Gradio Super Mario theme is out To use this theme, set theme='hmb/super-mario' in the launch() method of gr.Blocks() or gr.Interface(). You can append an @ and a semantic version expression, e.g. @>=1.0.0,<2.0.0 to pin to a given version of this theme example app:
SOFTWARE
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Use Agentic Coding UX Over Chat for Best Results
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A recommendation which I have not tested for this exact task but which I feel moderately strongly about due to a closely related task: if you're familiar with Claude Code, Codex, Cowork, or other of the related UXes, use that in preference to regular chat window.
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Open Source Value Rises as LLM Software Locking Costs Increase
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Did you see this piece by @dbreunig
? He argues that the cost of locking down software through LLM analysis makes open source MORE valuable now: -
Shannon Lite Open-Source AI Pentester Finds and Exploits Web App Vulnerabilities
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Someone built an AI that hacks your web app before hackers do.
— AlphaSignal AI (@AlphaSignalAI) 15 avril 2026
Shannon Lite is an open-source AI pentester.
It reads your code, finds weak spots, and launches real attacks.
Most teams run a security test once a year. Code ships every week.
Months of untested code sit in… pic.twitter.com/DvIuKqYCFUSomeone built an AI that hacks your web app before hackers do. Shannon Lite is an open-source AI pentester. It reads your code, finds weak spots, and launches real attacks. Most teams run a security test once a year. Code ships every week. Months of untested code sit in
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Three Keys for Companies to Master AI in 2026-2028
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My takeaway is simple: The next 2 to 3 years will reward companies that do 3 things well: → use AI internally, so leadership understands it firsthand
→ build with a clear path from pilot to industrialization
→ take control of their own models, data, and evaluation strategy -
AI Transforms Software Development: Testing, Evaluation, Optimization
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The shift happening right now is bigger than "which model should we use?" AI is becoming a new way of building software. That means leaders need to think in terms of: → test cases
→ evaluation frameworks
→ feedback loops
→ continuous optimization If you cannot define -
Challenges of Implementing AI Code in Enterprise Tools
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I don't feel like people would be vibe coding slack or workday, it is still a lot of work getting these right even with perfect coding ability
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Sakana AI Hiring Software Engineers in Tokyo for R&D
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We are hiring Software Engineers in Tokyo to help us scale Sakana AI’s R&D. If you’re interested in building the data pipelines and full stack infrastructure needed to push the boundaries of automated scientific discovery, we’d love to hear from you. https://
sakana.ai/careers/#softw
are-engineer-research-and-development
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Connected AI Systems: Integrated Workflows Across Platforms
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The shift isn’t “more AI tools” It’s connected AI across systems What stood out to me with this approach: → Pulls data from email, CRM, Slack, docs, code
→ Works across multiple LLMs, not locked into one
→ Executes workflows, not just answers questions Example: Ask in -
On-Device AI Learning Preserves User Data Privacy
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Conversation data stays on your infrastructure. The model learns from your actual usage patterns