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The next leap in AI isn’t a better prompt. It’s a loop.
Define:
Objective - Metric - Boundary
Then let agents build, criticise and improve their own work for hours.
@mattshumer_ calls his version the Gauntlet Loop.
Full breakdown below ↓
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What Is Jev? TypeSafe AI’s System One Model, Explained and Put to Work
Jev takes a different approach to AI.
It doesn’t chat, write, or code. Instead, it’s built to make fast, structured decisions routing, scoring, classifying and answering yes/no questions without using a full generative model for every step.
I took a closer look at how it works, the benchmarks and caveats, and where it could actually fit into real AI agents and automation workflows.
Catch the article here 👇
thepromptindex.com/jev-types…
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Happy to connect. Based up in the north east. Can't seem to DM
@jungleskellam
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Customised Gauntlet Loop Prompt Generator based on @mattshumer_ Gauntlet Loop technique
⬇️⬇️⬇️⬇️
thepromptindex.com/prompt_ge…
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How the Gauntlet Loop works, the original prompt, and a reusable template you can adapt to almost any project:
thepromptindex.com/ai-loop-e…
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Lates models Fable 5, Sol 5.6 require a different approach to prompting and slightly counter intuitive
Full details here: thepromptindex.com/gpt-5-6-a…
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Just built an AI book writer and it's damn good.
200+ pages, coherent, character consistency, decent plot...
teapaw.org/ThePromptIndex/status/…
Just wrote a book with AI 150+ pages and it's damn good.
Give it a try here: thepromptindex.com/promptboo…
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Just wrote a book with AI 150+ pages and it's damn good.
Give it a try here: thepromptindex.com/promptboo…
At The Prompt Index we now have 19 AI powered tools including but not limited to:
Prompt Generator (228 frameworks such as CoT)
Prompt Optimiser
Drag and Drop Prompt Builder
Prompt Share (We Transfer for prompts)
AI Writing Assistant
Sound Labs
Image Labs
and more
thepromptindex.com
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🎯 Researchers stunned: a GPT model trained on 100 songs flags sexually explicit Spanish lyrics with near-human accuracy, even when obfuscated.
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Future implications: power safer streaming, dynamic lyric filtering, and new benchmarks for multilingual content understanding.
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Full breakdown: thepromptindex.com/detecting… Paper: arxiv.org/abs/2602.05485 Follow for daily AI breakthroughs 🚀
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📢 You need to see this: The study reveals most consumer AI mental-health tools do NOT guarantee proven relief for any user, despite bold promises.
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Future implications: AI mental-wellbeing tools could be framed as primary care, supplements, or guidance like a yoga instructor—each with clear limits and safety checks.
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Full breakdown: thepromptindex.com/rethinkin… Paper: arxiv.org/abs/2602.02740 Follow for daily AI breakthroughs 🚀
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