🤔 Learning to reason with LLMs

Hey folks,

Prompt engineering, RAGs, hallucinations and LLM reasoning are all buzz words we hear everyday, so let’s break them down in a few different stories today, let’s dive in..

🐝 Buzz News

AI Reasoning
🤔 OpenAI o1 - Learning to reason with LLMs

🐝 The Buzz: OpenAI o1, using reinforcement learning, enhances complex reasoning, achieving high performance in competitive programming, math, and STEM fields, promising significant AI advancements in data analysis, research, and problem-solving.

• OpenAI's new model, OpenAI o1, enhances complex reasoning through reinforcement learning with intricate chains of thought.

• OpenAI o1 ranks in the 89th percentile for Codeforces, among top 500 in AIME, and exceeds human PhD-level accuracy in STEM fields.

• The model significantly improves on reasoning-heavy tasks, achieving remarkable accuracy in competition math, coding, and science questions.

• OpenAI o1's advanced reasoning and safety features enhance capabilities in data analysis, research, and complex problem-solving.

^{Source: OpenAI}

AI Retrieval
🔍 Anthropic’s Contextual Retrieval maintains context.

🐝 The Buzz: Contextual Retrieval improves AI model performance by maintaining context during information retrieval, boosting accuracy by up to 67% when combined with reranking.

How does it improve on traditional RAG?

It uses an AI to add 50-100 tokens of context to each chunk, preserving meaning and improving accuracy.

^{Source: Anthropic}

AI at work
💻️ Using AI to help with interview questions

It’s great to have a coach help you through potential interview questions for specific roles. Here is a prompt to help you get expert advice from an interviewer perspective.

• Go to ChatGPT.

• Copy the job description URL.

• Use the following prompt, and change the variables for the exact role you want to apply for.

You are interviewing someone as an expert [Sales Manager] at [Uber] who is hiring for an [Outbound Sales Manager] role from the job description listed here.

https://www.uber.com/global/en/careers/list/133419/

Please ask me [5] interview questions, one at a time, and wait for my responses. At the end of the [5] questions, provide me with feedback on all of my answers and coach me in how to improve.

“a futuristic spacecraft in the shape of a smiley face emoji, extreme detail”

AI productivity
🔥 Tools to take your workflow to the next level.

1. Fal is a generative media platform for developers by giving access to the highest quality generative media models.

2. Tusk gives you AI-created pull requests for your UI tickets. Save time and effort by assigning smaller tickets to an AI agent.

3. Move lets you easily create high quality 3D animation using motion capture without suits. Trusted by leading game studios and thousands of 3D creators.

4. ChatSimple is an AI sales agent for your website to increase lead generation by 3x and drive 2x more qualified meetings.