--- schema: 1 type: channel title: Every description: >- The only subscription you need to stay at the edge of AI. Ideas, apps, and training: https://every.to canonical: 'https://liquidgold.cc/channel/everyinc' markdown: 'https://liquidgold.cc/channel/everyinc.md' llms: 'https://liquidgold.cc/channel/everyinc/llms.txt' parent: 'https://liquidgold.cc/llms.txt' channel: everyinc updated: '2026-10-24T01:31:47.250Z' language: en children: - 'https://liquidgold.cc/channel/everyinc/SKILL.md' - >- https://liquidgold.cc/channel/everyinc/explore/topic/prompt-engineering-tengineering.md - >- https://liquidgold.cc/channel/everyinc/explore/topic/ai-model-vibe-checks-and-comparisons-dcomparisons.md - >- https://liquidgold.cc/channel/everyinc/explore/topic/learning-reading-and-research-with-ai-searchwithai.md - >- https://liquidgold.cc/channel/everyinc/explore/topic/writing-with-ai-ritingwithai.md - >- https://liquidgold.cc/channel/everyinc/explore/topic/real-time-voice-interaction-with-ai-ltimevoiceai.md - >- https://liquidgold.cc/channel/everyinc/explore/topic/design-and-creative-work-with-ai-ndcreativeai.md - >- https://liquidgold.cc/channel/everyinc/explore/topic/coding-agents-in-practice-tsinpractice.md - >- https://liquidgold.cc/channel/everyinc/explore/topic/beyond-llms-new-ai-architectures-and-capabilities-rchitectures.md - >- https://liquidgold.cc/channel/everyinc/explore/topic/mcp-and-ai-infrastructure-frastructure.md - >- https://liquidgold.cc/channel/everyinc/explore/topic/compound-engineering-methodology-gmethodology.md - >- https://liquidgold.cc/channel/everyinc/explore/topic/agent-native-products-and-agentic-browsers-sandbrowsers.md - >- https://liquidgold.cc/channel/everyinc/explore/topic/building-ai-products-and-startups-ngaiproducts.md - >- https://liquidgold.cc/channel/everyinc/explore/topic/ai-jobs-and-the-future-of-work-futureofwork.md - >- https://liquidgold.cc/channel/everyinc/explore/topic/ai-coaching-and-personal-life-personallife.md - >- https://liquidgold.cc/channel/everyinc/explore/topic/ai-for-science-and-medicine-eandmedicine.md - >- https://liquidgold.cc/channel/everyinc/explore/topic/ai-policy-regulation-and-education-andeducation.md - >- https://liquidgold.cc/channel/everyinc/explore/topic/ai-and-human-meaning-humanmeaning.md - 'https://liquidgold.cc/watch/mU2AYrBHq-w.md' - 'https://liquidgold.cc/watch/GrdEid8H6H4.md' - 'https://liquidgold.cc/watch/1EEw36H2zLo.md' - 'https://liquidgold.cc/watch/IXm1m0OheLc.md' - 'https://liquidgold.cc/watch/IDSAMqip6ms.md' - 'https://liquidgold.cc/watch/Lh_X32t9_po.md' - 'https://liquidgold.cc/watch/jZh55CQwSh8.md' - 'https://liquidgold.cc/watch/MQw_zncxk-E.md' - 'https://liquidgold.cc/watch/8V9tZwgjiRs.md' - 'https://liquidgold.cc/watch/Vm49oIPtyRE.md' - 'https://liquidgold.cc/watch/5YBjll9XJlw.md' - 'https://liquidgold.cc/watch/tqF8Ffv7tDs.md' - 'https://liquidgold.cc/watch/yZddAiz4HP8.md' - 'https://liquidgold.cc/watch/LG943MX-Krg.md' - 'https://liquidgold.cc/watch/GROt1Nd4asY.md' - 'https://liquidgold.cc/watch/x9BNBcP_C7Q.md' - 'https://liquidgold.cc/watch/kXYDUozZAhk.md' - 'https://liquidgold.cc/watch/1XzKXz9CmvM.md' - 'https://liquidgold.cc/watch/QyierGDlMOY.md' - 'https://liquidgold.cc/watch/XWpTgCvgYaE.md' handle: everyinc subscriberCount: 48100 videoCount: 364 topics: - title: Prompt Engineering description: >- A synthesis of the channel's material about prompt engineering: why detailing your objective _is_ the skill, how to close the loop with evals, and how to structure prompts, routers, and custom GPT workflows that steer models toward your desired outcome. markdown: >- https://liquidgold.cc/channel/everyinc/explore/topic/prompt-engineering-tengineering.md - title: AI Model Vibe Checks and Comparisons description: >- How the Every team evaluates new AI models: their vibe-check framework, internal benchmarks, reasoning-effort tuning, the ceiling-vs-consistency tradeoff, and the cross-model workflows that turn comparison into practice. markdown: >- https://liquidgold.cc/channel/everyinc/explore/topic/ai-model-vibe-checks-and-comparisons-dcomparisons.md - title: 'Learning, Reading, and Research with AI' description: >- A synthesis of the channel's material about Learning, Reading, and Research with AI. markdown: >- https://liquidgold.cc/channel/everyinc/explore/topic/learning-reading-and-research-with-ai-searchwithai.md - title: Writing with AI description: >- Explore how professional writers — Katie Parrott, David Perell, Packy McCormick, Seth Stephens-Davidowitz, and Craig Mod — fold AI into research, ideation, drafting, and editing. You'll understand context engineering, taste articulation, anecdote mining, the A-minus grading trap, and the guardrails that keep the writing yours. markdown: >- https://liquidgold.cc/channel/everyinc/explore/topic/writing-with-ai-ritingwithai.md - title: Real-Time Voice Interaction with AI description: >- Explore how native speech understanding, natural turn-taking, and emotion-aware systems make real-time spoken conversation with AI productive — and where hallucinations, latency, and alpha-stage rough edges still get in the way. markdown: >- https://liquidgold.cc/channel/everyinc/explore/topic/real-time-voice-interaction-with-ai-ltimevoiceai.md - title: Design and Creative Work with AI description: >- A synthesis of the channel's material about Design and Creative Work with AI: art direction over pixel pushing, deliberate prompting and steering, capturing taste in skills and prompt formulas, and the pipelines that turn generated assets into finished work. markdown: >- https://liquidgold.cc/channel/everyinc/explore/topic/design-and-creative-work-with-ai-ndcreativeai.md - title: Coding Agents in Practice description: >- A synthesis of how practitioners actually use coding agents — Codex, Claude Code, and Claude Cowork — to build, review, and iterate on real software: delegation-first workflows, orchestration surfaces, multi-agent review, compounding skills, and the limits that still demand human judgment. markdown: >- https://liquidgold.cc/channel/everyinc/explore/topic/coding-agents-in-practice-tsinpractice.md - title: 'Beyond LLMs: New AI Architectures and Capabilities' description: >- Where LLMs hit their architectural limits and what comes next: energy-based models for verifiable correctness, hybrid diffusion–autoregressive architectures for real-time video, and the agent form factors reshaping how software gets written. markdown: >- https://liquidgold.cc/channel/everyinc/explore/topic/beyond-llms-new-ai-architectures-and-capabilities-rchitectures.md - title: MCP and AI Infrastructure description: A synthesis of the channel's material about MCP and AI Infrastructure. markdown: >- https://liquidgold.cc/channel/everyinc/explore/topic/mcp-and-ai-infrastructure-frastructure.md - title: Compound Engineering Methodology description: >- Understand Compound Engineering end to end: the compounding plan-work-review cycle, file-based knowledge accumulation, multi-model orchestration, and how to adopt it at the right level of trust for your own work. markdown: >- https://liquidgold.cc/channel/everyinc/explore/topic/compound-engineering-methodology-gmethodology.md - title: Agent-Native Products and Agentic Browsers description: >- A synthesis of how agentic browsers (Atlas, Dia) and agent-native products (Proof, ChatGPT's agent era) are designed: browser-integrated context, memory and personalization, agent experience (AX), and agent-native interface principles. markdown: >- https://liquidgold.cc/channel/everyinc/explore/topic/agent-native-products-and-agentic-browsers-sandbrowsers.md - title: Building AI Products and Startups description: >- A synthesis of the channel's material about Building AI Products and Startups. markdown: >- https://liquidgold.cc/channel/everyinc/explore/topic/building-ai-products-and-startups-ngaiproducts.md - title: 'AI, Jobs, and the Future of Work' description: >- Why AI that makes expertise cheap _increases_ demand for skilled humans — the automation paradox, what agent-driven work actually looks like, and a concrete playbook for staying employable as agents spread. markdown: >- https://liquidgold.cc/channel/everyinc/explore/topic/ai-jobs-and-the-future-of-work-futureofwork.md - title: AI Coaching and Personal Life description: >- Explore how to build a genuinely personalized AI coach: context documents, reflective practices, real-world health and life-logistics workflows, and the honest limits of coaching with a model. markdown: >- https://liquidgold.cc/channel/everyinc/explore/topic/ai-coaching-and-personal-life-personallife.md - title: AI for Science and Medicine description: >- Explore how AI moves science and medicine from rules to intuition: checklists versus distributed representations, prediction versus explanation, and the honest limits of both. markdown: >- https://liquidgold.cc/channel/everyinc/explore/topic/ai-for-science-and-medicine-eandmedicine.md - title: 'AI Policy, Regulation, and Education' description: >- From a governor's national-regulation argument and 61,000-employee training program to a 17-year-old's mastery-based AI school and generation's split feelings about AI — explore how policy shapes AI, and how people adapt. markdown: >- https://liquidgold.cc/channel/everyinc/explore/topic/ai-policy-regulation-and-education-andeducation.md - title: AI and Human Meaning description: >- A synthesis exploring what AI reveals about human meaning: the fluidity of the self, what remains of intellect when machines summarize, how technology shapes the brain and culture, and why the choice between flourishing and engagement-maximization must be deliberate. markdown: >- https://liquidgold.cc/channel/everyinc/explore/topic/ai-and-human-meaning-humanmeaning.md searchChunks: [] --- # Every The only subscription you need to stay at the edge of AI. Ideas, apps, and training: https://every.to Canonical: https://liquidgold.cc/channel/everyinc Subscribers: 48100 · Videos: 364 This is a bounded channel overview, not a complete skill export. This overview does not enumerate transcript or search chunks. Skill instructions: [SKILL.md](https://liquidgold.cc/channel/everyinc/SKILL.md) ## Topics - [Prompt Engineering](https://liquidgold.cc/channel/everyinc/explore/topic/prompt-engineering-tengineering.md): A synthesis of the channel's material about prompt engineering: why detailing your objective \_is\_ the skill, how to close the loop with evals, and how to structure prompts, routers, and custom GPT workflows that steer models toward your desired outcome. - [AI Model Vibe Checks and Comparisons](https://liquidgold.cc/channel/everyinc/explore/topic/ai-model-vibe-checks-and-comparisons-dcomparisons.md): How the Every team evaluates new AI models: their vibe-check framework, internal benchmarks, reasoning-effort tuning, the ceiling-vs-consistency tradeoff, and the cross-model workflows that turn comparison into practice. - [Learning, Reading, and Research with AI](https://liquidgold.cc/channel/everyinc/explore/topic/learning-reading-and-research-with-ai-searchwithai.md): A synthesis of the channel's material about Learning, Reading, and Research with AI. - [Writing with AI](https://liquidgold.cc/channel/everyinc/explore/topic/writing-with-ai-ritingwithai.md): Explore how professional writers — Katie Parrott, David Perell, Packy McCormick, Seth Stephens-Davidowitz, and Craig Mod — fold AI into research, ideation, drafting, and editing. You'll understand context engineering, taste articulation, anecdote mining, the A-minus grading trap, and the guardrails that keep the writing yours. - [Real-Time Voice Interaction with AI](https://liquidgold.cc/channel/everyinc/explore/topic/real-time-voice-interaction-with-ai-ltimevoiceai.md): Explore how native speech understanding, natural turn-taking, and emotion-aware systems make real-time spoken conversation with AI productive — and where hallucinations, latency, and alpha-stage rough edges still get in the way. - [Design and Creative Work with AI](https://liquidgold.cc/channel/everyinc/explore/topic/design-and-creative-work-with-ai-ndcreativeai.md): A synthesis of the channel's material about Design and Creative Work with AI: art direction over pixel pushing, deliberate prompting and steering, capturing taste in skills and prompt formulas, and the pipelines that turn generated assets into finished work. - [Coding Agents in Practice](https://liquidgold.cc/channel/everyinc/explore/topic/coding-agents-in-practice-tsinpractice.md): A synthesis of how practitioners actually use coding agents — Codex, Claude Code, and Claude Cowork — to build, review, and iterate on real software: delegation-first workflows, orchestration surfaces, multi-agent review, compounding skills, and the limits that still demand human judgment. - [Beyond LLMs: New AI Architectures and Capabilities](https://liquidgold.cc/channel/everyinc/explore/topic/beyond-llms-new-ai-architectures-and-capabilities-rchitectures.md): Where LLMs hit their architectural limits and what comes next: energy-based models for verifiable correctness, hybrid diffusion–autoregressive architectures for real-time video, and the agent form factors reshaping how software gets written. - [MCP and AI Infrastructure](https://liquidgold.cc/channel/everyinc/explore/topic/mcp-and-ai-infrastructure-frastructure.md): A synthesis of the channel's material about MCP and AI Infrastructure. - [Compound Engineering Methodology](https://liquidgold.cc/channel/everyinc/explore/topic/compound-engineering-methodology-gmethodology.md): Understand Compound Engineering end to end: the compounding plan-work-review cycle, file-based knowledge accumulation, multi-model orchestration, and how to adopt it at the right level of trust for your own work. - [Agent-Native Products and Agentic Browsers](https://liquidgold.cc/channel/everyinc/explore/topic/agent-native-products-and-agentic-browsers-sandbrowsers.md): A synthesis of how agentic browsers (Atlas, Dia) and agent-native products (Proof, ChatGPT's agent era) are designed: browser-integrated context, memory and personalization, agent experience (AX), and agent-native interface principles. - [Building AI Products and Startups](https://liquidgold.cc/channel/everyinc/explore/topic/building-ai-products-and-startups-ngaiproducts.md): A synthesis of the channel's material about Building AI Products and Startups. - [AI, Jobs, and the Future of Work](https://liquidgold.cc/channel/everyinc/explore/topic/ai-jobs-and-the-future-of-work-futureofwork.md): Why AI that makes expertise cheap \_increases\_ demand for skilled humans — the automation paradox, what agent-driven work actually looks like, and a concrete playbook for staying employable as agents spread. - [AI Coaching and Personal Life](https://liquidgold.cc/channel/everyinc/explore/topic/ai-coaching-and-personal-life-personallife.md): Explore how to build a genuinely personalized AI coach: context documents, reflective practices, real-world health and life-logistics workflows, and the honest limits of coaching with a model. - [AI for Science and Medicine](https://liquidgold.cc/channel/everyinc/explore/topic/ai-for-science-and-medicine-eandmedicine.md): Explore how AI moves science and medicine from rules to intuition: checklists versus distributed representations, prediction versus explanation, and the honest limits of both. - [AI Policy, Regulation, and Education](https://liquidgold.cc/channel/everyinc/explore/topic/ai-policy-regulation-and-education-andeducation.md): From a governor's national-regulation argument and 61,000-employee training program to a 17-year-old's mastery-based AI school and generation's split feelings about AI — explore how policy shapes AI, and how people adapt. - [AI and Human Meaning](https://liquidgold.cc/channel/everyinc/explore/topic/ai-and-human-meaning-humanmeaning.md): A synthesis exploring what AI reveals about human meaning: the fluidity of the self, what remains of intellect when machines summarize, how technology shapes the brain and culture, and why the choice between flourishing and engagement-maximization must be deliberate. ## Source videos - [MAXIMIZE Your Reading With ChatGPT's NEW Advanced Voice Mode](https://liquidgold.cc/watch/mU2AYrBHq-w.md) - [We Tested Anthropic’s Fable 5 for a Week](https://liquidgold.cc/watch/GrdEid8H6H4.md) - [We tested OpenAI's Astra! 5 things to know](https://liquidgold.cc/watch/1EEw36H2zLo.md) - [24 Hours with ChatGPT's NEW Advanced Voice Mode Feature](https://liquidgold.cc/watch/IXm1m0OheLc.md) - [The Secrets of Claude Code From the Engineers Who Built It](https://liquidgold.cc/watch/IDSAMqip6ms.md) - [Claude Code: How Two Engineers Ship Like a Team of 15](https://liquidgold.cc/watch/Lh_X32t9_po.md) - [How Sam Altman Actually Uses AI to Run OpenAI and His Life](https://liquidgold.cc/watch/jZh55CQwSh8.md) - [Vercel's Guillermo Rauch on AI and the Future of Coding - Ep. 47](https://liquidgold.cc/watch/MQw_zncxk-E.md) - [Claude Code Can Be Your Second Brain](https://liquidgold.cc/watch/8V9tZwgjiRs.md) - [Dwarkesh Patel’s Quest to Learn Everything - Ep. 27](https://liquidgold.cc/watch/Vm49oIPtyRE.md) - [Vibe Code Camp: Live Marathon With the World's Best AI Builders](https://liquidgold.cc/watch/5YBjll9XJlw.md) - [We Tested Claude Opus 5. It’s Frustrating with Flashes of Brilliance.](https://liquidgold.cc/watch/tqF8Ffv7tDs.md) - [We Tested Anthropic's Fable 5.1 for a Week](https://liquidgold.cc/watch/yZddAiz4HP8.md) - [How We Built 'Claudie,' Our AI Project Manager (Full Walkthrough)](https://liquidgold.cc/watch/LG943MX-Krg.md) - [We Tested GPT-5.5 for 3 Weeks. It's a Beast.](https://liquidgold.cc/watch/GROt1Nd4asY.md) - [Why We Switched From Claude Code to Codex](https://liquidgold.cc/watch/x9BNBcP_C7Q.md) - [Why Opus 4.8 Pulled Me Back to Claude](https://liquidgold.cc/watch/kXYDUozZAhk.md) - [How to Find Your Next Big Idea Hiding on the Internet - Ep. 10 with Steph Smith](https://liquidgold.cc/watch/1XzKXz9CmvM.md) - [AI in 2026: Reid Hoffman’s Predictions on Agents, Work, and Creation](https://liquidgold.cc/watch/QyierGDlMOY.md) - [Anthropic Expert: Rethink What's Possible With Fable 5](https://liquidgold.cc/watch/XWpTgCvgYaE.md) > More source videos exist; this overview lists only the highest-viewed bounded preview.