents matured with tools like Context Hub / chub supporting agent feedback loops, AssemblyAI's skill for Claude Code and Codex, and automated skill extraction from GitHub repos yielding 40% knowledge-transfer gains. LangChain launched LangGraph CLI and open-sourced Deep Agents, recreating top coding agent workflows with planning, filesystem ops, shell access, and sub-agents.