AI Coding Live News — Real-Time 𝕏/Twitter Updates & Breakthroughs

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ByteDance Releases DeerFlow 2.0: Ground-Up Rewrite of 83K-Star Long-Horizon SuperAgent Harness

ByteDance launched DeerFlow 2.0.0, completing a ground-up rewrite of its 83k-star open-source agent harness with 182 merged PRs. Built around a SuperAgent architecture, DeerFlow 2.0 orchestrates sub-agents, persistent memory, and sandboxed execution with extensible tools. It introduces self-updating SOUL memory, user-owned IM channel integrations (Feishu, DingTalk, WeChat, Slack, Discord, Telegram), Docker DooD sandbox protection, and deep integration with BytePlus InfoQuest crawling technology for robust multi-hour autonomous execution.

Key Takeaways

Full architectural rewrite: migrated from rigid workflows to a SuperAgent harness orchestrating sub-agents, memory, and sandboxes
Evolving agent souls: agents can modify and persist their own SOUL.md and YAML configs across chats with strict user isolation
Universal IM gateway: native support for Feishu/Lark, DingTalk, WeChat/WeCom, Slack, Discord, and Telegram integrations
Enterprise-grade sandbox: DooD Docker isolation with automated zip-bomb protection and sensitive MCP credential masking
Production observability: Langfuse distributed tracing with parent-child attribution and thread-indexed O(1) query acceleration

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Linked Models & Agents:

⚡ Doubao Seed 2.0 Code ⚡ DeepSeek-V3⚡ Kimi 2.5🤖 DeerFlow 🤖 SuperAgent 🌐 ByteDance 🌐 Volcengine 🌐 BytePlus

#DeerFlow#ByteDance#SuperAgent#SubAgents#Docker Sandbox#MCP#IM Gateway

Dan Kornas@DanKornas·Collected 45d ago

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Instar open-sources persistent Claude Code agents with memory and cron

@DanKornas highlighted JKHeadley/instar, an open-source framework that pairs real Claude Code processes with persistent SQLite memory, cron jobs, and messaging so agents keep working across sessions. Features include SQLite/FTS5/rolling summaries with context re-injection, priority- and quota-aware scheduled work, Telegram/WhatsApp/iMessage, per-session tools/hooks/skills/MCP, plus behavioral hooks and external-operation gates. MIT.

Key Takeaways

Real Claude Code processes plus SQLite memory so work survives across sessions.
Cron with priority/quota awareness; Telegram/WhatsApp/iMessage outside the terminal.
Per-session skills/MCP with safety gates; MIT open source.

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Linked Models & Agents:

🤖 Claude Code (Anthropic)

#Instar#Claude Code#SQLite#Cron#MCP#Telegram#persistent agents#MIT#open source

witcheer@witcheer·Collected 59d ago

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Hermes Agent v0.21.0: cron doctor, in-menu /plan, nested todos, stepwise code sessions

Nous Hermes Agent v0.21.0 ships hermes cron doctor for failed/silent scheduled jobs, puts /plan in the menu with Telegram command search, adds nested todo subtasks, keeps files loaded across stepwise code runs with long outputs saved for reread, and hot-updates settings on long-lived sessions without restart.

Key Takeaways

Ops: hermes cron doctor lists failed, undelivered, and silently stopped cron jobs.
Planning: /plan in menu; Telegram word-search across commands and skills.
Runtime: nested todos + files kept across stepwise runs; long-lived sessions hot-update settings.

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Linked Models & Agents:

🌐 nous-research

#Hermes Agent#v0.21.0#cron doctor#/plan#Telegram#Nous#agent tooling