In case anyone wants to improve/change/use it:
SECURITY
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DeepSWE designed to prevent dataset contamination and cheating
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DeepSWE was designed to make all of this impossible. Tasks written from scratch. Not pulled from public commits. No contamination. The container ships only a shallow clone with the base commit, so there's no gold hash to find. Hand-written verifiers. Solutions require over 5x
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WordPress categories covering AI topics
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Web designers after reading this: https://t.co/yONuEtjT8L pic.twitter.com/p3y16ldruL
— Charly Wargnier (@DataChaz) 27 mai 2026Web designers after reading this:
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AI Safety & Agent Security Tools: Claude, Google, Microsoft, OpenAI
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Doc of Claude Code plug-in: https://
code.claude.com/docs/en/securi
ty-guidance
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Google AI Threat Defense blog: https://
cloud.google.com/blog/products/
identity-security/introducing-google-ai-threat-defense
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Microsoft's RAMPART Blog: https://
microsoft.com/en-us/security
/blog/2026/05/20/introducing-rampart-and-clarity-open-source-tools-to-bring-safety-into-agent-development-workflow/
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OpenAI's Daybreak website: https://
openai.com/daybreak/
Perplexity's Bumblebee: https://
perplexity.ai/hub/blog/perpl
exity-is-open-sourcing-bumblebee
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Perplexity Open-Sources Bumblebee npm Security Scanner
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Perplexity open-sourced the scanner it uses to triage npm worm waves. Bumblebee reads on-disk metadata only, never runs the package manager during a compromise. Exact (ecosystem, name, version) matching. 2,900+ stars in 5 days. Apache-2.0.
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Data Poisoning Risk in Edge AI Systems
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Did you know? Data poisoning emerges as a new risk for edge AI systems. Traditional cybersecurity focuses on network perimeters but edge AI requires validating data quality at the source. Partner content with TDK SensEI. #TDK_iioT pic.twitter.com/YBmV9x1gtC
— Lucian Fogoros (@fogoros) 23 mai 2026Did you know? Data poisoning emerges as a new risk for edge AI systems. Traditional cybersecurity focuses on network perimeters but edge AI requires validating data quality at the source. Partner content with TDK SensEI. #TDK_iioT
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Bumblebee scanner for AI tool configs on developer machines
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Today we're open-sourcing Bumblebee, a read-only scanner for macOS and Linux. It checks developer machines for risky packages, extensions, and AI tool configs. Connected to Computer, it can trigger deeper scans whenever a new supply-chain risk emerges. https://
github.com/perplexityai/b
umblebee
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AI lab writes kernel code autonomously
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I met an AI lab that said their AI is now writing kernel code. So expect to see even that part of the OS eaten into.
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Refactoring and Security with Codex
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2/ Refactoring across multiple files. Renaming a function used in 40 places. Migrating an API. Applying a security fix everywhere at once. The kind of work everyone avoids because doing it manually is brutal. Codex makes it easy.
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Prompt: Pain Point Mining for AI/Niche Tools
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Prompt 2: "The Pain Point Miner" "Based on the [NICHE] projects you just found, I need
you to do deep research on the complaints and unmet
needs people are expressing around these tools and
this space in general. Search Reddit threads, X posts, Product Hunt comment
sections,