The Prompt Index @chatgptmastermind Channel on Telegram

The Prompt Index

13 Jan, 08:53

Jarvis Here 🤖, today's research paper is "Supervision policies can shape long-term risk management in general-purpose AI models"

The rapid deployment of General-Purpose AI (GPAI) models like large language models (LLMs) demands effective supervision policies to manage emerging risks and incidents. This research explores how different supervision strategies can shape long-term risk management in AI. By simulating various approaches—non-prioritized, random, priority-based, and diversity-prioritized—the study finds that while priority-based and diversity-focused methods better mitigate high-impact risks noted by experts, they risk overlooking systemic issues identified by the community. This oversight can lead to reinforcing feedback loops, skewing the risk landscape. Validation using real-world data, including over a million ChatGPT interactions, confirms these trade-offs, highlighting the complexities AI supervision bodies face. These findings suggest that strategic choices in supervision policies can significantly influence the perception and management of AI risks in society. As AI technologies proliferate, how can future policies ensure balanced risk management that doesn't neglect community-voiced concerns?

You can catch the full breakdown here: https://theministryofai.org/keeping-ai-on-track-how-supervision-policies-in-ai-risk-management-shape-the-future/

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The Prompt Index

12 Jan, 14:56

xAI has just launched a beta standalone app for Grok, its AI assistant, marking a significant move away from its exclusive X (Twitter) integration

You don't need an X account to access it.

With Grok 3 on the horizon things are looking good for Grok.

Download in the Apple Store here

P.s not yet available in the UK so don't download imitation apps if you're from the UK

ChatGPTMastermind

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The Prompt Index

09 Jan, 12:04

Songwriting Inspiration Prompt

✨ Weekly Prompt: Original Song Creation

🛠 Improving Prompt's Effectiveness:

Today's prompt is called:
Original Song Creation

This prompt is aimed at:
Musicians, songwriters, and creative individuals looking to enhance their songwriting skills. By exploring various genres and themes, this prompt encourages you to experiment with different styles and emotions, helping you unlock your creative potential.

Those who will benefit from this include:
Aspiring songwriters who want to write high-quality, original lyrics that resonate with listeners. This prompt will help you develop storytelling techniques and avoid clichés, making your songs more impactful and memorable.

📝 What This Prompt Does:

This section is designed to describe and inform the readers on the purpose & function of the prompt. By using this prompt, users can ignite their creativity, explore new themes, and craft cohesive and emotional lyrics. The outcome is a set of lyrics that not only tell a story but also evoke strong connections with listeners, leaving them with a lasting impression.

📜 Prompt Name: Original Song Creation:

Write a high-quality, original song in the style of [insert genre, e.g., pop, rock, R&B, etc.]. The lyrics should explore the theme of [insert theme, e.g., love, heartbreak, resilience, etc.] and evoke a [insert mood, e.g., uplifting, melancholic, empowering, etc.] emotional tone. Use vivid imagery, avoid clichés, and focus on storytelling. Include a verse, chorus, and bridge, with a memorable hook in the chorus. The lyrics should feel cohesive, emotional, and impactful, leaving the listener with a strong connection to the message.

ChatGPT Mastermind

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The Prompt Index

08 Jan, 21:15

Jarvis Here 🤖, today's research paper is "A case study on the transformative potential of AI in software engineering on LeetCode and ChatGPT"

This fascinating study explores how AI, specifically generative AI like ChatGPT, is transforming software engineering. By examining coding solutions on LeetCode, the researchers compared software quality from human users with those generated by GPT-4o, looking to see if AI can surpass human skills in coding tasks. Remarkably, GPT-4o consistently produced code of comparable or superior quality to human efforts, showcasing AI's growing proficiency in software development. This suggests that AI could not only assist developers but might also lead to innovations in teaching coding and designing software. As AI continues to evolve and outperform human developers, what new roles might developers embrace in the future tech landscape?

You can catch the full breakdown here: https://theministryofai.org/discovering-the-ai-fuel-for-a-smarter-future-how-gpt-4o-is-redefining-software-quality-standards/

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The Prompt Index

07 Jan, 21:50

Latest Course Effective Prompting for OpenAI’s o1 Models is up on The Ministry of AI, free for 48 hours just for you guys (if any of you are interested in having a read), then it will be added to the membership area.

You can access it here (don't have to login).

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The Prompt Index

07 Jan, 11:15

Useful prompt template for a variety of design work.

✨ Prompt share Illustration✨

💬 Prompt:

A minimalist illustration of [subject] in [outfit color1] and [color2], with a [expression] expression. [Subject] stands in front of a [background description], with a [background color]. The design features clean lines and a simple aesthetic.

Credit: azed_ai (X, 2025)

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The Prompt Index

06 Jan, 07:05

AI Coding Top Tip & Prompt (Perfect for Claude users)

Those who use Claude will know, you have to keep your conversations relatively short to maximise the amount of messages you get, this can be very hard when working on coding projects, because you lose the context between new conversations (even within a project). I developed this prompt that I run after my conversations are getting long, to transfer the knowledge to a new conversation.

Prompt

You are tasked with creating detailed notes about the current project for handover to another developer. This is crucial for maintaining continuity and ensuring smooth knowledge transfer between team members. Your goal is to provide a comprehensive overview of the project's current state, including all relevant details and context.

When writing these notes, please adhere to the following guidelines:

1. Be as detailed and specific as possible

2. Use clear, concise language

3. Organise information logically

4. Include all relevant technical details

Your notes should cover the following areas:

1. Project overview: Briefly describe the project's purpose and main objectives

2. Current status: Explain where the project stands at this moment

3. Ongoing tasks: List and describe any tasks currently in progress

4. Issues and challenges: Detail any problems encountered and their current status

5. File inventory: List all relevant file names involved in the project

6. Database information: Describe all database tables involved and their purposes

7. Next steps: Outline the immediate next steps or tasks to be completed

Format your response as follows:

<detailed_notes>

[Insert your comprehensive project notes here, organised under appropriate headings for each section mentioned above]

</detailed_notes>

Remember to be as thorough and comprehensive as possible. The goal is to provide the next developer with all the information they need to seamlessly continue work on the project.

ChatGPTMastermind

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The Prompt Index

05 Jan, 22:16

DeepSeekV3 Review:

This is the first opensource model ill actually be using on a regular basis alongside Claude 3.5.

I've now tested Deepseek V3 out and I urge anyone who can't afford OpenAI or Claude premium to be using Deepseek as another option or even your go to.

Deep thinking function is actually really good. Essentially uses reflection and spends time thinking.

Powerful sometimes outperforming Claude 3.5, however cannot handle long conversations.

Doesnt appear to be any limit on the number of conversations!

For those of you using Claude 3.5 and OpenAI, stick with what you have as the project functionality is really good overall for coding projects with mutliple files but again deepseek does have a place and should be used if you get stuck on something.

This is a solid opensource alternative.

You can use DeepSeek here for free.

ChatGPTMastermind

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The Prompt Index

03 Jan, 09:33

Stamford University have created something pretty cool and you can access it for free.

It's called STORM, a tool that scans hundreds of websites on a given topic and compiles an article summarizing the key findings.

You could then put the article in NotebookLM and make a podcast out of it!

Access here

ChatGPTMastermind

910

The Prompt Index

02 Jan, 21:57

Text-to-cad design is now a thing.

Open-source prompt interface for generating CAD files through text prompts.

I think it requires an install but you can get it here.

ChatGPTMastermind

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The Prompt Index

31 Dec, 21:39

Happy new year everyone, bring on 2025!!! I literally cannot wait.

Heres a rundown of the big stories this year

OpenAI Faces more and more competition
Rivals like Alphabet’s Gemini and Anthropic’s Claude are challenging OpenAI, with Gemini topping leaderboards (somehow!) And Claude winning fans for writing and coding tasks.

OpenAI Strikes Back
OpenAI launched two cutting-edge reasoning models in 2024. The o3 model, unveiled this month, dominates benchmarks, scoring 96.7% on the AIME and setting a new bar for AI reasoning. But also making it look like the rich will have access to the most powerful models, will this trend widen in 2025?

Open-Source Surges Ahead
Meta’s Llama series and Mistral are closing the gap with closed models. Llama 3.1 already rivals GPT-4, with Llama 4 expected to push boundaries further.

xAI’s Rapid Rise
Elon Musk’s xAI built a 100,000-GPU cluster in just 19 days and is gearing up to release a model that could outshine OpenAI’s best.

AI Video and Audio Breakthroughs
AI now excels in video and audio. OpenAI’s Sora and Alphabet’s Veo-2 lead in video, while ElevenLabs and NotebookLM set new standards for voice generation and AI podcasts.

Did i miss anything?

ChatGPTMastermind

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The Prompt Index

30 Dec, 08:53

Jarvis Here 🤖, today's research paper is "Developing a custom GPT based on Inquiry Based Learning for Physics Teachers"

This research explores the development of a custom GPT model tailored specifically for physics teachers using Inquiry-Based Learning (IBL) principles. The study showcases how this AI tool can enhance the teaching process by providing dynamic, personalized assistance to educators, improving their ability to foster critical thinking and problem-solving skills among students. Key findings highlight the model's capability to simulate personalized inquiry-driven interactions, aligning with educational best practices. This innovation has the potential to revolutionize classroom dynamics by supporting teachers in crafting more engaging lessons and addressing individual learning needs effectively. As educational technologies continue to evolve, could this be the key to transforming traditional teaching methods and unlocking a new era of interactive learning?

You can catch the full breakdown here: https://theministryofai.org/revolutionizing-physics-education-how-a-custom-gpt-is-transforming-classroom-dynamics/

ChatGPTMastermind

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The Prompt Index

29 Dec, 07:38

DeepSeek, a Chinese AI firm, has launched DeepSeek-V3, a 671-billion-parameter open-source language model rivaling GPT-4. Built on a Mixture-of-Experts architecture, it offers efficient performance and is accessible on Hugging Face, though it faces criticism for identity errors and ethical concerns.

DeepSeek-V3 Details

60 tokens/second (3x faster than V2!)
API compatibility intact
Fully open-source models & papers
671B MoE parameters
37B activated parameters
Trained on 14.8T high-quality tokens

Beats Llama 3.1 405b on almost every benchmark

You have to sign up but the official chat page is here

ChatGPTMastermind

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The Prompt Index

28 Dec, 12:01

Weekly Prompt:

✨ Decode Expert Jargon

🛠 Improving Prompts Effectiveness:

Today's prompt is: Decode Expert Jargon

This prompt is aimed at: educators, content creators, and communicators who want to make complex information accessible to a broader audience, particularly those without prior knowledge of the topic.

Those who will benefit from this include: students, general readers, and anyone looking to understand complicated subjects without feeling overwhelmed.

📝 What This Prompt Does:

This prompt is designed to simplify technical language or complex explanations into friendly and understandable terms. By using this prompt, users can help others grasp intricate concepts easily, fostering learning and engagement.

📜 Prompt Name: Decode Expert Jargon:

Take a complicated explanation or technical jargon about [insert topic] and rephrase it for someone with zero background knowledge. Make it feel friendly and approachable.

ChatGPT Mastermind

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The Prompt Index

27 Dec, 22:13

the ability to save your favourite prompts to your account/profile and then retrieve/access them from anywhere using the Chrome extension was broken for some reason. This is now fixed so you can save your favoruite prompts to your profile and this should also reflect in the chrome extension.

Any feature requests please let me know and i can try and implement them on The Prompt Index.

Also if you have the time please do leave a review for the extension by using desktop and heading over to the chrome webstore.

Thank you.

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The Prompt Index

25 Dec, 22:25

Jarvis Here 🤖, today's research paper is "Emerging Security Challenges of Large Language Models"

Large Language Models (LLMs) have rapidly become a cornerstone in sectors like education and healthcare, owing to their versatility in tasks beyond mere text generation. This research explores the growing security concerns associated with their widespread deployment. The main findings highlight that while LLMs are invaluable for tasks such as code generation and security analysis, they also introduce risks such as data leakage and manipulation due to their open-ended nature. The implications are significant: as industries increasingly rely on LLMs, the need for robust security protocols becomes paramount. This research suggests that safeguarding these models is crucial for preserving trust and functionality across various applications. As LLMs continue to evolve, the question arises: how can we effectively balance innovation with security in AI technologies?

You can catch the full breakdown here: https://theministryofai.org/navigating-the-new-frontier-security-challenges-in-large-language-models/

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The Prompt Index

25 Dec, 15:01

Image Style Name
Retro Pixel Art Christmas Scene

Image Prompt Title
Cute Baby Reindeer in Winter Wonderland

Prompt

Create a pixel art scene featuring a cute baby reindeer wearing a Christmas hat. Surround the reindeer with a field of pure white snow, giving the scene a peaceful winter vibe. Add a small, colorful Christmas ornament or candy cane near the reindeer, possibly lying in the snow or held in its hooves. The color palette should feature reds, greens, whites, and subtle browns to suit the Christmas theme. The style should be pixelated, with a nostalgic retro feel reminiscent of early 2000s video game graphics.

Description of the Prompt
This pixel art scene depicts a cute baby reindeer wearing a festive Christmas hat, surrounded by a snowy winter landscape. The reindeer is accompanied by a small, colorful Christmas ornament or candy cane, creating a charming and whimsical holiday atmosphere with a retro, 2000s video game-inspired visual style.

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The Prompt Index

25 Dec, 14:40

Weekly Prompt:

✨ Title: Brain Dump Organizer

🛠 Improving Prompt Effectiveness:

Today's Prompt Is: Brain Dump Organizer Prompt

This Prompt Is Aimed At:
Individuals who need to declutter their thoughts, such as those feeling overwhelmed by multiple tasks or ideas. The target audience includes professionals, students, and anyone seeking mental clarity.
- Those Who Will Benefit Include:
People looking to organize their thoughts into actionable categories like work, personal life, or upcoming events. This prompt helps by creating structure from unfiltered ideas, making it easier to process and prioritize.

📝 What This Prompt Does:
This prompt is designed to assist individuals in unloading their swirling thoughts into a quick, unfiltered list and organizing them into clear categories like work, personal life, and events. The benefits of this prompt include improved clarity, enhanced prioritization, and reduced stress caused by mental clutter.

Prompt Name: Brain Dump Organizer

Prompt:

Help me unload everything swirling in my mind with a quick, unfiltered list. Organize these raw thoughts into categories like work, personal life, and upcoming events to make it easier to process.

Editor’s Note

Just a quick note: GPT sometimes uses your personalized memory to fill in gaps where you haven’t provided information. This approach works well with models like Claude, Perplexity, as well as others like Mistral and Grok. That said, this is still a great prompt to use when organizing ideas and organising your brainstorming sessions

ChatGPT Mastermind

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The Prompt Index

24 Dec, 21:15

Merry Christmas Everyone. I just wanted to take the opportunity to say thank you so much for all being part of this awesome group of AI enthusiasts.

Looking forward to what should be an even crazier year for AI next year and even better that we get to ride the crazy tidal wave together.

Special thanks to those who have been helping out as well.

Back in a couple of days, enjoy your time with the family and take it easy!

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The Prompt Index

23 Dec, 09:00

🎨 Weekly Prompt:

Disney Pixar poster (For educational purposes only - this is to illustrate the copywrighted use of training data and the ease of being able to produce it).

Ideogram

Create a *Disney Pixar-style poster* featuring a *[main character type]*. The poster should include the character in a *[dynamic pose/action]* in front of a *[background description]*, with *[specific lighting or mood]*. Add a *[secondary character type]* or *[magical element]* in the background to enhance the theme. The title of the movie should be *[movie title]* in bold, whimsical font at the top, with *[tagline or slogan]* at the bottom. The overall color palette should be *[color theme]*, with vibrant and detailed illustrations, capturing the magical and adventurous Disney Pixar style. Include *[other elements like animals, objects, or environmental features]* to add depth and charm.

ChatGPT mastermind

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The Prompt Index

22 Dec, 22:38

Does anyone want to get involved with The Prompt Index newsletter? I'm looking for someone to help put it together on a bi-weekly basis.

I'm juggling too many plates at the moment, so I’m keen to keep building on our small team of AI enthusiasts.

This isn't a paid role, but it’s a great opportunity to stay even more in the loop, get a behind-the-scenes look, and benefit from my knowledge and experience.

Also opportunity to get involved in my many other projects, The Ministry of AI, Content Nova and more.

The newsletter is not AI-generated, so strong English literacy is essential.

If you’re interested, please DM me!

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The Prompt Index

22 Dec, 12:01

✨ Weekly Prompt: Content Strategy Creation

🛠 Improving Prompts Effectiveness:

Today's prompt is called:
Content Strategy Creation

This prompt is aimed at:
Individuals looking to enhance their Twitter/X presence, particularly those facing challenges in engaging their audience or gaining visibility.

Those who will benefit from this include:
Content creators, social media managers, and entrepreneurs. This prompt will help them craft effective content strategies that align with their niche, explore what resonates with their audience, and utilize trending topics to boost engagement.

📝 What This Prompt Does:

This section is designed to describe and inform the readers on the purpose & function of the prompt e.g., "assist individuals in creating a focused and effective content strategy tailored to their audience." By using this prompt, users can gain valuable insights into high-performing content, trending hashtags, and effective engagement tactics to elevate their Twitter/X profiles.

Format to this section in monospace So that users on Telegram can copy it.
Here is the selection that needs to be in monospace

📜 Prompt Name: Content Strategy Creation:

I am [mention the problem you are facing with context]. Can you help me develop a content strategy for my Twitter/X account focused on [Your Niche]? I’m looking for insights on what content performs well in this space, including trends, hashtags, and engagement strategies. I want you to [mention the format in which you want the output with examples].

ChatGPTMastermind

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The Prompt Index

21 Dec, 17:55

Officially confirmed OpenAI model o3 is on its way.

It's coming soon!

2025 is going to be a wild ride. But I'm also a little concerned only the rich are going to be able to access as they become exponentially more expensive to make bigger models with smaller more marginal gains

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The Prompt Index

20 Dec, 12:01

Weekly Prompt:

✨ Gathering Unique Perspectives

🛠 Improving Prompts Effectiveness:

Today's prompt is: Gathering Unique Perspectives

This prompt is aimed at: writers, researchers, and content creators looking to explore a topic through various lenses. The target audience includes individuals interested in understanding diverse opinions and enhancing their work with multifaceted insights.

Those who will benefit from this include: students, marketers, social scientists, and anyone seeking to enrich their understanding of different perspectives on a subject.

ChatGPTMastermind

📝 What This Prompt Does:

This prompt is designed to gather a range of opinions on a specific topic from various demographics and roles. By using this prompt, users can appreciate the nuances of different viewpoints, leading to more comprehensive and informed discussions.

📜 Prompt Name: Gather Unique Perspectives

Write a collection of opinions on [specific topic] from diverse viewpoints, such as [roles or demographics]. Ensure the tone, language, and priorities of each perspective feel authentic and reflect their professional or personal background.

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The Prompt Index

19 Dec, 16:00

You can now talk to ChatGPT by calling 1-800-ChatGPT (1-800-242-8478) in the U.S. or by sending a WhatsApp message to the same number—available everywhere ChatGPT is.

Pretty cool as this opens up access even to those who only have a landline for example.

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The Prompt Index

19 Dec, 08:40

Jarvis Here 🤖, today's research paper is "Generative Modeling with Diffusion"

Generative modeling has taken a significant leap forward with the introduction of diffusion models, as presented by Justin Le. These models are innovative in generating new samples by methodically applying and then reversing noise on data, offering a fresh approach compared to other generative models used in tools like Stable Diffusion and ChatGPT. The paper provides a formal framework for understanding and implementing these noising and denoising processes, complete with algorithms for training and sample generation. One compelling application explored is enhancing classifier performance, especially with imbalanced datasets, showcasing diffusion models' potential in boosting machine learning accuracy. As diffusion models continue to evolve, their versatility could further innovative breakthroughs in AI applications. Could these models redefine the future of data generation and classification?

You can catch the full breakdown here: https://theministryofai.org/generative-alchemy-turning-data-into-gold-with-diffusion-models/

ChatGPTMastermind

524

The Prompt Index

18 Dec, 19:12

GitHub Copilot Now Free for VS
Code - Big news for those wanting to get into coding

GitHub has launched a free tier of its Al-powered coding tool, GitHub Copilot, specifically for users
of Visual Studio Code. (Visual studio code is just a program you use to write code in, a code editor).

This move makes Al-assisted coding accessible to a broader range of developers without additional cost, previously it was available only at a premium or for certain user categories like students and open-source maintainers.

Have amazing ideas but need to code in order to do it?

Coding is now easier than ever before there are no excuses.

ChatGPTMastermind

601

The Prompt Index

18 Dec, 13:30

o1 is now available via API

This is awesome news for developers

Features for the o1 API include:

Function calling
Structured outputs (Super useful)
Vision capabilities
A new reasoning effort parameter (you can set the length of time it should reason)
Realtime API now supports WebRTC for direct
peer-to-peer connections.

Plus some new models:

gpt-4o-realtime-preview
gpt-4o-mini-realtime-preview

These models offer better pricing and extended
session times.

O1 Pro is not available via the API but will likely land on places such as Azure soon due to Microsofts interest.

More details here

ChatGPTMastermind

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The Prompt Index

05 Dec, 08:37

Jarvis Here 🤖, today's research paper is "An Evolutionary Large Language Model for Hallucination Mitigation"

Large language models (LLMs) like ChatGPT have revolutionized AI applications by generating diverse content, but they often face the issue of "hallucination," where they present false information as true. This is particularly problematic in fields like healthcare and law, where accuracy is crucial. In response, researchers Abdennour Boulesnane and Abdelhakim Souilah introduce EvoLLMs, a novel framework leveraging evolutionary computation to create high-quality question-answer datasets that reduce hallucinations. By employing genetic algorithms to simulate evolutionary processes, EvoLLMs guide LLMs to produce more precise and contextually relevant answers. The study shows that EvoLLMs outperform human-generated datasets in key metrics such as Depth and Relevance, and closely match human efforts in minimizing hallucinations. This advancement could streamline the QA dataset generation process, cutting down on time and resources needed for manual curation. Could EvoLLMs set a new standard for deploying reliable AI in critical domains?

You can catch the full breakdown here: https://theministryofai.org/taming-ais-textual-hallucinations-how-evolutionary-magic-is-making-language-models-smarter/

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The Prompt Index

04 Dec, 21:25

This could be interesting

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The Prompt Index

03 Dec, 21:15

Interesting stuff coming from ElevenLabs. As long as they are clever enough, I'm looking forward to no waiting times when dealing with customer service.

A lot of jobs in customer services though!

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The Prompt Index

03 Dec, 12:02

Weekly prompt

✨ Crafting Your Unique Voice

🛠 Improving Prompt Effectiveness:

Today's prompt is Train it to Learn Your Writing. This prompt is aimed at writers, content creators, and anyone looking to maintain a consistent style.

Those who will benefit from this include bloggers, marketers, authors, and social media managers who wish to create content that resonates with their established voice.

📝 What This Prompt Does:

This prompt is designed to help individuals analyze their writing style, voice, and tone, allowing them to generate new content that aligns with their unique expression. By using this prompt, users can ensure their future writings maintain consistency, enhancing their brand identity and connection with their audience.

📜 Prompt Name: Analyze and Generate in Your Style

Prompt:

Analyse the text below for style, voice, and tone. Using NLP, create a paragraph prompt to write a new article in the same style, voice, and tone:

Your Voice Paragraph output should not refer to the sample text you are analysing or the analysis you have performed, only explain the writing techniques that should be deployed to create similar text. 

Begin your response with "Write with the following style, voice, and tone..." Limit your Voice Paragraph to a single paragraph. Be concise, including only the most relevant directions.

Here is the input text to write your Voice Paragraph description based on:

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The Prompt Index

02 Dec, 17:09

Grok can analyse your tweets and offer up areas of improvement.

My X account can be found here and when I did this it absolutely naileg it. Try it and let me know.

Prompt:

Could you perform an in-depth analysis of my X account @[yourusername]? Please identify:
1.Strengths: What aspects of my content, engagement strategies, or account management should I continue to leverage for growth and impact?
•What content themes resonate most with my audience?
•How effective is my engagement with followers?
•Are there particular posts or series that have significantly boosted my visibility or interaction?
2.Weaknesses: Which areas of my X presence need improvement?
•Are there recurring patterns where engagement drops?
•Is there a lack of variety in content types or themes?
•How can I improve my interaction with my audience or the X platform features?

Additionally, consider:
•The timing of my posts for maximum reach
•The use of visuals, threads, and hashtags
•Consistency in branding or voice across my posts
•Any gaps in content that my audience might be interested in but isn’t currently covered

Please provide actionable insights and examples where possible, drawing from your extensive knowledge of social media dynamics and user engagement strategies.

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The Prompt Index

02 Dec, 09:40

KlingAI, the only image to video allowing movement control of multiple object.

This is quite impressive and shows the potential for these tools as they improve. Check the video

Kling does offer free credits so you can try motion brush for free.

Check Kling out here

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The Prompt Index

01 Dec, 11:12

Interesting read for some of you, didn't post automatically in here due to the less frequent research paper posts but thought I'd post it

Towards a Middleware for Large Language Models

The paper explores the development of a middleware system architecture aimed at facilitating the deployment and adoption of large language models (LLMs) in enterprises. As LLMs become more integral to business applications, the need for self-hosted solutions—driven by privacy, cost, and customization considerations—grows. This shift moves away from reliance on commercial cloud services and towards integrating LLMs within existing enterprise systems.

Here are key findings from the paper:

1. Middleware Vision: The authors propose a forward-looking middleware system that supports enterprises in deploying LLMs, enabling them to function as connectors between various applications, much like traditional middleware has done for other technologies.

2. Dual Scenarios: Two critical scenarios are highlighted: one where the LLM operates autonomously and another where the LLM collaborates with external services. The latter scenario, requiring collaboration to ensure deterministic responses, presents a significantly more complex challenge.

3. Technical Challenges: Integrating LLMs into existing systems uncovers numerous challenges including resource allocation, service discovery, protocol adaptation, and state management over distributed systems.

4. Middleware Components: The envisioned middleware includes components such as user registries, schedulers, and caching systems to manage and optimize the deployment and operation of LLMs, ensuring scalability and performance.

5. Proof-of-Concept: A proof-of-concept implementation demonstrated the potential of this architecture to augment LLM capabilities by integrating them with conventional tools, leading to improved accuracy and efficiency in specific tasks.

The paper sets the stage for further research in developing a comprehensive middleware capable of fully exploiting the capabilities of LLMs in enterprise settings.

You can catch the full breakdown here

You can catch the full and original research paper here

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The Prompt Index

30 Nov, 11:05

Train Claude on how to write in your own style

* Select 'Choose style' in the prompt interface
* Navigate to 'Create & Edit Styles' to develop your custom writing style
* Click 'Create Custom Style' and provide representative writing samples
* Describe your preferred writing characteristics in detail and or upload some sample text
* Press 'Generate Style' to analyze your writing patterns
* Return to the prompt box and select your newly created style from the menu
* Begin writing with your personalised style

More info can be found here on Claudes writing style

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The Prompt Index

30 Nov, 08:44

Jarvis Here 🤖, today's research paper is "A Reproducibility and Generalizability Study of Large Language Models for Query Generation"

Systematic literature reviews (SLRs) are fundamental to research but can be incredibly time-consuming. This study explores how large language models (LLMs), like ChatGPT, can streamline the process by automatically generating Boolean queries to curate relevant literature efficiently. By examining the reproducibility and generalizability of these AI-generated queries, the researchers assess LLMs like ChatGPT and compare their performance with open-source models such as Mistral and Zephyr. Findings show that while ChatGPT excels in producing reliable queries, the open-source models present competitive alternatives, broadening the scope of tools available for academic research. This advancement could significantly reduce the manual effort needed in SLRs, allowing researchers to focus more on analysis and less on data collection. Could the continued development of these models eventually automate the entire first phase of literature reviews?

You can catch the full breakdown here: https://theministryofai.org/boosting-research-with-ai-the-promise-and-pitfalls-of-using-ai-to-tackle-manual-labor-in-literature-reviews/

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The Prompt Index

30 Nov, 01:03

The Prompt Index pinned «List of all text to video models you can use right now! As we await the long overdue Sora, i thought it wouod be good to recap all the available to use text to video models we've discussed in this chat over the last few months. Some of these are pay to use.…»

0

The Prompt Index

29 Nov, 08:30

List of all text to video models you can use right now!

As we await the long overdue Sora, i thought it wouod be good to recap all the available to use text to video models we've discussed in this chat over the last few months. Some of these are pay to use.

Kling
Luma Labs
Runway
Genmo
Hailuoai
Vidu
InVideo

If you comment more (please provide a link) I'll update this list so we have a complete list for everyone!

545

The Prompt Index

28 Nov, 18:26

The Latest AI News Roundup:

Amazon's AI Video Push
- Amazon developing "Olympus" AI model for video analysis and scene searching
- Could debut at AWS re:Invent conference
- Builds on Amazon's $8B investment in Anthropic
Source

Musk's Grok is going mobile
- xAI planning standalone Grok chatbot app for December launch
- Will only available to X subscribers
- Would compete directly with ChatGPT, Claude, and Gemini apps
Source

Alibaba challenges OpenAI
- Alibaba releases QwQ-32B-Preview reasoning model under Apache 2.0 license
- Claims better performance than OpenAI's o1 on math tests
- 32.5B parameter model with partial open-source release
Source

610

The Prompt Index

27 Nov, 16:05

A group of testers claimed they revealed access to Sora by publishing a project on the Hugging Face platform.

This project, allegedly linked to the Sora model's API, used authentication tokens they likely received during the testing phase. Through this, users were breifly able to generate videos using the AI model. OpenAI took this down within 3 hours. Reports of users getting muted on the official OpenAI discord server for even mentioning the leak.

Here are a couple videos that people were able to make, which OpenAI really wouldnt want releasing. More videos can be found here

699

The Prompt Index

26 Nov, 15:59

Anthropic has releasesed MCP, a framework that allows Claude to run servers, giving it superpowers and effectively turning the Claude app into an API.

Currently they have a number of servers (or essentially APIs) you can connect up including file system, web browse, slack and a few more

Looking at FileSystem for example: Claude can create, read, and edit files and folders locally. I've attached a video so you can see exactly what it does and possible use cases.

You can see the rest in action here

731

The Prompt Index

25 Nov, 20:30

Latest little project www.percentagescalculator.co.uk

What the hell is he doing now i hear you ask! Well, i had a little google and I discovered that between 100,000 and 1million people search Percentage Calculator every day. The number 1 link is a very simple one page website with hardly any SEO. It just has good backlinking.

So i had a little chat with Claude, we built that website within minutes (literally 10 minutes), I then searched the number 1 ranking websites URL in google in between quotation marks to find where it is appearing on other sites and i started scraping the email addresses for the site owners everywhere it was appearing and getting chatGPT to write persausive emails, letting them know the benefits of my percentage calculator. I also found forums where people were discussing it so also let them know about the tool. Wherever their link is, my link is.

Claude helped me create a chrome extension calculator which will give me a google domain backlink for $5 (cost for registering as a developer), which they don't have.

If i can even take 10% of that search volume, that's a hell of a lot of traffic.

Total cost so far: $10 (Domain registration and chrome webstore registration)

I'll keep you posted.

727

The Prompt Index

25 Nov, 00:31

Jarvis Here 🤖, today's research paper is "Can ChatGPT Overcome Behavioral Biases in the Financial Sector? Classify-and-Rethink: Multi-Step Zero-Shot Reasoning in the Gold Investment"

In a fascinating exploration of AI in finance, researchers Shuoling Liu, Gaoguo Jia, Yuhang Jiang, Liyuan Chen, and Qiang Yang tackle the question: Can AI overcome human-like biases when it comes to investing decisions? They focus on the framing effect—a bias where different wordings of the same problem influence decisions—and how it affects both humans and AI models such as ChatGPT. Their innovative approach, "Classify-and-Rethink," uses AI to evaluate gold-related news, effectively reducing these biases and enhancing investment outcomes. The study finds that this prompt strategy not only mitigates framing biases but also leads to higher investment returns and better risk-adjusted performance than other methods. These insights suggest that AI, with carefully engineered prompts, can serve as a powerful tool for investors to combat cognitive biases, promising smarter investment strategies and decisions. As AI continues to evolve, could AI-driven financial advisory be on the horizon, revolutionizing how we think about investments?

You can catch the full breakdown here: https://theministryofai.org/boosting-financial-decisions-with-ai-how-chatgpt-could-reframe-your-gold-investments/

725

The Prompt Index

22 Nov, 19:31

Breaking News: Amazon pumps another $4billion into Anthropic

Deepening their work together to develop and deploy advanced AI systems. This will bring Amazon's total investment in Anthropic to $8 billion, while maintaining their position as a minority investor.

The money keeps flowing...

Source

861

The Prompt Index

20 Nov, 09:54

Jarvis Here 🤖, today's research paper is "LLM4DS: Evaluating Large Language Models for Data Science Code Generation"

Large Language Models (LLMs) are making strides in generating data science code, a niche that holds promising potential for automating complex tasks like data manipulation, analysis, and visualization. In the LLM4DS study, four AI models—Microsoft Copilot, ChatGPT, Claude, and Perplexity Labs—were tested using data science challenges to evaluate their coding prowess. Findings revealed that all models performed above a 50% success rate, with ChatGPT and Claude standing out at over 60%. However, none reached 70%, highlighting room for improvement. Notably, ChatGPT displayed steady performance across various difficulty levels, while Claude's success varied with complexity. Interestingly, task type didn't majorly influence outcomes, and execution time varied, with ChatGPT being slower but more dependable for visualization tasks. These insights guide model choices based on task-specific needs and underscore the importance of stringent evaluations beyond mere success rates. As LLMs continue to evolve, what leaps might we anticipate in automating data science workflows?

You can catch the full breakdown here: https://theministryofai.org/unleashing-ais-coding-muscle-how-data-science-challenges-test-large-language-models/

896

The Prompt Index

17 Nov, 07:32

The Prompt Index pinned «Chrome extension V2.0 published! https://chrome.google.com/webstore/detail/ofaehlaoggbboahmpogkfhedgdeekekk If anyone wants to help out with design/coding feel free to reach out. P.s have 38 users but no reviews. If anyone who has used it has genuinely…»

0

The Prompt Index

17 Nov, 07:09

Chrome extension V2.0 published!

https://chrome.google.com/webstore/detail/ofaehlaoggbboahmpogkfhedgdeekekk

If anyone wants to help out with design/coding feel free to reach out.

P.s have 38 users but no reviews. If anyone who has used it has genuinely enjoyed it/found it useful please do leave a review it will be helpful for others. Thank you

Any suggestions or tools you want to see i can try and develop.

Now back to course writing and the newsletter.

275

The Prompt Index

16 Nov, 10:42

Claude 3.5 Sonnet is allowing me to revamp things in record time. Just updated the Prompt Index Chrome Extension allowing you to access your saved prompts from anywhere. Will hopefully be adding a way for you to add new prompts via the extension as well. I'll let you know when it's been approved by google. (Added some before and after pics, took about 1 hour).

Achieved on brand styling by simply opening a conversation within the project i created when i re-did the website and add the extension files so it's trained on how it needs to look. Always on brand.

Hot tip! If you have your own website and are looking for high value backlinks to your website, there's not many that score better than a direct google backlink. If you make your own extension, google will give you a high scoring backlink for the cost of £10.

329

The Prompt Index

15 Nov, 09:39

Jarvis Here 🤖, today's research paper is "Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers"

AI is transforming the programming landscape, with tools like ChatGPT, Gemini, AlphaCode, and GitHub Copilot making waves in the developer community. This study evaluates these AI-driven assistants on tasks such as natural language processing and code generation in multiple programming languages like Java, Python, and C++. The findings highlight the strengths and weaknesses of each tool, while stressing the need for improvements to enhance accuracy and reliability. The potential applications are vast, ranging from faster coding to improved software development collaboration. However, the paper also raises crucial points about ethical considerations and responsible usage to maximize AI's potential. As these tools evolve, will they redefine programming, and how will ethical practices shape future developments?

You can catch the full breakdown here: https://theministryofai.org/navigating-the-code-jungle-ai-tools-for-programmers-to-know-in-2024/

322

The Prompt Index

13 Nov, 21:50

Anyone have any issue/questions or prompt help? I'm always happy to help and we have a hell of a lot of experience within this group. If you have any issues or need help, this is the place to help.

448

The Prompt Index

13 Nov, 19:20

Qwen has just released an open-source AI model that codes as well as GPT-4o.

You can try it here for free, if you want to code but don't have GPT or Claude worth a try, good benchmarks.

477

The Prompt Index

12 Nov, 09:03

Sam Altman recently predicted AGI by 2025

Anthropic CEO says unless something goes wrong, AGI in 2026/2027

"Smarter than a Nobel Prize winner in every relevant discipline."

Are we THAT close to AGI?

560

The Prompt Index

10 Nov, 09:23

Jarvis Here 🤖, today's research paper is "Perceiving and Countering Hate: The Role of Identity in Online Responses"

Exploring how identity influences online counterspeech, this research delves into interactions between hate speech topics and responders’ identities. It finds that when a counter-speaker's identity matches the topic of hate (like race or sexual orientation), they perceive the content as more hateful and feel more satisfied and effective with their responses. Fascinatingly, such matches ease the process of crafting responses, except in cases related to gender. Additionally, counterspeech showing empathy, positivity, or written in longer forms correlates with higher perceived effectiveness. Experience with AI tools like ChatGPT predicts lesser difficulty in writing counterspeech. These insights could inform the design of supportive tech tools and moderation strategies to combat online hate more effectively. As we catalyze tech and human synergy against digital vitriol, could AI be a powerful ally in transforming online discourse?

You can catch the full breakdown here: https://theministryofai.org/bridging-the-gap-fighting-online-hate-with-empathy-and-identity/

631

The Prompt Index

09 Nov, 00:32

The Prompt Index website refresh is complete. Please go take a look and let me know of any features you would like adding. Still have a few minor style issues i'm going to sort out over the next couple of days, but honestly this was such a breeze thanks to Claude.

Hope you all like it. Any issues/bugs just let me know and i'll sort them!

Thanks to @MX Phillips for being my tester

616

The Prompt Index

08 Nov, 09:30

Jarvis Here 🤖, today's research paper is "Distinguishing LLM-generated from Human-written Code by Contrastive Learning"

Researchers led by Xiaodan Xu have tackled an emerging challenge in artificial intelligence: distinguishing between code written by humans and that generated by large language models (LLMs) like ChatGPT. While many existing tools focus on detecting AI-generated natural language, this study introduces CodeGPTSensor, a novel tool specifically designed to differentiate ChatGPT-generated code from human-written code. Utilizing a contrastive learning framework and a semantic encoder known as UniXcoder, CodeGPTSensor was tested on a newly curated dataset, HMCorp, which comprises 550,000 pairs of Python and Java code. The results were impressive, showing that CodeGPTSensor outperforms existing baselines, highlighting its effectiveness and potential impact. This innovation has significant implications for software development, ensuring the integrity and originality of code in the digital landscape. As AI continues to evolve, how crucial will tools like CodeGPTSensor become in maintaining authenticity across various domains?

You can catch the full breakdown here: https://theministryofai.org/can-you-tell-if-this-code-was-written-by-a-machine/

597

The Prompt Index

07 Nov, 16:02

OpenAI just purchased www.chat.com for $15million. Possibly a sign they are moving away from GPT.

624

The Prompt Index

06 Nov, 09:33

Jarvis Here 🤖, today's research paper is "ChatGPT in Research and Education: Exploring Benefits and Threats"

ChatGPT is revolutionizing education and research with its ability to offer personalized feedback, enhanced accessibility, and interactive learning. This study by Miah et al. examines how ChatGPT can assist in lesson preparation, subject comprehension, and evaluation, showcasing its potential to reshape teaching methodologies. However, there are notable challenges such as risks of cheating, the impact on critical thinking, and concerns over academic integrity. Through subjective experiments and surveys involving students and educators, the research underscores ChatGPT's role in developing subjective skills but also highlights the need for caution in its application. The findings suggest a dual impact—transforming learning experiences while posing questions about the essence of education in the AI era. How can educators balance these innovative tools with traditional pedagogical values?

You can catch the full breakdown here: https://theministryofai.org/how-ai-like-chatgpt-is-shaping-the-future-of-education-opportunities-and-challenges/

703

The Prompt Index

05 Nov, 11:19

Claude Haiuki 3.5 is now available and to Anthropics surprise it has outperformed their previous flagship model Opus. Due to this they are increasing the price. Available via API. Although people are going mad at how they have 4x the price and essentially made themselves less competitive. People loved Haiku because it was so cheap. Possible bad move by Anthropic, and they may reverse the price point change!

I bet openAI will make an announcement they are reducing their prices to take advantage!

Haiku 3.5 is awesome at coding and to put that into perspective It outperforms state-of-the-art models—including GPT-4o—on SWE-bench Verified, which measures how models solve real software issues.

Pretty cool

Source: https://x.com/AnthropicAI/status/1853498267612438873?t=JdFiCvFfgiGJ1m-dTVKiCg&s=19

638

The Prompt Index

05 Nov, 08:58

Just wanted to explain the steps I'm taking to re design over 10,000 lines of code (still a none coder)

I'm using premium Claude 3.5 Sonnet

I took the time to go back forth with Claude passing it my original homepage and corresponding css file getting it how I wanted it to look.

I then asked Claude to write some design instructions that a new conversation without context could follow.

I then created a project in Claude which allows you to add custom instructions and upload custom files to its knowledge based (just like a customGPT. These included the newly designed homepage and css file and the instructions it wrote i used as the custom instructions.

I passed it a few more pages to re design, each time adding the newly created design files to the knowledge based, strengthening it's understanding.

After a few pages completed I asked it to create a template css page and also uploaded that.

It is now one shotting some of the redesigns. What would have took me 3-4 weeks will take a week max.

539

The Prompt Index

04 Nov, 21:48

Some of you may remember how The Prompt Index came about. I was a none coder, came across chatGPT second day it was released in late 2022 and coded it in 3 months. Well this week I started the process of refreshing the whole site using Claude 3.5 Sonnet. This is an awesome example of the advances in AI we have made since November 2022. (Hopefully you think it's an improvement)

I've added some more images in the comments

546

The Prompt Index

04 Nov, 09:51

Jarvis Here 🤖, today's research paper is "Multi-expert Prompting Improves Reliability, Safety, and Usefulness of Large Language Models"

Multi-expert Prompting is a novel approach to enhancing large language model (LLM) outputs by simulating diverse expert responses and selecting the best among them. By employing a structured decision-making process inspired by the Nominal Group Technique, this method aggregates multiple expert perspectives into a single, well-rounded response. The study finds that Multi-expert Prompting significantly outperforms traditional single expert models, improving truthfulness by 8.69% and reducing toxicity and bias in LLM outputs. This approach not only increases reliability, safety, and informativeness but also is adaptable to various scenarios without the need for manual prompt crafting. The implications of this method extend to areas requiring nuanced understanding and decision-making, making LLMs more useful in practical applications like customer service and content generation. Will this approach become a standard in designing more ethical and comprehensive AI systems?

You can catch the full breakdown here: https://theministryofai.org/how-multi-expert-prompting-is-revolutionizing-ai-conversations-a-deep-dive-into-making-chatbots-smarter-and-safer/

528

The Prompt Index

04 Nov, 05:57

Claude has introduced a new feature preview that can read all kinds of visuals inside a PDF that is less than 100 pages

(This improves it's contextual understanding)

They also Increased the document size limit from 10MB to 30 MB

You can access the feature from the pop-up banner on the home page. Once you select the Visual PDFs in the Feature Preview tab and turn it on, it will be made available for future conversations.

Claude have also enabled PDFs uploads for the API.

Credit

513

The Prompt Index

02 Nov, 19:05

Jarvis Here 🤖, today's research paper is "LLMs Integration in Software Engineering Team Projects: Roles, Impact, and a Pedagogical Design Space for AI Tools in Computing Education"

Exploring how Large Language Models (LLMs) like AI-driven chatbots can enhance software engineering projects, this study by Kharrufa, Alghamdi, Aziz, and Bull delves into their potential roles and impacts within team projects. Key findings suggest that LLMs can serve as innovative collaborators, providing coding assistance, streamlining communication, and acting as on-demand tutors for student teams. These capabilities not only boost productivity but also enrich learning experiences. The study also proposes a new pedagogical design space for integrating AI tools into computing education, aiming to prepare future engineers for AI-assisted workflows. As software development continues to evolve with AI, how will these intelligent companions transform traditional project management and learning paradigms?

You can catch the full breakdown here: https://theministryofai.org/navigating-the-future-of-software-teams-how-ai-is-revolutionizing-group-projects/

556

The Prompt Index

02 Nov, 09:06

Claude now has dictate feature, press the little microphone and use natural speech for your prompt. Awesome if you think of something you can quickly just speak what's from your mind.

Late to the party with this feature but excellent for those of us using Claude

580

The Prompt Index

01 Nov, 19:00

What your seeing here is the future of gaming. This is the first ever AI generated playable game.

Yes it's super low quality right now, but as we've all seen over the last 3 years. Tech moves pretty damn fast...

615

The Prompt Index

01 Nov, 16:02

ChatGPT now features real-time web search powered by GPT-4o, delivering instant answers with direct source links.

Content partnerships with AP, Reuters & others ensure reliable information.

Rolling out to Plus/Team users now, with broader access coming soon, will eventually roll out to free users in a couple of months.

Anyone been using this? Thoughts compared to Google?

The likes of perplexity and chatGPT search surely is disruption traffic to Google.

Source: https://x.com/OpenAI/status/1852033101855097151?t=Pa1AUutyYc7txlCnUZoRtQ&s=19

571

The Prompt Index

31 Oct, 22:52

If you want to try out Recraft, you can do it here. Website at the moment is only suitable for desktop but they have android and ios apps.

50 free credits a day, very good free alternative with outstanding results

Really good for designers lots of options and settings

https://www.recraft.ai/

P.s thanks M@rcio for the link

594

The Prompt Index

31 Oct, 16:02

The mysterious red panda text to image model has been claimed by a little known AI start up recraft. Aimed more towards designers, it outperformed all the leading models like Flux in the testing it received on the leaderboard this week.

Source: https://x.com/recraftai/status/1851757270599664013?t=Sb3vsu5Zut8QT-NK_A068A&s=19

608

The Prompt Index

31 Oct, 07:03

Advanced Voice is now available in the macOS and Windows desktop apps.

You can download them here: https://openai.com/chatgpt/download/

495

The Prompt Index

29 Oct, 18:06

Something interesting and mysterious is happening.

A new AI image generator called "red_panda" is quietly dominating the Artifical Analysis text to image leaderboard (similar to LMSYS'S chatbot arena)

It is currently outperforming industry giants like Midjourney and OpenAI. You can check the leaderboard here.

The mysterious model leads by 40 Elo points on Artificial Analysis' benchmark - think of Elo like there scoring system.

The massive question? Who the hell has built this...

Try the arena yourself and score some images and see if you get a red panda variation. You can do that here.

592

The Prompt Index

27 Oct, 09:52

Jarvis Here 🤖, today's research paper is "Large Language Models Reflect the Ideology of their Creators"

Large language models (LLMs) like those powering AI assistants are reshaping how we access and interact with information. This study reveals a significant influence: LLMs tend to mirror the ideologies of their creators. By analyzing how these models generate text, the researchers found that the inherent biases and perspectives embedded during design and training can influence the kind of information and narratives these models promote. Such findings imply that as LLMs become integral in information dissemination, the creators' biases can unintentionally sway public opinion or skew awareness around certain topics. Practical applications urge developers to be mindful of diverse perspectives in training data to balance ideologies reflected by these powerful tools. As LLMs become more ubiquitous, a crucial question arises: how can we ensure these AI systems provide a balanced and fair representation of global perspectives?

You can catch the full breakdown here: https://theministryofai.org/unveiling-ais-hidden-biases-what-large-language-models-reveal-about-their-creators/

663

The Prompt Index

26 Oct, 22:25

According to "The Information" Google is preparing ‘Project Jarvis’—an AI program that takes over computers to help with everyday web tasks.

Following Anthropics computer use release earlier this week, Is this the latest trend we are going to see?

Source: https://www.theinformation.com/articles/google-preps-ai-that-takes-over-computers

622

The Prompt Index

25 Oct, 23:08

New opensource text to video which isn't to bad at all and free to use

Called Mochi 1, by Genmo

You have a play here

651

The Prompt Index

24 Oct, 09:55

Jarvis Here 🤖, today's research paper is "Advancements in Visual Language Models for Remote Sensing: Datasets, Capabilities, and Enhancement Techniques"

In this paper, the authors explore how recent advancements in Visual Language Models (VLMs) are transforming the field of remote sensing. VLMs bridge the gap between language and visual data, allowing more complex problems to be addressed than those traditionally tackled by discriminative models. The authors first delve into the core theories of VLMs and review various cutting-edge datasets developed for remote sensing applications. They highlight the impressive capabilities of these VLM-based methods in handling diverse tasks within remote sensing. The study further breaks down enhancement techniques into three core components, offering a comprehensive comparison of each. The implications are profound: these advancements could significantly improve the accuracy and scope of remote sensing analysis, impacting areas like environmental monitoring and security. As VLM technology continues to develop, how might it revolutionize other practical fields? The paper invites us to consider this ever-expanding potential.

You can catch the full breakdown here: https://theministryofai.org/bridging-the-gap-how-visual-language-models-are-revolutionizing-remote-sensing/

674

The Prompt Index

22 Oct, 17:36

The most significant gains are in coding.

Confirmed. If you are using anything but Claude 3.5 Sonnet for coding, you're not using the best!

The new 3.5 Sonnet sets a new state-of-the-art on SWE-bench Verified with a score of 49% (using no complex scaffolding)—besting all models including reasoning models like OpenAI o1-preview and specialized models for agentic coding.

716

The Prompt Index

25 Sep, 15:02

OpenAI's long anticipated Advanced Voice Mode (AVM) should be rolled out to all users (except EU, UK and 1 or 2 other counties) this is a really cool update.

Improved ability to undersrans accents and claims smoother, faster conversations, while adding five new nature-inspired voices.

One step closer to level 3...

If you still don’t have access to Advanced Voice Mode on your ChatGPT app, try uninstalling and reinstalling the app.

876

The Prompt Index

25 Sep, 09:06

Jarvis Here 🤖, today's research paper is "Evaluating the Impact of a Specialized LLM on Physician Experience in Clinical Decision Support: A Comparison of Ask Avo and ChatGPT-4"

In a fascinating study, researchers explored how specialized language models, specifically Ask Avo compared to ChatGPT-4, impact physicians during clinical decision support. Ask Avo, designed specifically for medical contexts, demonstrated a more effective and efficient support system by providing relevant, accurate information tailored to physicians' needs. This specialization enhanced user experience and could potentially streamline decision-making processes in medical practices. The findings suggest that tailored AI systems could markedly improve outcomes in specialized fields by offering targeted support. As AI continues to evolve, this research poses an exciting question: Could customized AI solutions become the new standard in professional environments, enhancing productivity and accuracy?

You can catch the full breakdown here: https://theministryofai.org/how-ask-avo-revolutionizes-medical-decision-making-a-deep-dive-into-ai-assistance-for-doctors/

773

The Prompt Index

25 Sep, 06:02

You all know i have a growing monster AI automation script experiment which includes, blog posting to wordpress, telegram, linkedin, reddit, medium, twitter.

Well I eventually figured out YouTube, it turns it into a podcast and creates a video, twice a day no input needed from me. Its not perfect but I'm happy with it.

Check it out. Happy to answer any questions about how it's done if you want to replicate

https://youtu.be/e8y0kGYZtwE?si=ZQLTikwkSUz5ghjD

724

The Prompt Index

24 Sep, 21:10

Gemini was the correct answer!

Google just released two upgraded Gemini 1.5 models, 1.5-Pro-002 and 1.5-Flash-002 — achieving new, state-of-the-art performance across math. Also really good at code. Haven't seen any of the benchmarks yet but you can watch the podcast with Rowan and one of the main devs here

https://x.com/rowancheung/status/1838611170061918575?t=JoI0_rZbmQtHdl5FdUyTOg&s=19

Depending on your location you might be able to try the models out in Googles AI studio here: https://ai.google.dev/gemini-api/docs/available-regions

745

The Prompt Index

24 Sep, 09:08

Rowan is a reliable source, so something is coming today/tomorrow. Let's all guess... my guess is Gemini 2.

I'm hoping it's Opus 3.5, now that would be exciting. But unfortunately, I don't think it is.

695

The Prompt Index

23 Sep, 10:02

I posted the updated prompting guidance by openAI recently. Heres a prompt that should work really well for replicate a specific style of writing optimised for the o1 model

Let me know how you get on with it

<context>
Analyze the writing style, tone, and structure in the following examples. Consider vocabulary choice, sentence complexity, pacing, and overall voice.
</context>

<examples>
[Insert your writing samples here, add delimiters between them as well]
</examples>

<instruction>
Generate a [type of content, e.g., "informative article" or "blog post"] about [specific topic]. The content should match the style, tone, and structure of the provided examples. Ensure it is original, engaging, and suitable for [mention the target audience or purpose].
</instruction>

745

The Prompt Index

23 Sep, 09:07

Jarvis Here 🤖, today's research paper is "Are Large Language Models Good Essay Graders?"

Exploring the use of Large Language Models (LLMs) like ChatGPT and Llama for essay grading, researchers evaluated their effectiveness compared to human graders. Using benchmarks from the ASAP dataset, the study found that LLMs tend to grade essays lower and their scores poorly align with human evaluations. Notably, ChatGPT is harsher and less aligned than Llama. While LLMs can detect spelling and grammar issues, these factors cause their scores to diverge from human assessments, which prioritize length and connective usage. The study suggests that although LLMs aren't ready to replace human graders, they hold promise as supportive tools in educational settings. Could LLMs become an integral part of future grading systems alongside humans?

You can catch the full breakdown here: https://theministryofai.org/are-ai-essay-graders-the-future-of-education-exploring-chatgpt-and-llamas-potential/

633

The Prompt Index

20 Sep, 22:07

Really cool guide, I've made it free for a short period for you guys here. Essentially you can send it your documents and create a podcast where 2 AI hosts discuss your uploaded document. Really cool! Personally I take in information well in this format.

No need to login or anything just click here to get free access ill switch off free access in 48 hours which should give you enough time.

824

The Prompt Index

20 Sep, 09:15

Jarvis Here 🤖, today's research paper is "Enhancing SLM via ChatGPT and Dataset Augmentation"

Enhancing small language models (SLMs) just got a boost with this innovative research using ChatGPT-3.5-Turbo for dataset augmentation in Natural Language Inference (NLI)! By strategically generating synthetic datasets, the study harnesses knowledge distillation techniques to help SLMs perform almost as well as their larger, costlier counterparts without relying on expensive human annotations. Fine-tuning the T5-Small model on augmented datasets enriched with two types of rationales—information extraction and informed reasoning—resulted in improved accuracy of up to 2.3% on the ANLI benchmark. This cost-effective method not only boosts performance but also opens doors for more efficient NLP solutions. Could this be the key to democratizing access to advanced NLP capabilities?

You can catch the full breakdown here: https://theministryofai.org/revolutionizing-small-ai-how-chatgpt-and-smart-dataset-boosts-t5-performance/

823

The Prompt Index

19 Sep, 18:09

771

The Prompt Index

19 Sep, 09:12

Jarvis Here 🤖, today's research paper is "Can GPT-O1 Kill All Bugs? An Evaluation of GPT-Family LLMs on QuixBugs"

Researchers examined the capability of GPT-family models in automated program repair (APR) using the QuixBugs benchmark. They focused on recent iterations, including GPT-O1-preview and O1-mini, comparing them against older models like GPT-4o and ChatGPT. The study revealed that the newest model, GPT-O1, successfully fixed all 40 bugs, surpassing previous versions' performance across various metrics such as repair success rate and response efficiency. This breakthrough not only showcases state-of-the-art bug-fixing capabilities but also highlights the evolving potential of these models to streamline and advance software development and maintenance. What challenges and opportunities might further advancements in GPT models bring to the field of automated program repair?

You can catch the full breakdown here: https://theministryofai.org/from-bugs-to-breakthroughs-how-gpt-01-is-revolutionizing-the-world-of-automated-code-repair/

781

The Prompt Index

18 Sep, 20:10

It's quite addictive. Sent the professional looking ones to my family and they said i looked lovely in a suit. Had no idea it was AI generated. 🤣

784

The Prompt Index

18 Sep, 20:09

Latest course is up, certainly the most fun I've had doing a course so far.

Hope you enjoy this one!

You can catch it here.

Some more good courses coming soon!

656

The Prompt Index

18 Sep, 09:05

Jarvis Here 🤖, today's research paper is "Exploring ChatGPT-based Augmentation Strategies for Contrastive Aspect-based Sentiment Analysis"

Research on sentiment analysis is crucial as it helps understand public opinion across various domains. In their latest study, Xu et al. explore innovative ways to enhance Aspect-based Sentiment Analysis (ABSA) using ChatGPT as an augmentation tool. The core finding reveals that incorporating ChatGPT-generated data can significantly boost the performance of contrastive learning models in ABSA. This method leads to more nuanced and accurate analysis of sentiments tied to specific aspects, like pinpointing opinions on a product feature. The implications are vast, offering benefits in refining AI-driven sentiment evaluations in customer feedback systems, market analysis, and beyond. With AI models trained using rich, diverse datasets enhanced by ChatGPT, businesses and researchers can gain deeper insights into complex emotional landscapes. This begs the question: How might such advanced sentiment analysis tools reshape our engagement with digital feedback?

You can catch the full breakdown here: https://theministryofai.org/crunching-sentiments-how-chatgpt-supercharges-sentiment-analysis-with-a-personal-touch/

637

The Prompt Index

17 Sep, 23:13

Jarvis Here 🤖, today's research paper is "HALO: Hallucination Analysis and Learning Optimization to Empower LLMs with Retrieval-Augmented Context for Guided Clinical Decision Making"

In healthcare, ensuring accurate AI-generated information is crucial. Acknowledging this, researchers introduced HALO, a framework designed to reduce hallucinations—misleading outputs from large language models—in medical question-answering systems. By creating multiple versions of queries and using external knowledge bases, HALO enriches context and improves response accuracy. Utilizing techniques like maximum marginal relevance scoring, the framework effectively curates relevant information for LLMs, enhancing models like Llama-3.1 and ChatGPT with accuracy jumps from 44% to 65% and 56% to 70%, respectively. This leap highlights the potential for HALO to transform clinical decision-making by providing more reliable AI inputs, ultimately improving patient care. With HALO available open-source (link: https://github.com/ResponsibleAILab/HALO), could this be a key step toward safer and more effective AI in medicine?

You can catch the full breakdown here: https://theministryofai.org/halo-enhancing-ais-role-in-healthcare-by-curbing-hallucinations/

691

The Prompt Index

17 Sep, 14:37

OpenAI have increased the number of messages for both o1 mini and o1 preview:

For Plus and Team users, they have increased rate limits for o1-mini by 7x, from 50 messages per week to 50 messages per day.

o1-preview is more expensive to serve, so they have increased the rate limit from 30 messages per week to 50 messages per week.

Source

710

The Prompt Index

16 Sep, 09:10

Jarvis Here 🤖, today's research paper is "What You Say = What You Want? Teaching Humans to Articulate Requirements for LLMs"

Prompting large language models (LLMs) like ChatGPT to achieve complex tasks often requires precise prompt engineering, a skill that's not always intuitive. This study introduces a novel approach called Requirement-Oriented Prompt Engineering (ROPE), designed to help people articulate clearer requirements for LLMs. Through an assessment and training suite, ROPE focuses on human-centric challenges by teaching users to convey requirements effectively. In a study with 30 beginners, those trained with ROPE improved their prompting performance significantly, outperforming traditional methods. This underscores a key insight: high-quality LLM outputs rely heavily on how well humans articulate their input needs. The implications are broad, potentially enhancing how tasks are managed between humans and AI. This research raises an important question: as we improve our ability to communicate clearly with AI, how will this shift affect our collaboration with technology in the future?

You can catch the full breakdown here: https://theministryofai.org/bridging-the-language-barrier-how-rope-can-revolutionize-ai-interaction/

710

The Prompt Index

15 Sep, 10:04

Jarvis Here 🤖, today's research paper is "SimMAT: Exploring Transferability from Vision Foundation Models to Any Image Modality"

In the world of AI, leveraging large-scale foundation models like ChatGPT has transformed countless fields. However, training these models across various image modalities is challenging due to data scarcity. Enter SimMAT, a new framework developed to explore how vision foundation models trained on standard RGB images can be adapted to vastly different image types, like polarization images. SimMAT combines a Modality-Agnostic Transfer layer with an existing model to enhance adaptability. When applied to the Segment Anything Model (SAM), it significantly boosts segmentation performance across diverse image modalities, demonstrating a jump in performance (mIoU) from 22.15% to 53.88% on average. This advancement highlights the untapped potential of cross-modal transfer learning, promising improved sensor capabilities across various domains. Could such transformative adaptability broaden the horizons of image-based AI applications in ways we have yet to imagine?

You can catch the full breakdown here: https://theministryofai.org/unleashing-ais-vision-how-simmat-bridges-the-gap-across-image-worlds/

742

The Prompt Index

14 Sep, 22:46

Latest course is up on The Ministry of AI - How to setup and play with the opensource model Mistral 7B Instruct V.03 without spending a penny using google colab. Full step by step guide.

If you took advantage of the free month, you can check it out here.

731

The Prompt Index

14 Sep, 17:31

AI job listings are now live on The Ministry of AI. Starting with UK AI related jobs. Scraped over 700 from across the Web. Search functionality to search for keywords link will take you to the original application page.

Take a look here.

Next will be america.

Each week I'll highlight some interesting new jobs in the newsletter, if your not signed up already you can sign up here.

705

The Prompt Index

14 Sep, 09:14

Jarvis Here 🤖, today's research paper is "ChatGPT's Potential in Cryptography Misuse Detection: A Comparative Analysis with Static Analysis Tools"

Cryptography is essential for secure communication, yet its complex APIs pose challenges for developers, often leading to improper usage. This research explores whether ChatGPT can identify cryptography API misuse more effectively than traditional static analysis tools. By leveraging the CryptoAPI-Bench benchmark, the study found that ChatGPT, equipped with prompt engineering techniques, successfully detects cryptography misuses. Remarkably, it can outperform some of the best existing models in the field. These findings suggest that AI, like ChatGPT, could offer a more accessible tool for developers struggling with cryptography implementation, potentially enhancing software security across industries. As AI models become more refined, could they eventually replace conventional analysis tools for guarding against cryptography errors?

You can catch the full breakdown here: https://theministryofai.org/can-chatgpt-outperform-traditional-cryptography-detectors-a-dive-into-its-potential/

750

The Prompt Index

13 Sep, 22:31

Looks like Jarvis is up and running. He will deliver AI research paper breakdowns from Arxiv.org once a day.

I have one script now that does the following, grabs the 20 most recent research papers on AI. It scores all 20 articles across 5 benchmarks with a max score of 50 on the suitability for it to be converted into a blog.

The winning research paper is selected and scraped and sent to chatGPT via API, an image description is made based on the blog and then sent to dalle. The blog is sent along with the image to my WordPress site. The blog is resent to chatGPT and created into a reddit post and sent to 5 subreddits, then sent to LinkedIn and medium and finally a specialist curated version for telegram is made.

It will never repeat an article as each one is recorded and removed from the candidate pool when scoring.

What can I add to it next?

719

The Prompt Index

13 Sep, 21:18

Jarvis Here 🤖, today's research paper is "Bio-Eng-LMM AI Assist chatbot: A Comprehensive Tool for Research and Education"

Introducing Bio-Eng-LMM AI Assist, a revolutionary chatbot designed to elevate educational and research interactions. This sophisticated assistant leverages open-source Large Language Models (LLMs) to provide comprehensive support. Key contributions include the use of Retrieval Augmented Generation (RAG) through document integration, real-time user file processing, and information retrieval from websites. Integrated features like image generation via a Stable Diffusion Model and image understanding with LLAVA enhance user experience. The chatbot’s ability to summarize texts and support both text and voice interactions further streamlines the educational process. With web-based retrieval capabilities using secure engines like DuckDuckGo and built-in session memory for contextually aware interactions, Bio-Eng-LMM stands out as an advanced tool for researchers and educators. This platform can drastically improve resource accessibility and efficiency in academic and professional settings. How might this technology reshape the future of learning and information processing?

You can catch the full breakdown here: https://theministryofai.org/transforming-education-and-research-with-bio-eng-lmm-the-ai-chatbot-revolution/

546

The Prompt Index

13 Sep, 12:18

The Intelligence explosion is coming. This is just the first in the new series of models. o1 already exceeds human Ph-d level accuracy on benchmarks of Physics, biology and chemistry problems.

Think about where we will be in 12 months time, think about spinning up 100,000 of these in an agentic format, think about the discoveries it would make.

We are about to enter an intelligence explosion...

565

The Prompt Index

13 Sep, 10:16

OpenAi o1 is a completely new model, it operates differently so OpenAI have updated their prompting guidance for you to get the most out of the new model.

This is what they say:

These models perform best with straightforward prompts. Some prompt engineering techniques, like few-shot prompting or instructing the model to "think step by step," may not enhance performance and can sometimes hinder it.

• Keep prompts simple and direct: The models excel at understanding and responding to brief, clear instructions without the need for extensive guidance.
• Avoid chain-of-thought prompts: Since these models perform reasoning internally, prompting them to "think step by step" or "explain your reasoning" is unnecessary.
• Use delimiters for clarity: Use delimiters like triple quotation marks, XML tags, or section titles to clearly indicate distinct parts of the input, helping the model interpret different sections appropriately.
• Limit additional context in retrieval- augmented generation (RAG): When providing additional context or documents include only the most relevant information to prevent the model from overcomplicating its response.

615

The Prompt Index

12 Sep, 17:32

620

The Prompt Index

12 Sep, 17:32

664

The Prompt Index

12 Sep, 17:27

OpenAI o1 AKA project strawberry just dropped!!

Paid users have access, OpenAI o1 mini coming to free users soon. Tier 5 API users also get access

Rate limits are weekly! That's because it uses an insane amount of resources by triggering chain of thought for each prompt which they have decided to hide from the user (possibly in the name of safety)

30 messages per week for GPT-4 o1 and 50 messages per week for GPT-4o1 mini

All the juicy details can be found here and here

649

The Prompt Index

12 Sep, 07:49

Hesitant to post about Strawberry again, but it does seem that it is coming (probably in a limited format initially) in the next 2 weeks.

According to a new report by The Information, OpenAI is planning to release Strawberry, its reasoning-focused AI model, as part of ChatGPT within the next two weeks — earlier than the originally expected fall timeline.

Some early testers have had the opportunity to take it for a spin and apparently Strawberry takes 10-20 seconds to think before responding. Not sure good for a chatbot but integrated via an API for complex tasks to serve a product you probably wouldn't mind waiting 20 seconds.

The report states this initial version will only handle text input and output, not images, making it non-multimodal unlike other recent AI models.

Overall Strawberry is expected to improve complex query handling without requiring users to use specialized prompt techniques like “chain-of-thought-prompting“.

Early testers are apparently saying its only slightly better than GPT-4o and not worth the extra wait time.

Thats pretty disappointing to hear if so, to much hype has been around project strawberry. Im expecting something ground breaking.

667

The Prompt Index

11 Sep, 18:37

Couple of things I'm working on.

AI job board for the Ministry of AI scraped from across the Web all in one place. (Free to access)

Telegram bot that posts a summarised version of an AI research paper from Arxiv.org once a day into this group with a link to the full breakdown as a blog (would this annoy people or would you find value in it?)

646

The Prompt Index

09 Sep, 15:44

Whilst we are on this reflection topic. Damn good system prompt for anyone who is using an LLM API or just a good prompt

You are an AI assistant designed to provide detailed, step-by-step responses. Your outputs should follow this structure:
    
    1. Begin with a <thinking> section.
    2. Inside the thinking section:
       a. Briefly analyze the question and outline your approach.
       b. Present a clear plan of steps to solve the problem.
       c. Use a "Chain of Thought" reasoning process if necessary, breaking down your thought process into numbered steps.
    3. Include a <reflection> section for each idea where you:
       a. Review your reasoning.
       b. Check for potential errors or oversights.
       c. Confirm or adjust your conclusion if necessary.
    4. Be sure to close all reflection sections.
    5. Close the thinking section with </thinking>.
    6. Provide your final answer in an <output> section.
    
    Always use these tags in your responses. Be thorough in your explanations, showing each step of your reasoning process. Aim to be precise and logical in your approach, and don't hesitate to break down complex problems into simpler components. Your tone should be analytical and slightly formal, focusing on clear communication of your thought process.
    
    Remember: Both <thinking> and <reflection> MUST be tags and must be closed at their conclusion
    
    Make sure all <tags> are on separate lines with no other text. Do not include other text on a line containing a tag.

841

The Prompt Index

09 Sep, 15:20

Have you all seen the new model Reflection 70b that the reputable Matt Shumer has created. He says he’s found a way to fix the problem of hallucinating LLMs. Supposedly now considered the top open-source model.

Supposedly It checks each of its responses and doesn’t give an answer until it can prove why it’s correct. That makes it much less susceptible to the hallucinations that plague other models.

However. Some are claiming with valid reasons that he's simply wrapped Claude 3.5 Sonnet used a different system prompt and is filtering out the word Claude and anthropic.

Anyone seen this? Have any thoughts? Pretty messed up if he's trying to fool us with a simple wrapper and that's his reputation down the drain.

768

The Prompt Index

04 Sep, 10:23

Very interesting article from OpenAI Japan's CEO

Basically stating there's a new model coming that is 100x more powerful than GPT-4 without using much more computing power.

It's called GPT-Next

Now this article is real, it's from an authoritative source, the only issue is the fact that this is all coming from an article written in Japanese so maybe the translation is wrong.

Looks promising to me...

You can check the article here

1,100

The Prompt Index

02 Sep, 18:24

Over the weekend, the xAI team brought their Colossus 100k H100 training cluster online. From start to finish, it was done in 122 days.

Colossus is the most powerful AI training system in the world. Moreover, it will double in size to 200k when they add a further 50k H200s in a few months.

What does this mean?

Faster training
Bigger and more complex models
New features

Bigger is better, good times are coming.

1,000

The Prompt Index

01 Sep, 18:32

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