OPENAI : Codex on macOS now supports Appshots, allowing users to quickly add context from any app directly to the prompt. Besides that, a new annotation editor is now available in the browser, the/goal command is enabled by default, and Plugins are now shareable.
SOFTWARE
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SambaStack offers high-performance AI inference infrastructure
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AI infra shouldn’t be complicated SambaStack gives teams a full hardware + software stack built for high-performance AI inference, whether you deploy on-prem or in the cloud. Learn more: https://
sambanova.ai/products/samba
stack?utm_source=x&utm_medium=organic&utm_campaign=enterprise
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Active Graph video: flipped agent architecture, blackboard system, self-improvement
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longer form video on Active Graph [7 min 22 sec]
— Yohei (@yoheinakajima) 21 mai 2026
– flip the agent architecture
– 1970s blackboard system
– rollback, fork, diff agent runs
– experience + behaviors + beliefs = you
– behaviors can write behaviors (self-improvement)
github: https://t.co/8ENyNt4gYD pic.twitter.com/WeN2D60bdjlonger form video on Active Graph [7 min 22 sec] – flip the agent architecture
– 1970s blackboard system
– rollback, fork, diff agent runs
– experience + behaviors + beliefs = you
– behaviors can write behaviors (self-improvement) github: https://
github.com/yoheinakajima/
activegraph
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Tapping Termius opens sites with Claude Code on VPS instantly
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Oh ok so it's super easy for me I just tap Termius and each of my sites is open with Claude Code open on the VPS instantly
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NVIDIA Announces Verified Agent Skills for Enhanced AI Agent Security
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We just shipped NVIDIA-Verified Agent Skills Skills make your agent more capable, but can also introduce vulnerabilities. Verified skills give you transparency into what a skill does, where it came from, what risks it carries, and whether it's been modified. Every verified
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Local-first automation: Scalable token for non-technical users, no cloud risk.
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4/ The main reason I keep this running is that it is local-first. Everything runs on my own device, so there is no cloud dependency or data leakage risk. For anyone non-technical who wants to automate tasks without learning how to use a Terminal, it completely scales your token
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Building a news dashboard with KroWork’s thought process
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1/ I finally tried building my own tool with KroWork to see if this "Chat-to-software" thing is as easy as they say.
— Chubby♨️ (@kimmonismus) 21 mai 2026
I asked the agent, Kro, for a news dashboard, and updating to the latest version lets you see the full KroWork thought process mapping out the system logic. It… pic.twitter.com/vC6LPMym2D1/ I finally tried building my own tool with KroWork to see if this "Chat-to-software" thing is as easy as they say. I asked the agent, Kro, for a news dashboard, and updating to the latest version lets you see the full KroWork thought process mapping out the system logic. It
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DreamLite: ByteDance’s compact 0.39B model for fast image generation and editing
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What if your phone could generate or edit images in under a second? ByteDance’s Intelligent Creation Lab presents DreamLite, a compact 0.39B parameter model that unifies text-to-image generation and editing in one network. It uses a simple trick: concatenating images
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Introducing LoRAs for Krea 2: Powerful AI Fine-Tuning System
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introducing LoRAs for Krea 2 (beta).
— Krea (@krea_ai) 21 mai 2026
our most powerful fine-tuning system to date; now you can train Krea 2 on a your own specific style, object, or character with incredible precision.
learn how it works 👇 pic.twitter.com/pbsuw43pMvintroducing LoRAs for Krea 2 (beta). our most powerful fine-tuning system to date; now you can train Krea 2 on a your own specific style, object, or character with incredible precision. learn how it works
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Frameworks and Prompts to Validate an AI MVP
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7 prompts. 3 frameworks. One Perplexity deep research session. You go from "what should I build?" to validated MVP scope with a launch plan. Before writing a single line of code. I built these from Christensen's Jobs-to-Be-Done and Kim & Mauborgne's Blue Ocean Strategy. The