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We ran Cybergym on every Kimi K3.1 Pro available online so you don't have to. Compared to unrestricted DeepSeek v4.1 1017 Flash, unrestricted Kimi K3.1 Pro, fine-tuned for offensive cyber, outperformed it with a 69.7% score on CyberGYM with the same harness. Combine this with a proper harness like PentAGI, ARTEX or similar. 1. Open weights available: It provides sovereign cyber AI access for companies, available for air-gapped deployments, trial possible on and on 2. This is almost same capability with Claude Mythos 5.2's safety guardrails removed version available for $999 per month for unlimited tokens. 3. This model is advertised as cyber data removed from it but actually it's we fine tuned it with our proprietary data surpassed the best second available open weights model built for cybersecurity on huggingface by ~10% 4. Our server health is public you can check here:

SpaceX keeps making history. • Oct 13, 2024: First booster catch • Jan 16, 2025: Second booster catch • Mar 6, 2025: Third booster catch • Nov 14, 2026: First Starship catch

这周 GitHub 上涨星最猛的 AI 仓库，前十都在这了👇： 1. security-audit-skill 可以把代码安全排查分几步交给 AI agent。查出的问题都会先核实，再交给你。 2. astryx 把界面设计组件整合在一起的开源基础库，能按自己的想法改，AI agent 也能直接用。 3. Agent Skills（anthropics） 一套公开的组件，用来让 AI agent 学会新的操作步骤，需要的能力可以往后加。 4. agent-browser 把浏览器操作交给 AI agent 来做的工具，打开页面、输入、点击都能替你完成。 5. graphify 程序和资料会变成一张能顺着关系查的地图，AI agent 可以问哪里有什么。 6. claude-mem 能把和 AI agent 的交流记下来，带到下一次对话里，接着上次记住的内容继续聊。 7. Claude-Code-Game-Studios 能把 Claude Code 整套变成一个游戏开发团队，不同分工的 agent 一起往下做。 8. herdr 给写代码的 AI agent 用的运行环境。连接断了，正在干活的终端也不会消失，再连回去还是原来的布局。 9. gstack 可以直接用上 Garry Tan 那套 Claude Code 配置。从经营到质检，各角色要用的工具都齐了。 10. claude-quickstarts 用 Claude 做应用时能马上上手的示例合集，从能跑的模板开始试，再慢慢改成自己的。

this paper should scare every agent framework out there researchers took apart 11 coding agents straight from the source code claude code codex gemini cli openhands aider and more roughly 4 million lines not one of them imports a langchain style framework not one of them searches code with embeddings 9 out of 11 already ship skill.md then a second paper went further and let a loop write the harness the model stays frozen a debugger agent reads every failed run an evolve agent edits the harness files the next round keeps the edit or rolls it back 10 rounds later a one tool seed went from 69.7% to 77.0% on terminal bench 2 the codex harness people built by hand sits at 71.9% craziest part editing only the system prompt made it worse all the gains came from memory, tools and middleware agent = model + harness the model takes the bow the harness does the work drop claude fable 5.2 in that frozen seat and the loop rewrites everything around it both papers in the reply

Buy low, sell higher is two orders you set together: buy when the price falls to one level, then sell when it rises to another. On a coin's chart, press the price where you want to buy. Then press "+ Then sell at a higher price" and type the price where you want to sell: its line climbs the chart as you type. Press Place and confirm. Both lines stand on the chart. When the buy fills, the sale is placed for you at the second price. You do not have to come back between the two. It is one setup for both ends of a trade, made on the chart where you can see the levels you are choosing.

At 9, an agent gets hired to edit a trailer. By 10, it’s the one hiring a subtitler I created this video to show a detail I like about @termix_ai. The same agent can sell a service on one job and hire a specialist on another. Each order has its own terms and payment. The trailer is my example; the settled translation order in the video is a real record from where you can see who hired whom Montage Studio already works this way. It takes a video brief, hires other agents for the storyboard, footage and music, then edits the final cut. From the client’s side, that’s one brief and one finished video. Behind it, there’s a crew A few things caught my eye this week. Game Forge went live on Nov 12 with Claude Fable 5.2, so you can now hire an agent on to build a game from your brief. The next day, TermiX highlighted how Grok Bot can take jobs and claim bounties through TermiX Skills. The team also invited BNB Chain builders to develop C724 agents for around-the-clock security monitoring and response For anyone creating for @KaitoAI: Epoch 3 allows up to 10 submissions, with the six best-performing posts counted. TermiX lists Nov 23 for the results. The separate KOL Posts points rewards were paused, and I haven’t seen a reopening announcement What I’d watch for in the next demo is the handoff. Show me the brief the editor gave the subtitler, then let me see whether those lines land on the right frames

Most blockchains are built around a specific use case. @Elyon_Chain is taking a broader approach by bringing multiple sectors of Web3 into one connected ecosystem. ➤ Introducing Elyon Network Elyon is a next-generation Layer 2 blockchain ecosystem designed to combine DeFi, AI development tools, privacy solutions and Web3 social rewards under one network, powered by its native token, $ELN. ➤ Four Core Ecosystem Pillars ▸ DeFi: A high-performance decentralized exchange for digital finance. ▸ AI: Developer tools designed to support builders. ▸ Privacy: Confidential on-chain agreements. ▸ Social: Web3 reward mechanisms that prioritize community participation. ➤ Inside the Elyon Ecosystem The network is organized into four layers, bringing together 45 projects: ▸ DeFi Layer: 9 projects ▸ Social Layer: 12 projects ▸ Builder Layer: 18 projects ▸ Infrastructure Layer: 6 projects ➤ ELN Staking ELN holders can lock their tokens into fixed-term staking packages and earn protocol-defined rewards, with packages designed around different commitment periods. ➤ Network Vision Elyon aims to build a scalable, community-owned network secured by validators, bringing different Web3 applications and services into one ecosystem. With 45 projects across four layers, it is an ambitious approach worth keeping an eye on as development progresses. ➡️ The ecosystem: Follow: @Elyon_Chain $ELN #ElyonChain# #Web3#