Dan Shipper

The knowledge economy is transitioning to an allocation economy where AI handles information summarization and lower-level thinking, forcing humans to shift from doing knowledge work to managing and directing AI outputs.

“Author of "The Knowledge Economy Is Over. Welcome to the Allocation Economy." in Every”

OpenAI's o3 reasoning model is faster, more capable at agentic reasoning, and outperforms competing models from Anthropic and Google on speed and complex task solving.

“Author of "Vibe Check: o3 Is Here—And It's Great" in Every”

Generalists will own the future in the age of AI because their ability to adapt to uncertain, novel situations and synthesize knowledge across domains is complementary to, rather than threatened by, AI capabilities.

“Author of "Why Generalists Own the Future" in Every”

Acknowledging obvious truths about yourself—such as being a writer rather than pretending to be primarily a founder—is psychologically liberating and essential for authentic career direction.

“Author of "Admitting What Is Obvious" in Every”

OpenAI's GPT-5.3 Codex and Anthropic's Opus 4.6 are converging toward an ideal coding and work agent, with both models adopting complementary strengths in speed, reliability, creativity, and autonomous execution.

“Author of "GPT-5.3 Codex vs. Opus 4.6: The Great Convergence" in Every - Vibe Check”

Anthropic's Claude Code with Opus 4.5 has rapidly displaced OpenAI's Codex as the preferred coding tool among startup founders, signaling a shift in market leadership driven by superior product design rather than marketing.

“Author of "OpenAI Has Some Catching Up to Do" in Chain of Thought”

Chris Pedregal, CEO of Granola, demonstrates how to build sticky consumer AI products with soul by balancing intuition, user feedback, and thoughtful product design, achieving 5x user growth and 50% retention after 10 weeks.

“Author of "The Secret to Building Sticky AI Products" in Every”

AGI is achieved when it makes economic sense to keep an AI agent running continuously, operating as persistent, autonomous systems that learn and act between user interactions.

“Author of "Toward a Definition of AGI" in Every”

Agent-native architectures, where AI agents rather than traditional code form the core of applications, enable faster development and user-malleable software by allowing developers to specify outcomes rather than implementation steps.

“Author of "Agent-native Architectures: How to Build Apps After the End of Code" in Chain of Thought”

Neural networks vindicate Protagoras's teaching philosophy by demonstrating that excellence can be learned and mastered without being explicitly defined, paralleling ancient debates about knowledge and pedagogy.

“Author of "Where Explanations End" in Every”

Developing the ability to name and describe sensory experiences through blind smelling exercises strengthens neural connections between the olfactory bulb and language centers, enhancing overall sensory appreciation and communication.

“Author of "What I Do When I Can't Sleep" in Every”

The tools we use fundamentally shape how we perceive and understand the world, with language models potentially enabling a shift from Western reductionist thinking to more contextual and relational worldviews.

“Author of "How Tools Shape How We See the World" in Every - Chain of Thought”

Language models demonstrate that intelligence is not purely rational but fundamentally dependent on ineffable intuition, challenging Western philosophical assumptions about reason and logic.

“Author of "Seeing Like a Language Model" in Every”

Language models like GPT-3 represent a fundamental shift in how science approaches problems, moving away from traditional reductionist Enlightenment thinking toward pattern recognition methods.

“Author of "Seeing Science Like a Language Model" in Every”

Language models like AI systems fundamentally change how business should be conceptualized—moving beyond the long-standing pursuit of eliminating uncertainty through scientific rationality toward accepting and navigating complexity.

“Author of "Seeing Business Like a Language Model" in Every”

Large language models like ChatGPT can serve as creative thinking partners to help reframe personal and professional challenges, as demonstrated by their ability to identify lesser-known connections between successful writers and business builders.

“Author of "Seeing Creativity Like a Language Model" in Every”

Large language models like ChatGPT will reshape knowledge work and force humans to redefine what makes them uniquely human, but this transformation offers opportunity rather than threat.

“Author of "ChatGPT and the Future of the Human Mind" in Every”

Language models can be understood through their behavioral patterns—compression, expansion, translation, and remixing—which reveals how humans can collaborate with AI in creative work while maintaining meaningful human creativity.

“Author of "What Can Language Models Actually Do?" in Every”

Language models function as 'free energy for text,' enabling users to expand questions into answers and democratizing creative text generation in ways that fundamentally change human creativity.

“Author of "LLMs Turn Every Question Into an Answer" in Every”

Every launches Spiral v3, an AI writing assistant powered by Claude Opus 4 that uses editorial taste and multi-agent systems to help users write authentic short-form content in their own voice.

“Co-author of the article introducing Spiral v3”

Claude Haiku 4.5 delivers nearly Sonnet 4.5-level performance at 3x cheaper pricing, making it an optimal choice for developers building agentic applications.

“Co-author of the article and founder/CEO of Every who writes the Chain of Thought column and hosts the AI & I podcast”

Claude Opus 4.1 outperforms competing models like OpenAI's o3 and Google's Gemini 2.5 Pro on specific tasks, particularly excelling at autonomous coding, honest editing, and long-form task completion without intervention.

“Author of "Vibe Check: Claude Opus 4.1" in Every”

A weekend project demonstrates that chatbots trained on podcast transcripts using GPT-3 can instantly answer questions about content that would otherwise require hours of manual searching.

“Author of "I Trained a GPT-3 Chatbot on Every Episode of My Favorite Podcast" in Every”

OpenAI's Codex is a coding agent designed for senior engineers working on existing codebases, enabling autonomous feature building and bug fixes with clean code output, though its utility is limited for new product development.

“Author of "Vibe Check: Codex—OpenAI's New Coding Agent" in Every”

Good Start Labs raised $3.6 million to teach AI models to play games like AI Diplomacy and Bad Cards, generating high-quality reinforcement learning training data for frontier AI labs.

“Author of "Our New Incubation Raised $3.6 Million to Teach AIs to Play Games" in Every - On Every”

OpenAI's DevDay 2025 launched AppsSDK and operator features, but lacked groundbreaking announcements compared to prior years, suggesting the company is optimizing existing opportunities rather than pushing innovation frontiers.

“Co-author of the article 'Vibe Check: OpenAI DevDay 2025' providing analysis and personal perspective on the event”

Despite headlines suggesting AI is replacing human experts, GPT-5 Pro and Claude Opus 4.1's benchmark performance actually reveals significant hidden human intelligence and prompting expertise that enables their success, indicating more AI-augmented work for humans rather than job displacement.

“Author of "Smuggled Intelligence: Why AI Progress Is Real and Most Jobs Are Safe" in Every - Chain of Thought”

OpenAI launched a Realtime API enabling developers to build ChatGPT Advanced Voice Mode functionality in their apps, paired with the o1 reasoning model that can prototype software in minutes rather than months.

“Author of "Everything OpenAI Launched at DevDay" in Every”

OpenAI's o1 model introduces test-time compute as a new paradigm for AI improvement by training models via reinforcement learning to perform chain of thought reasoning natively, enabling performance gains through longer inference time rather than just larger training runs.

“Author of "OpenAI's o1 Model Explained" in Every”

OpenAI launched GPT-5 Codex with dynamic thinking time and seamless handoffs between local and cloud environments, allowing the AI coding agent to work continuously even when developers are offline.

“Author of "GPT-5 Codex Knows When to Think Hard and When Not to" in Every”

Every has built a scalable AI-native business model generating $1.2M ARR with only $2M raised by using AI to enable generalist employees to operate as single-person teams across media, products, and consulting.

“Author of "Every's Master Plan: Part II" in Every”

Every has launched Monologue, an AI voice dictation app for Mac that understands user vocabulary and style to enable 3x faster writing without interrupting workflow.

“Author of "Introducing Monologue: Effortless Voice Dictation" in Every - On Every”

Every is launching TLDR, an AI-generated podcast that transforms company meeting recordings into 3-5 minute automated recaps with key decisions and action items.

“Author of "Introducing Our First Synthetic Show: TLDR" in Every”

ChatGPT's new Advanced Voice Mode represents a generational leap in voice interaction technology, understanding speech natively rather than converting through text intermediaries, making it substantially more fluid and natural than previous voice assistants like Siri and Alexa.

“Author of "Review: ChatGPT's New Advanced Voice Mode" in Every”

Historical analysis of technology adoption patterns, from the printing press to AI, reveals that new technologies enhance human agency rather than diminish it, and understanding this pattern can help people prepare for AGI.

“Author of the article”

Claire Vo built ChatPRD, an AI-powered product management copilot generating six-figure revenue, as a solo side hustle using AI tools while maintaining her full-time CPO role at LaunchDarkly.

“Author of "Best of the Pod: She Built an AI Product Manager Bringing in Six Figures—As a Side Hustle" in Every - AI & I”

A 17-year-old founder at an AI-forward high school shares insights on generational attitudes toward AI, education without traditional teachers, and building AI applications for teen mental health.

“Podcast host who conducted the interview with Alex Mathew about life at Alpha High School.”

OpenAI's Codex team shipped a desktop app, GPT-5.3 Codex flagship model, and ultra-fast research preview, achieving 5x usage growth and 1M weekly users following a Super Bowl advertisement targeting mainstream technical audiences.

“Podcast host interviewing Codex team members about product strategy and technical workflows.”

Anthropic's Sonnet 4.6 delivers Opus-level performance at half the cost ($3/$15 per million tokens), making it viable for production applications previously too expensive to run on Opus.

“Cofounder and CEO of Every, tested Sonnet 4.6 and discussed its performance on coding and complex tasks.”

Agent-native architecture delegates decision-making to AI agents with access to simple, composable tools rather than pre-written code paths, enabling more flexible and creative user interactions.

“Demonstrates an agent-native app that summarizes books and generates character breakdowns without explicit programming.”

LLMs have made information access easy but fail as learning tools because they shift the burden of curriculum design and pacing onto learners rather than providing the passive, structured guidance that effective learning requires.

“Podcast host conducting interview with Nir Zicherman about LLM-based learning”

Reid Hoffman predicts that 2026 will be the year AI agents break out of coding into other domains, with coding agents serving as the foundation for all AI tools, while OpenAI and Anthropic remain locked in a competitive race.

“Host of AI & I podcast conducting interview with Reid Hoffman about AI predictions for 2026.”

Claude Code enables a solo developer to ship features at the velocity of a five-person engineering team by automating code writing while the developer focuses on architecture and product thinking.

“Editor/leadership at Every announcing workshop about Claude Code usage”

Science writer Sarah Rose Siskind created FetusGPT, an LLM trained on her personal daily conversations during pregnancy, as a creative experiment comparing AI development to natural intelligence development in her unborn child.

“Podcast host who interviewed Siskind about using AI as a creative tool and discusses the framework for AI's role in creative collaboration.”

Anthropic's Claude Opus 4.5 represents a paradigm shift in AI coding capabilities, enabling rapid software development but raising questions about AI's ability to solve ambiguous problems and potentially reflect user biases back to them.

“Host of AI & I podcast who conducted interview with Paul Ford and has deemed Claude Opus 4.5 a 'paradigm-shifting model on the coding end.'”

Henrik Werdelin is building Audos, an AI agent platform designed to help everyday entrepreneurs launch businesses by focusing on specific customer relationships and understanding rather than chasing the largest markets.

“Podcast host conducting interview with Werdelin on AI & I episode.”

A 23-year-old founder built and sold his collaborative browsing software startup Firefly to Pegasystems while still in school by focusing on learning from customer data rather than emotional reactions to early metrics.

“Founded and sold Firefly to Pegasystems while still a University of Pennsylvania student; shares three key tactics for startup success.”

Spiral, a new AI writing tool, prioritizes thoughtful creation over speed by slowing users down and asking targeted questions to deepen ideas rather than generating surface-level drafts.

“Host of AI & I podcast who interviews Danny Aziz about Spiral's design philosophy and engineering approach”

Claude Code enables non-technical users to access powerful AI capabilities without programming knowledge by running locally on computers, removing file size limits and context window constraints of the web app.

“CEO of Every who provided an analogy comparing the cloud app to a hotel room and Claude Code to having your own apartment with AI”

An internal AI editorial tool project failed because the builder focused on technical implementation rather than identifying the actual workflow problem, ultimately leading to adopting Claude Teams as a simpler, more reliable solution.

“CEO of Every who suggested trying Claude Artifacts as an approach for the AI operations project.”

Anthropic's new subagents feature enables engineers to parallelize AI-assisted workflows by managing up to 10 specialized agents simultaneously, multiplying developer productivity through compounding improvements.

“CEO of Every explaining how Claude evolved from individual contributor to team lead with subagents”

OpenAI released Sora Turbo to paying users, a video generation and editing platform with creative tools like Remix, Re-cut, and Blend, designed to compete with both AI tools and legacy editing platforms.

“Created a narrative non-fiction reimagining of Protagoras by Plato using Sora, featured as example in article”

Decart's Mirage is a real-time video-to-video model that can instantly re-render live video feeds in new styles at 40 milliseconds latency, enabling new creative possibilities in gaming and immersive experiences.

“Hosts AI & I podcast and interviewed Dean Leitersdorf about Mirage and real-time AI video transformation.”

Decart's Mirage is the first real-time video-to-video AI model enabling instant transformation of video streams with only 40 milliseconds of latency, using frame-by-frame 'next frame prediction' rather than full clip generation.

“Hosted podcast AI & I featuring Dean Leitersdorf discussing Mirage and real-time AI video generation technology.”

Grok 4 demonstrates strong benchmark performance but appears overtrained on exam-style questions, lacking practical utility for everyday developer tasks and missing usability features like a built-in CLI that competitors offer.

“Commented on competitive dynamics of Grok 4 versus Claude Code, noting that Claude's CLI makes it sticky.”

Monologue launches iOS app with context-aware speech-to-text that cleans up transcription errors, handles accents better than Apple's dictation, and adapts tone across messaging, email, and notes applications.

“Built a smart dictation app called Monologue and hosts the AI & I podcast interviewing AI industry leaders.”

Andrew Wilkinson's productivity and daily routines have been transformed by Anthropic's Opus 4.5 and Claude Code, enabling him to build custom AI applications for work and personal life that feel like having a $100,000-a-month engineering team.

“Hosted AI & I podcast interview with Andrew Wilkinson about using Claude Code and Opus 4.5 for business and personal automations.”

Anthropic launched Claude Cowork, a visual interface bringing Claude Code's agentic workflow to non-technical users, built in one and a half weeks and available exclusively to Claude Max subscribers on macOS.

“Led a two-hour livestream testing Claude Cowork and hosts the AI & I podcast.”

Model Context Protocol (MCP) servers enable LLMs to interact with APIs and software systems directly, representing a necessary new layer of infrastructure as AI becomes an active participant in the digital ecosystem.

“Hosted podcast interview with Alex Rattray about APIs and model context protocol.”

Kate Lee joins Every as editor-in-chief to elevate the publication's business and technology writing through new editorial initiatives and writer recruitment.

“CEO of Every who brought Kate Lee aboard to help make Every a go-to place for high-quality business and technology writing including AI content.”

Reid Hoffman argues that studying philosophy is more valuable than an MBA for entrepreneurs navigating AI's impact on business and human identity.

“Host of the AI & I podcast who interviewed Reid Hoffman about AI and philosophy.”

Software in 2026 will treat AI agents as first-class citizens across three levels: operating user interfaces like humans, accessing hidden backend code capabilities, and making direct code modifications that only developers can do today.

“Made predictions for 2026 about how software will be built and discussed agent-native architecture in AI & I podcast.”

Most companies have AI tools and power users but lack strategic clarity on how to deploy AI meaningfully beyond basic use cases, with the gap between possibility and practical application preventing impact.

“He announced Natalia Quintero's role as head of consulting at Every.”

Jhourney uses AI-powered feedback and structured experimentation to accelerate access to Jhana meditation states that traditionally required thousands of hours of practice.

“Hosted AI & I podcast discussing meditation and AI with Stephen Zerfas.”

GPT-5.2 is an incremental upgrade that excels at extended knowledge work tasks (70.9% on GDPVal vs 38.8% for GPT-5.1) but offers minimal improvement for everyday chat, with real gains expected when powering agentic tools.

“Tested GPT-5.2 and found it a solid quality-of-life improvement for ChatGPT, particularly effective on extended, complex knowledge work tasks.”

Anthropic's Opus 4.5 represents a world-changing shift in AI-powered coding, enabling developers to build complete applications without hitting error walls that plagued previous models.

“Built his dream reading app in one week using Opus 4.5, work that would have taken him six months before.”

Anthropic's Opus 4.5 enables autonomous app development without writing code, collapsing months of developer work into days through agent-native capabilities and advanced reasoning.

“Built an iOS reading companion app using Opus 4.5 without writing any code through autonomous coding.”

Austin Tedesco joins Every as head of growth to scale the subscription platform positioned as the essential resource for staying current with AI developments.

“Announced Austin Tedesco joining Every as head of growth to help build it into the only subscription needed to stay at the edge of AI.”

Jason Fried shares 26 years of lessons on building coherent, satisfying products that inspire users, emphasizing completeness and single focused ideas over business metrics.

“Hosts the AI & I podcast and interviewed Jason Fried about product development.”

Anthropic's founding engineers of Claude Code share practical usage tips including plan mode for complex tasks and shared settings files for team standardization, revealing how the tool has transformed team productivity.

“Hosts AI & I podcast and is teaching a Claude Code for Beginners course while writing a book about the worldview developed by working with AI.”

Factory's Droid coding agent enables seamless switching between different AI models (Claude, GPT) without context loss, making it superior to individual subscription plans for production engineering workflows.

“Part of the team walking attendees through how to use Factory AI's Droid tool at the Droid Camp event.”

Anthropic's new cloud and mobile version of Claude Code shows promise but is not yet ready for daily use, lacking features like inline code diffs and seamless task transition between devices.

“Teaching a course on getting started with Claude Code for beginners and testing Anthropic's cloud and mobile version of Claude Code.”

Anthropic's Claude Sonnet 4.5 consolidates writing and editing workflows previously split between ChatGPT and Claude, with the model demonstrating strong performance in both code and prose quality assessment.

“Teaching Claude Code for Beginners class and discussing AI writing workflows and Sonnet 4.5 performance.”

Claude Sonnet 4.5 is 50% faster and more steerable than previous Claude versions, excelling as a day-to-day coding tool, though GPT-5 Codex still outperforms it on difficult production bugs.

“Author bio identifies him as cofounder and CEO of Every, writes Chain of Thought column and hosts AI & I podcast”

Knowledge orchestration—the ability to store, index, and retrieve relevant information for LLMs to reason with—is the most critical bottleneck for AI applications beyond foundational model improvements.

“Teaching a course on how to build chatbots with AI, covering topics like vector databases and LangChain.”

AI advancement creates simultaneous awe and anxiety, exemplified by the AlphaGo victory over Lee Sedol, which represents a threshold moment where machines surpass humans in complex domains that were thought unreachable.

“Wrote about his mixed feelings of excitement and worry regarding AI and its implications.”

Claude Code functions as an agentic operating system for coding and productivity workflows, offering superior integration with Unix philosophy and command-line tools compared to competing solutions like Cursor.

“Hosted podcast discussing Claude Code and AI tools for note-taking systems.”

Scott Wu argues that computer science fundamentals become more critical as AI coding tools rise in prevalence, and sees the long-term future of programming as a shift toward plain English descriptions executed by intelligent agents.

“Conducted podcast interview with Scott Wu about autonomous AI coding and the future of programming.”

Monologue, an AI voice dictation app, achieved product-market fit with thousands of users during beta by building community before launch, contrary to traditional app development approaches.

“Sits down with Naveen Naidu and Brandon Gell to discuss building Monologue, an AI voice dictation app for Mac.”

Noah Brier uses Claude Code integrated with Obsidian as a research and thinking partner by maintaining 'thinking mode' to ask clarifying questions rather than generate text, enabling him to sift through 1,500 notes for insights.

“Podcast host interviewing Noah Brier about Claude Code workflows and AI agent applications.”