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manus-ai

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Awesome Vibecoding and Speccoding Resources repo—a living collection of checklists, guides, and practical tools for creators, product managers, and AI builders. Whether you’re vibecoding, spec-driven, or just curious about rapid prototyping in the age of agentic workflows, you’ll find something useful here.

  • Updated Feb 22, 2026

A collection of jailbreak prompts and exploit techniques for local and frontier AI models, with modern methods for Qwen3.5, Gemma 4, Llama 4, Kimi K3, GPT-OSS, GPT-5.x, Gemini 3.x and Grok 4.x. For red-teaming and AI safety research only.

  • Updated Aug 14, 2026

Observational dataset of 200 B2B AI deployments in France (2022-2025). Median annual gain of 1.60x investment (159.8%) across 165 deployments in production; 1.27x across the full cohort. Self-published, not peer-reviewed, no independent audit. Reproduction script included. CC BY 4.0.

  • Updated Jul 30, 2026
  • Jupyter Notebook

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