#AI practitioner roles
123 related articles
·3 min
TokenTown: A Visual Approach to Understanding How LLMs Predict the Next Token
TokenTown is an open-source visualization project that intuitively presents the internal token prediction process of LLMs using a town metaphor. Learn its design philosophy and educational value.
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·3 min
Google AI Studio Hiring TPM Lead: Decoding the Three Key Criteria Including 'AI Pilled'
Google DeepMind's AI Studio team is hiring a TPM lead with three key criteria: AI pilled, high agency, and pushing the frontier. A deep dive into Google's acceleration strategy and AI talent trends.
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·3 min
Google AI Studio Hiring TPM Lead: Decoding Three Key Selection Criteria Including 'AI Pilled'
Google DeepMind's AI Studio team is hiring a TPM Lead with three key traits: AI pilled, high agency, and pushing the frontier. Deep analysis of AI talent competition trends.
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·3 min
The Real Daily Life of MLE and MLOps Engineers: Key Differences Between Three Roles and Career Paths
An in-depth look at the real daily work of data scientists, MLEs, and MLOps engineers — covering responsibilities, essential tools, and career paths to help you find your direction in AI.
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·4 min
Getting Started with AI Agent Development: A Complete Guide from Concept to Practice
A comprehensive guide to AI Agent architecture and development, covering automated marketing, intelligent customer service, and investment analysis scenarios with single and multi-agent collaboration.
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·5 min
A Beginner's Guide to Prompt Engineering: From One-Off Instructions to a Systematic Methodology
A beginner's guide to prompt engineering covering the four functions of prompts, the key differences from prompt engineering, a six-step systematic workflow, and critical technical and practical limitations.
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·3 min
A Beginner's Guide to AI Agents: Two Learning Paths for Developers and Practitioners
How to learn AI Agents from scratch? This guide covers two clear paths: developers go from Python to LLMs to open-source framework source code; practitioners use Claude Code or similar tools to get results fast.
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·4 min
Faithfulness of the Burau Representation at n=4 Proven: A Key Breakthrough on a Classical Problem
The faithfulness of the Burau representation of braid groups at n=4 has been unresolved for nearly ninety years. Recent research finally proves it faithful, with deep implications for knot theory, topological quantum computing, and cryptography.
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·2 min
Getting Started with Codex: A Practical Guide to OpenAI's AI Programming Assistant with Tips to Avoid Common Pitfalls
A detailed guide to OpenAI Codex's core features and setup, comparing it with Claude Code, plus practical tips for configuring DeepSeek and avoiding common pitfalls.
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·2 min
Interview Prep Strategy for Senior Data Scientists: How to Prepare Efficiently Without Burning Out
Senior data scientist interviews are broad and multi-round. Learn an efficient evergreen fundamentals + targeted sprint strategy covering ML, SQL, system design, and mindset tips.
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·2 min
AI Music Video Production: Breaking Down the Audioreactive Visual Generation Workflow
Deep dive into how Uisato Studio's Music Video Pro mode enables AI audioreactive visual generation, breaking down the Midjourney reference image + audioreactive synthesis pipeline.
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·3 min
The Jargon Trap: Why Engineers Can Never Seem to Speak Plain Language
Why do engineers struggle to communicate in plain language? Exploring the curse of knowledge, jargon as identity, and practical tips for clearer technical communication.
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·3 min
If Digital Computers Have Consciousness, It Exists Only at the Hardware Level — Not in Software
If digital computers can produce consciousness, does it reside in software algorithms or physical hardware? Exploring causal closure, substrate independence, and implications for AI consciousness.
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·2 min
How a Single RL Policy Spontaneously Produces Adversarial Soccer Behavior
A single RL soccer policy trained alone with PPO spontaneously produces ball contention, shooting, and defensive behaviors in multi-agent competition—exploring emergent behavior principles.
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·2 min
ChatGPT as a Girlfriend Sparks Controversy: The Boundaries and Reflections of AI Personification
A Reddit user's post about making ChatGPT act as a girlfriend sparks debate on AI personification, user controllability, and the ethics of digital intimate relationships.
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·3 min
AI Talent Surplus with No Problems to Solve? The Structural Mismatch in Enterprise AI Adoption
Companies race to hire AI talent, but do traditional organizations have enough AI problems to solve? This article examines the structural mismatch in enterprise AI adoption and offers pragmatic strategy advice.
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·3 min
The Real Impact of AI on Employment: A Rational Analysis Beyond the Hype
How many jobs will AI really replace? This article cuts through doomsday and salvation narratives to rationally analyze AI's actual impact on employment using real signals from hiring trends and productivity shifts.
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·2 min
Getting Started with ChatGPT Codex: A Practical Guide to the AI Programming Assistant
Codex is OpenAI's AI programming assistant that lets you write code in natural language. This article breaks down Codex's core features, use cases, and why programmers must master AI coding tools.
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·2 min
Getting Started with ChatGPT Codex: A Practical Guide to the AI Coding Assistant
Codex is OpenAI's AI coding assistant that lets you write code using natural language. Learn its core features, use cases, and why programmers must master AI coding tools.
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·4 min
Burning Through 80 Billion Tokens: Why Vibe Coding Is Doomed to Fail
A creator spent 40 days and 80 billion tokens testing the real limits of Vibe Coding. This article dissects why AI programming crashes in production: complexity, context limits, and compression loss.
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