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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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Auth Proxy: Controlling Agent Behavior Boundaries
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Introducing the sandbox Auth Proxy: A way to control the boundary between agent-generated behavior and the rest of the world. An explainer from @hwchase17
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Tips for AI-assisted scientific coding workflows
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How to vibe code in science: early adopters share their tips
by Nicola Jones @Nature Learn more: https://
bit.ly/4uOUTo1 #Coding #AI #GenerativeAI #ArtificialIntelligence #MachineLearning -
Codex enhances engineers’ focus
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6/ The thread beneath all five. Codex isn’t used to write code faster. It’s used to handle the work that disrupts focus. Reading. Refactoring. Testing. Scaffolding. Background tasks.
The engineer stays in the flow. The agent takes care of the rest. -
Scaffolding a New Project with Codex
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4/ Scaffolding new work. The initial setup of folders, modules, and API stubs for a feature. The boilerplate phase. Engineers use Codex to generate runnable code in minutes, then begin the actual problem-solving work.
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Reading unfamiliar code with AI assistance
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1/ Reading unfamiliar code. When engineers get pulled into a part of the codebase they have never touched, they point Codex at it first. For onboarding. For debugging. For incidents where you need to understand a system in minutes. This is the most common one in the report.
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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 Verified Agent Skills for AI Agent Capability Governance
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Technical Deep Dive https://
developer.nvidia.com/blog/nvidia-ve
rified-agent-skills-provide-capability-governance-for-ai-agents/
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Composer 2.5 scores 62, price difference makes ‘slightly better’ not worth 60x
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Composer 2.5 scores 62 on the Artificial Analysis Coding Agent Index. The two models above it score 65 and 66. The price difference: $0.07 per task vs. $4–5. At some point "slightly better" stops being worth "60x more expensive," and most engineering teams crossed that point a