Valeriia.Kuka

Published writing

Articles published with external teams and publications

A selection of explainers, articles, and newsletter pieces across AI, machine learning, and developer tools.

Learn PromptingGuide, AI Tools
September 3, 2025

GPT-4o Image Generation: A Complete Guide + 12 Prompt Examples

A comprehensive guide to GPT-4o Image Generation with 12 detailed prompt examples to help readers create the exact image they envision

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Learn PromptingGuide, AI Safety
September 3, 2025

Hacking ChatGPT's Memory System using Prompt Injection

Technical analysis of ChatGPT's memory feature and its vulnerabilities to prompt injection attacks based on a recent real-world attack scenario.

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Learn PromptingGuide, Prompt Engineering
September 3, 2025

LLM Parameters Explained: A Practical Guide with Examples for OpenAI API in Python

Edited a practical guide to the key parameters that control LLM behavior: temperature, top-p, max tokens, frequency and presence penalties, and stop sequences, explaining how each one affects randomness, coherence, length, repetition, and novelty, with concrete examples using OpenAI's ChatGPT and API so you can reliably steer outputs from deterministic to creative.

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Learn PromptingGuide, Prompt Engineering
September 3, 2025

Prompt Engineering vs. Fine-Tuning: How to Choose the Right Approach for Your Needs

Co-authored a guide comparing prompt engineering and fine-tuning as effective techniques for adapting LLMs to specific tasks.

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Learn PromptingGuide, AI Safety
September 3, 2025

Understanding Fun-Tuning: How Researchers Found a New Way to Hack AI Models

Investigation of a new “fun-tuning” attack on Google's Gemini models, showing how researchers used loss signals from the fine-tuning API to systematically bypass safety rules with increasingly effective prompt-injection attacks.

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Learn PromptingGuide, AI Safety
September 3, 2025

What is AI Red Teaming?

Overview of AI red teaming, its history and core concepts, how it differs from traditional security testing, the key components of a red team exercise, common vulnerabilities uncovered in practice, and the unique challenges faced by practitioners testing modern AI systems.

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Turing PostTechnical
June 13, 2024

What is Joint Embedding Predictive Architecture (JEPA)?

Technical deep dive on JEPA (Joint-Embedding Predictive Architecture), a framework for self-supervised learning and world models proposed by Yann LeCun. Received public endorsement from Yann LeCun, its creator and one of the godfathers of AI, who called it an “Excellent blog post” on both LinkedIn and Twitter/X.

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Turing PostTechnical
June 6, 2024

What is Graph RAG approach?

Guide to Graph RAG, explaining how graph-structured retrieval upgrades classic RAG by addressing its key limitations and leveraging knowledge graphs for better reasoning over complex information.

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Turing PostTechnical
June 6, 2024

What is LongRAG framework?

Explainer on the LongRAG framework, outlining the limitations of standard long-context RAG and introducing LongRAG's architecture and intuition. How it restructures retrieval to better handle long documents—along with its key advantages and curated resources for further study.

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Turing PostTechnical
May 25, 2024

What is Mixture-of-Experts (MoE)?

Introduction to Mixture-of-Experts (MoE) models, tracing their history and original architecture, explaining why modular “experts” with conditional computation can outperform a single dense network, and showing how MoEs combined with Transformers underpin modern scalable systems like Mistral, DBRX, Jamba, Grok-1, and Arctic.

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Turing PostListicle
May 19, 2024

The Mysterious AI Reading List: Ilya Sutskever's Recommendations

A piece on the elusive AI reading list Ilya Sutskever reportedly gave John Carmack, tracing the origin of this “90% of what matters today” claim and how the unseen ~40-paper list became a legend in the ML community.

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Turing PostTechnical
January 4, 2024

What are Hallucinations: a Critical Challenge or an Opportunity?

Explainer on hallucinations in foundation models - what they are, why they occur, how to detect them, when they're harmful or occasionally useful. Practical strategies to reduce or mitigate them, and a curated set of tools, libraries, and datasets for working with hallucinations in practice.

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Turing PostTechnical
November 30, 2023

What is Low-Rank Adaptation (LoRA)?

Guide to Low-Rank Adaptation (LoRA) in the context of large language models, explaining when full fine-tuning is truly necessary, how LoRA compares to other adaptation techniques, the core intuition behind it, how it works under the hood, and why it offers a more efficient way to specialize billion-parameter LLMs.

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Turing PostTechnical
October 26, 2023

Transformer and Diffusion-Based Foundation Models

Authored the technical sections on Transformer-based and Diffusion-based models and conducted research on generative model architectures to trace the origins of diffusion models; other generative models aren't covered due to space constraints.

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Turing PostTechnical
October 18, 2023

From Chain-of-Thoughts to Skeleton-of-Thoughts, and everything in between

Survey of the Chain-of-Thought Prompting lineage, tracing how the original NeurIPS 2022 Google Brain paper sparked a wave of follow-up work and “chain”-style methods, from Self-Consistency, Zero-Shot CoT, Auto-CoT, and Program-of-Thoughts to Multimodal CoT, Tree-of-Thoughts, Graph-of-Thoughts, Algorithm-of-Thoughts, and Skeleton-of-Thought, and mapping their core ideas, innovations, and relationships in a single, up-to-date reference.

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Turing PostTechnical
October 5, 2023

What is Retrieval-Augmented Generation (RAG)?

Primer on Retrieval-Augmented Generation (RAG), explaining what it is, which core LLM limitations it addresses, how its architecture works, and why it has become so popular.

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Turing PostTechnical
September 7, 2023

How to Handle Missing Values?

Gathered expert commentary on handling missing values in machine learning datasets, featuring insights from three industry experts: Ryan Kearns (Founding Data Scientist, Monte Carlo), David Berenstein (Developer Advocate, Argilla), and Abhishek Pawar (Senior Data Scientist, Precisely).

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Turing PostTechnical
August 4, 2023

How to Leverage Open-Source LLMs in Your Project

Gathered expert commentary on implementing open-source LLMs in production, featuring insights from five industry experts: Edward Beeching (Hugging Face research scientist and co-creator of Open LLMs leaderboard), Rajiv Shah (Hugging Face ML engineer), Aniket Maurya (Lightning AI developer advocate), Lianmin Zheng (UC Berkeley PhD student and Vicuna contributor), and Devis Lucato (Microsoft principal architect, Semantic Kernel).

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Turing PostTechnical
July 28, 2023

A Deep Dive Into LLaMA, Falcon, Llama 2

Deep dive into three leading open-source LLMs according to Hugging Face's Open LLM Leaderboard: LLaMA, LLaMa 2 and Falcon, and their top fine-tuned variants

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Turing PostHistory
July 7, 2023

There Would Have Been No LLMs Without This

Historical deep dive into the AI and ML breakthroughs of the 1990s to mid-2000s, showing how foundational ideas from that era, developed under severe computational constraints, paved the way for today's large language models.

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Turing PostTechnical
May 31, 2023

Algorithm or Personality? The Significance of Anthropomorphism in AI

Exploration of the origins of anthropomorphism in AI, examining why humans instinctively attribute human qualities to non-human systems, how fictional narratives and media portrayals of robots and AI shape public perception, and the psychological implications of these tendencies for human–AI relationships and trust.

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Learn PromptingNewsletter
September 3, 2025

10 AI Trends in 2025 You Can't Miss

From autonomous AI and multimodal capabilities to smaller language models, accelerated product development, and chatbots with near-infinite memory.

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Learn PromptingListicle
September 3, 2025

10 Best Online Prompt Engineering Courses [Free & Paid] with Certificates

Make the most out of your chatbot or language model by learning prompt engineering with these online courses.

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Learn PromptingListicle
September 3, 2025

10 Must-Know AI Insights from Dario Amodei, CEO of Anthropic

Highlights from Dario Amodei's 5-hour Lex Fridman Podcast on AI's challenges, safety, and scaling.

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Learn PromptingGuide, Prompt Engineering
September 3, 2025

10 Tips to Write Effective AI Prompts

Learn how to write effective prompts to get precise and useful responses from AI models with these 10 expert tips.

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Learn PromptingListicle
September 3, 2025

14 Perplexity AI Use Cases: The Search Engine You Didn’t Know Could Do So Much

The Search Engine You Didn’t Know Could Do So Much

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Learn PromptingListicle
September 3, 2025

A Complete Guide to Apple Intelligence: 10 Essential Features You Need to Know

How to use Apple Intelligence? Simplify tasks, summarize messages, rewrite text, and create custom emojis. Smarter, faster, and more fun on Apple devices!

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Learn PromptingGuide, AI Tools
September 3, 2025

A Complete How-To Guide to Google Gemini

Discover Google Gemini, an AI chatbot that uses multimodal capabilities and Google Search to simplify tasks like handling text, images, and audio.

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Learn PromptingGuide, AI Tools
September 3, 2025

A Complete How-To Guide to Suno: The Easiest Way to Create Personalized Music

Discover how Suno AI makes music creation simple and fun. From custom soundtracks to personalized gifts, unleash your creativity with ease.

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Learn PromptingNewsletter
September 3, 2025

AI Gets Smarter by Knowing When to Shut Up

In this week's newsletter, we're diving into the latest updates from OpenAI, Anthropic, Google, and more. Plus, we've got a special announcement about our upcoming AI Red Teaming and AI Security Masterclass.

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Learn PromptingNewsletter
September 3, 2025

AI That Feels Like A Real Person

Discover how researchers are creating simulation agents that can replicate human attitudes and behaviors with 85% accuracy, and learn about the latest developments in AI agents from Microsoft, Google, and more.

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Learn PromptingNewsletter
September 3, 2025

AI That Learns by Watching You?

Plus, updates from Perplexity, Replit, ElevenLabs, and Google, must-have tools for developers, and 2 papers on the real impact of prompting—is Prompting dead or thriving?

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Learn PromptingAnnouncement
September 3, 2025

Announcing HackAPrompt 2.0: The World’s Largest AI Red-Teaming Hackathon

Join HackAPrompt 2.0, the largest AI red-teaming competition ever! Test vulnerabilities in AI systems across 5 tracks with $500K in prizes.

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Learn PromptingNewsletter
September 3, 2025

Anthropic CEO on the New Era of AI-Powered Hacking

Plus, Learn Prompting x US Congress, HackAPrompt 2.0 Updates, & AI Red Teaming Course

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Learn PromptingGuide, AI Safety
September 3, 2025

Apple's Ethical AI: A Deep Dive into Responsible AI Powering Apple Intelligence

Discover how Apple integrates Responsible AI principles into the development of Apple Foundation Models (AFM), the driving force behind Apple Intelligence.

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Learn PromptingListicle
September 3, 2025

Best Free AI Image Generators in 2025

Discover the top free AI image generators of 2025! Learn how these tools can help you create stunning visuals effortlessly, no artistic skills required.

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Learn PromptingNewsletter
September 3, 2025

Claude Can Now Write and Run Code

Plus, new updates from Nvidia, Microsoft, and Adobe!

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Learn PromptingNews
September 3, 2025

Google Makes Historic $32 Billion Acquisition of Cloud Security Startup Wiz

Google has announced its largest acquisition to date, purchasing cloud security company Wiz for $32 billion in a strategic move to strengthen its position in the cloud computing market.

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Learn PromptingNewsletter
September 3, 2025

How Are People Using AI Tools for Writing Every Day?

A comprehensive study by researchers at Stanford, the University of Washington, Emory University, and others reveals how AI tools are transforming consumer complaints, corporate communications, job postings, and even United Nations press releases.

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Learn PromptingNewsletter
September 3, 2025

How People Use AI at Work

Plus, the latest updates on generative AI tools from xAI, Perplexity, Adobe, OpenAI, and more.

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Learn PromptingGuide, AI Safety
September 3, 2025

How Private Is Apple Intelligence? Here’s What You Need to Know

Explore how Apple ensures AI privacy with on-device processing and Private Cloud Compute, designed to keep your data safe.

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Learn PromptingListicle
September 3, 2025

How To Use Canvas Feature in ChatGPT?

Learn how to harness ChatGPT's Canvas tool for collaborative editing, text refining, coding assistance, and streamlined project workflows.

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Learn PromptingListicle
September 3, 2025

How to Use ChatGPT for Resume Creation: 9 Applications with Prompt Templates: Your Ultimate Guide to AI-Powered Job Applications

Your Ultimate Guide to Resume Creation with AI

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Learn PromptingListicle
September 3, 2025

How To Use ChatGPT Search?

Discover how to integrate real-time web data into ChatGPT for timely, sourced answers, streamlining research and eliminating tab hopping.

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Learn PromptingListicle
September 3, 2025

How To Use ChatGPT's Advanced Voice Mode?

Learn to engage with ChatGPT through natural speech, share visuals, and run code interactively, enhancing conversations with richer, dynamic content.

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Learn PromptingListicle
September 3, 2025

How To Use Projects in ChatGPT?

Organize chats, files, and instructions into structured folders, creating tailored workspaces that streamline complex projects and ensure context.

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Learn PromptingGuide, AI Tools
September 3, 2025

Inside Apple Intelligence: Key Features, Integration with ChatGPT and Privacy Concerns

Plus, a Brief History of AI at Apple

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Learn PromptingGuide, AI Safety
September 3, 2025

Microsoft AI Copilot Exposing Code from Private GitHub Repositories

Lasso Security's investigation reveals Microsoft's AI assistant can access private GitHub repositories through cached data, raising major security concerns

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Learn PromptingGuide, AI Safety
September 3, 2025

New Ways to Hack AI Assistants in Blockchain: How Context Manipulation Works

Researchers discovered new ways to trick AI assistants in blockchain systems. Learn how these attacks work and why they matter for the future of AI security.

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Learn PromptingNews
September 3, 2025

OpenAI Open-Sources Agents SDK: Building Agentic AI Applications

A comprehensive guide to OpenAI's new Agents SDK, exploring its features, benefits, and practical applications for building AI-powered applications.

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Learn PromptingNewsletter
September 3, 2025

OpenAI's New Image Generation Model: Competing with the Studios?

OpenAI's GPT-4o is turning heads with image generation capabilities that come remarkably close to professional quality. The model creates visuals comparable to professional services but does it in minutes instead of hours and at a fraction of the cost. This is both exciting and a bit concerning for the creative industry.

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Learn PromptingGuide, AI Safety
September 3, 2025

Prompt Injection Exploits in ChatGPT Operator

A detailed analysis of how ChatGPT Operator can be exploited through prompt injection, including real-world attack scenarios and defense mechanisms.

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Learn PromptingNews
September 3, 2025

Sakana AI's AI Scientist Creates a First-Ever Fully AI-Generated, Peer-Reviewed Publication

Sakana AI's AI Scientist-v2 recently achieved a major milestone by generating its first fully AI-created scientific paper that passed the peer-review process at an ICLR workshop.

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Learn PromptingNews
September 3, 2025

Sesame's Conversational Speech Model: Breakthrough in AI Speech Generation

Sesame's Conversational Speech Model (CSM) is a breakthrough in AI speech generation, enabling more natural and engaging conversations with AI.

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Learn PromptingNews
September 3, 2025

Sesame's Conversational Speech Model Now Open-Sourced

Sesame AI has open-sourced their Conversational Speech Model (CSM), making advanced speech synthesis technology available to developers and researchers.

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Learn PromptingNews
September 3, 2025

Stability AI Unveils Stable Virtual Camera: Transforming 2D Images into Dynamic 3D Videos

Stability AI releases Stable Virtual Camera, a breakthrough multi-view diffusion model that converts still images into 3D videos with sophisticated camera control capabilities.

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Learn PromptingNews
September 3, 2025

Tavus Introduces Emotionally Intelligent Conversational Video Interface (CVI)

Tavus introduces a new Conversational Video Interface (CVI) that enables AI agents to perceive, listen, understand, and engage in dynamic, human-like conversations.

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Learn PromptingListicle
September 3, 2025

The Future of AI: 3 Key Takeaways from Kevin Weil, CPO at OpenAI

Spanning AI research, industry trends, politics, and safety.

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Learn PromptingNewsletter
September 3, 2025

The Multimodal AI Boom

From Google's Veo to OpenAI's Sora, the multimodal AI space is heating up. Plus, explore the future of AI and learn GenAI with 15 hands-on courses!

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Learn PromptingListicle
September 3, 2025

Top 15 Online ChatGPT Courses [Free & Paid]

Explore 15 courses for learning how to master ChatGPT for everyday tasks, both personal and professional.

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Learn PromptingListicle
September 3, 2025

Top 20 Generative AI Courses [Free & Paid]

Discover the 20 best online courses on generative AI, suitable for all experience levels and budgets.

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Learn PromptingListicle
September 3, 2025

Top 29 Online Courses for Mastering Large Language Models (LLMs) [Free & Paid]

Explore the top 29 online courses to master Large Language Models (LLMs), including free and paid options, covering everything from basics to advanced techniques.

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Learn PromptingNews
September 3, 2025

What are Large Language Diffusion with mAsking (LLaDA)? Redefining Language Generation with Diffusion Models

Large Language Diffusion with mAsking (LLaDA) represents a transformative shift in how language generation can be approached, by leveraging diffusion techniques originally popularized in image and audio domains.

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Learn PromptingNews
September 3, 2025

What is DeepSeek-R1? The Cutting-Edge Model Family Reshaping AI Reasoning

Explore DeepSeek-R1, the open-source AI model matching proprietary systems through innovative reinforcement learning and advanced reasoning capabilities.

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Learn PromptingNews
September 3, 2025

What Is Google Agentspace And What's Inside?

Google Agentspace unites enterprise data, search, and AI agents, offering contextual insights, streamlined workflows, and potential efficiency gains.

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Learn PromptingNews
September 3, 2025

What is Manus? The New Autonomous AI Agent

Manus is a new kind of general AI agent designed to go beyond chat-based interactions, delivering real-world results without continuous supervision.

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Learn PromptingGuide, Prompt Engineering
September 3, 2025

What is Prompt Engineering? How and Why Does It Work?

Learn how prompt engineering works, why it matters, and how to get started. Understand the importance of phrasing your instructions, and explore techniques like few-shot prompting, chain-of-thought, and role prompting.

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Learn PromptingNewsletter
September 3, 2025

What is the Model Context Protocol (MCP)? And Why It Matters

Compete in HackAPrompt 2.0, the world's largest AI Red-Teaming competition!

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Learn PromptingNewsletter
September 3, 2025

What Is Vibe Coding?

Explore vibe coding, the emerging trend where developers 'give in to the vibes' and let AI handle most coding tasks. Learn how this approach is transforming software development and what it means for the future of programming.

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Learn PromptingNewsletter
September 3, 2025

When AI Took the Wheel: The New Engine of Everyday Life

In this week's newsletter, we're diving into the latest updates from OpenAI, Anthropic, Google, and more. Plus, we've got a special announcement about our upcoming AI Red Teaming and AI Security Masterclass.

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Turing PostCompany Profile
July 5, 2024

xAI Profile

Co-authored profile of xAI, the AI company founded by Elon Musk.

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Turing PostCompany Profile
June 15, 2024

Cerebras Profile

Co-authored comprehensive profile of Cerebras, the AI chip company revolutionizing large-scale AI training with their wafer-scale engines and innovative hardware architecture.

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Turing PostTechnical
May 30, 2024

What is Mamba?

Authored technical guide to Mamba, the state-space model architecture that challenges Transformer dominance with linear scaling.

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Turing PostCompany Profile
May 11, 2024

Moonshot AI Profile

Co-authored deep dive into Moonshot AI, the Chinese unicorn pioneering breakthrough long-context AI technology with their Kimi chatbot and 200K+ token context windows.

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Turing PostCompany Profile
May 4, 2024

Zhipu AI Profile

Co-authored profile of Zhipu AI, one of China's leading AI companies behind the ChatGLM series and innovative multimodal AI solutions.

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Turing PostCompany Profile
April 27, 2024

Snowflake Profile

Co-authored analysis of Snowflake's evolution from cloud data warehouse to AI platform, exploring their machine learning capabilities and data cloud ecosystem.

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Turing PostHistory
April 25, 2024

Computer Vision in the 1980s

Co-authored historical exploration of computer vision breakthroughs in the 1980s, covering key algorithms and foundational research.

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Turing PostHistory
April 18, 2024

The Dawn of Computer Vision: From Concept to Early Models (1950-70s)

Authored historical journey through early computer vision development from 1950-1970s, covering foundational concepts and pioneers.

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Turing PostHistory
April 11, 2024

The History of Computer Vision on the Path to AGI

Co-authored comprehensive history of computer vision evolution and its crucial role in the journey toward artificial general intelligence.

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Turing PostTechnical
March 14, 2024

Understanding Multimodal Models

Authored guide to multimodal AI models, exploring how systems integrate text, vision, and audio for comprehensive understanding.

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Turing PostCompany Profile
March 9, 2024

CoreWeave Profile

Co-authored profile of CoreWeave, the GPU cloud infrastructure company powering AI workloads with specialized hardware for machine learning and rendering.

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Turing PostTechnical
February 29, 2024

Data Privacy in LLM systems

Authored comprehensive guide to data privacy challenges in large language model systems, covering compliance, security, and best practices.

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Turing PostCompany Profile
February 24, 2024

Scale AI Profile

Authored comprehensive profile of Scale AI, the $7.3B data infrastructure company powering AI training for autonomous vehicles, defense, and enterprise applications.

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Turing PostCompany Profile
February 4, 2024

Databricks Profile

Co-authored profile of Databricks, exploring their lakehouse architecture, unified analytics platform, and leadership in enterprise AI and machine learning workflows.

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Turing PostListicle
December 17, 2023

8 Free Courses to Master Large Language Models

Authored curated list of the best free courses for learning large language models, from fundamentals to advanced applications.

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Turing PostCompany Profile
December 16, 2023

AI21 Labs Profile

Co-authored profile of AI21 Labs, the Israeli startup behind Jurassic LLMs and innovative AI writing tools, exploring their unique approach to language models.

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Turing PostTechnical
December 10, 2023

Mamba: The State Space Model Challenging Transformers

Authored a deep dive into Mamba's architecture and how it addresses the computational limitations of transformer models.

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Turing PostListicle
November 26, 2023

8 Open-Source Tools for Retrieval-Augmented Generation (RAG) Implementation

Authored curated list of 8 essential open-source tools for implementing RAG systems, from vector databases to orchestration frameworks.

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Turing PostTechnical
November 23, 2023

Large vs Small in AI: The Language Model Size Dilemma

Authored analysis of the trade-offs between large and small language models, exploring efficiency, performance, and deployment considerations.

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Turing PostTechnical
November 16, 2023

Open- vs Closed-Source AI Models

Authored comparative analysis of open-source versus closed-source AI models, examining benefits, risks, and strategic implications.

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Turing PostTechnical
November 1, 2023

What Are Chain-of-Verification, Chain of Density, and Self-Refine?

Co-authored a piece about Chain-of-Verification, Chain of Density, and Self-Refine.

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Turing PostTechnical
October 12, 2023

Foundation Models – The Building Blocks

Co-authored foundational guide to foundation models, explaining their architecture, training, and role as building blocks of modern AI.

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Turing PostCompany Profile
September 29, 2023

Lightricks Profile

Co-authored profile of Lightricks, the creative technology company behind popular apps like Facetune, exploring their AI-powered photo and video editing innovations.

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Turing PostCompany Profile
September 1, 2023

Cohere AI Profile

Co-authored analysis of Cohere, the enterprise-focused AI company providing language models and NLP solutions for business applications and retrieval systems.

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Turing PostHistory
July 14, 2023

The secret sauce behind ChatGPT and other important LLMs

Authored a piece about the history of LLMs starting from pre-trained models to GPT-4.

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Turing PostHistory
June 30, 2023

The Story of AI Winters and What it Teaches Us Today

Authored a piece exploring the history of AI winters, periods of reduced funding and interest in AI research.

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Turing PostHistory
June 23, 2023

Fascinating birth of AI, first chatbots and the power of US Department of Defense

Co-authored a piece exploring AI and computer science research from the late 1950s to around 1970.

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Turing PostHistory
June 16, 2023

The Era of Mechanical Translation and How It Crashed

Co-authored history exploring The Era of Mechanical Translation and How It Crashed (History of LLMs #1) and their impact in the AI landscape.

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