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How do you design a CLI for both humans and agents? That's the question behind ntn — the Notion CLI. Carter and Anthony break down the 4 principles that shaped it. 0:00 How we built the Notion CLI 0:21 Progressive disclosure 2:26 Actionable error messages 4:04 Separate data from...

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26,760 просмотров • 3 месяцев назад •via X (Twitter)

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Install ntn, the Notion CLI. It brings the entire Notion API to your terminal, plus everything you need to build and deploy Workers. Built for humans and coding agents alike. Install with: curl -fsSL | bash
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Install ntn, the Notion CLI. It brings the entire Notion API to your terminal, plus everything you need to build and deploy Workers. Built for humans and coding agents alike. Install with: curl -fsSL | bash

Notion Developers

1,558,619 просмотров • 3 месяцев назад

i built vault, a self-improving knowledge base that can index your entire life (personal mini agi) it updates while you sleep, supports 50+ integrations like notion, snowflake, datadog, and more when you connect a source (like stripe), all the data becomes a filesystem built for both agents and humans, so you can interact with it through either cli or ui
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i built vault, a self-improving knowledge base that can index your entire life (personal mini agi) it updates while you sleep, supports 50+ integrations like notion, snowflake, datadog, and more when you connect a source (like stripe), all the data becomes a filesystem built for both agents and humans, so you can interact with it through either cli or ui

Arlan

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We invited Andrew Qu from Vercel to talk about the inspiration behind skills, how it's differentiated from MCP, and tips on writing your own. 00:00 How Vercel shipped skills 04:30 Announcing on all Mintlify sites 07:30 Why skills over MCP 12:50 Claiming packages and building the CLI 17:30 The Vercel deploy skill 21:30 Skills vs MCP: bash is all you need 25:30 Top skills on the leaderboard and tips
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We invited Andrew Qu from Vercel to talk about the inspiration behind skills, how it's differentiated from MCP, and tips on writing your own. 00:00 How Vercel shipped skills 04:30 Announcing on all Mintlify sites 07:30 Why skills over MCP 12:50 Claiming packages and building the CLI 17:30 The Vercel deploy skill 21:30 Skills vs MCP: bash is all you need 25:30 Top skills on the leaderboard and tips

Mintlify

25,709 просмотров • 7 месяцев назад

Anthropic just gave OpenClaw the green light Anthropic staff confirmed that CLI-based usage is sanctioned. We’ve successfully bridged the Claude Code CLI directly into the OpenClaw gateway, letting you run your entire agent fleet on your Pro/Max plan and no additional API tokens required. The Implementation: - Auth: Log in to Claude Code locally: claude auth login - Path: Grab your binary location: which claude - Bridge: Drop the path into your openclaw.json under agents.defaults: "cliBackends": { "claude-cli": { "args": [ "-p", "--output-format", "json" ], "command": " ", "input": "arg", "output": "json", "serialize": true, "sessionArg": "--session-id", "sessionMode": "existing" } }, "model": { "primary": "claude-cli/claude-opus-4-6" }, "models": { "claude-cli/claude-opus-4-6": {}, "claude-cli/claude-opus-4-7": {}, "claude-cli/claude-sonnet-4-6": {} }, The Result: OpenClaw reuses your local session IDs and subscription limits. You get the full power of Opus and Sonnet without the restricted OAuth endpoints or the API tax. They sanctioned the path. We built the bridge. Here is a video how I done it step by step:
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Anthropic just gave OpenClaw the green light Anthropic staff confirmed that CLI-based usage is sanctioned. We’ve successfully bridged the Claude Code CLI directly into the OpenClaw gateway, letting you run your entire agent fleet on your Pro/Max plan and no additional API tokens required. The Implementation: - Auth: Log in to Claude Code locally: claude auth login - Path: Grab your binary location: which claude - Bridge: Drop the path into your openclaw.json under agents.defaults: "cliBackends": { "claude-cli": { "args": [ "-p", "--output-format", "json" ], "command": " ", "input": "arg", "output": "json", "serialize": true, "sessionArg": "--session-id", "sessionMode": "existing" } }, "model": { "primary": "claude-cli/claude-opus-4-6" }, "models": { "claude-cli/claude-opus-4-6": {}, "claude-cli/claude-opus-4-7": {}, "claude-cli/claude-sonnet-4-6": {} }, The Result: OpenClaw reuses your local session IDs and subscription limits. You get the full power of Opus and Sonnet without the restricted OAuth endpoints or the API tax. They sanctioned the path. We built the bridge. Here is a video how I done it step by step:

Ziwen

182,975 просмотров • 4 месяцев назад

Context Conversations If you have ever tried Notion and are curious on how you can get the most out of it, you'll enjoy this behind-the-scenes! Sam Catania has one of the best personal and workplace setups: - A personal dashboard for his docs, meetings, customer insights - 1-click flows for engineering to join customer calls - Custom agents that help file directly into Linear from Slack, powered by Notion Workers I've been at Notion for for 95 days now and the biggest opportunity is the gap between how most people use the product vs. how powerful it can be. Closing the gap is now a sidequest of mine :)
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Context Conversations If you have ever tried Notion and are curious on how you can get the most out of it, you'll enjoy this behind-the-scenes! Sam Catania has one of the best personal and workplace setups: - A personal dashboard for his docs, meetings, customer insights - 1-click flows for engineering to join customer calls - Custom agents that help file directly into Linear from Slack, powered by Notion Workers I've been at Notion for for 95 days now and the biggest opportunity is the gap between how most people use the product vs. how powerful it can be. Closing the gap is now a sidequest of mine :)

Varadh Jain

38,027 просмотров • 2 месяцев назад

i spun up a paid API endpoint in under a minute on Bankr x402 Cloud. its a demo AI agent that finds DoorDash restaurant recs for your area. public URL, searchable in the marketplace, inference powered by the Bankr LLM Gateway. we shipped interactive mode for the Bankr CLI. any x402 endpoint you deploy can define typed JSON schema for inputs and outputs. the CLI reads the schema, prompts you for each field, and shows you exactly what you're paying before you submit. agents and humans can discover and call your service without reading docs. just "bankr x402 call -i " and go. check out the demo. links in the next post.
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i spun up a paid API endpoint in under a minute on Bankr x402 Cloud. its a demo AI agent that finds DoorDash restaurant recs for your area. public URL, searchable in the marketplace, inference powered by the Bankr LLM Gateway. we shipped interactive mode for the Bankr CLI. any x402 endpoint you deploy can define typed JSON schema for inputs and outputs. the CLI reads the schema, prompts you for each field, and shows you exactly what you're paying before you submit. agents and humans can discover and call your service without reading docs. just "bankr x402 call -i " and go. check out the demo. links in the next post.

deployer

13,300 просмотров • 4 месяцев назад

I used Opus 5 with the Unity CLI and Gauntlet Loop to see how well it could build games within Unity. While reviews are mixed on Opus 5 for coding and tasks in general - I think it's a huge unlock for gamedevs. It's understanding of 3D space + ability to self critique is actually one of the most important breakthroughs. 00:00 Intro 02:55 Unity CLI 04:38 Spriterrific 06:40 Unity + Opus 5 08:20 Gauntlet Loop 09:38 Demo 12:21 Wrap Up
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I used Opus 5 with the Unity CLI and Gauntlet Loop to see how well it could build games within Unity. While reviews are mixed on Opus 5 for coding and tasks in general - I think it's a huge unlock for gamedevs. It's understanding of 3D space + ability to self critique is actually one of the most important breakthroughs. 00:00 Intro 02:55 Unity CLI 04:38 Spriterrific 06:40 Unity + Opus 5 08:20 Gauntlet Loop 09:38 Demo 12:21 Wrap Up

Chong-U

34,041 просмотров • 16 дней назад

Quantum computing is no longer a science experiment. The machines being built could one day break the encryption protecting your bank account, your data, and systems that run entire countries. We spoke with IonQ COO & CFO Inder Singh about the technology and how the industry is preparing the road ahead. 0:00 Machines that could break the internet 0:44 The next leap 3:17 What it could do for you 4:47 The company at the front 6:55 The power & risk 10:33 Where the money moves 13:51 Next steps
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Quantum computing is no longer a science experiment. The machines being built could one day break the encryption protecting your bank account, your data, and systems that run entire countries. We spoke with IonQ COO & CFO Inder Singh about the technology and how the industry is preparing the road ahead. 0:00 Machines that could break the internet 0:44 The next leap 3:17 What it could do for you 4:47 The company at the front 6:55 The power & risk 10:33 Where the money moves 13:51 Next steps

Jon Erlichman

15,552 просмотров • 19 дней назад

Fun chat with shannon, founding designer behind Research Mode, a new Notion product that launched just a month ago. We get into: - why we built it at all - how to design waiting (yep, really!) - surprising ways people are using it - and what’s coming next Hope you enjoy the peek behind the curtain!
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Fun chat with shannon, founding designer behind Research Mode, a new Notion product that launched just a month ago. We get into: - why we built it at all - how to design waiting (yep, really!) - surprising ways people are using it - and what’s coming next Hope you enjoy the peek behind the curtain!

Akshay Kothari

22,977 просмотров • 1 год назад

Introducing a new way to control how vulnerability scanning tasks are done in the Hacktron CLI. When you give a security audit task to Hacktron in an interactive session, it enters deep vulnerability research mode. Hacktron automatically identifies and utilises the most suitable agents to perform the task. You can now customise this vulnerability scanning plan by editing both known patterns and AI-suggested ones. Happy holidays, and have fun hacking!
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Introducing a new way to control how vulnerability scanning tasks are done in the Hacktron CLI. When you give a security audit task to Hacktron in an interactive session, it enters deep vulnerability research mode. Hacktron automatically identifies and utilises the most suitable agents to perform the task. You can now customise this vulnerability scanning plan by editing both known patterns and AI-suggested ones. Happy holidays, and have fun hacking!

Hacktron AI

16,464 просмотров • 8 месяцев назад

The notion that the inbox is dead? We don’t buy it. Superhuman Mail is the most productive email app ever made. Our customers save 4+ hours every week. Superhuman Mail is now also the best email agent ever made. You can drive it directly from Claude, Codex, and ChatGPT. You can do things that are uniquely Superhuman, like triage by Split Inbox and track sent emails. And every draft matches your voice and tone, using your unique style for each person. The future of productivity isn’t app vs. agent. It’s both. That means we will continue to invest heavily in both our apps and our agents. For folks affected by the end of Notion Mail, we have a special offer: 2 months free! 😄 Link in the comments… 👇
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The notion that the inbox is dead? We don’t buy it. Superhuman Mail is the most productive email app ever made. Our customers save 4+ hours every week. Superhuman Mail is now also the best email agent ever made. You can drive it directly from Claude, Codex, and ChatGPT. You can do things that are uniquely Superhuman, like triage by Split Inbox and track sent emails. And every draft matches your voice and tone, using your unique style for each person. The future of productivity isn’t app vs. agent. It’s both. That means we will continue to invest heavily in both our apps and our agents. For folks affected by the end of Notion Mail, we have a special offer: 2 months free! 😄 Link in the comments… 👇

rahulvohra

48,208 просмотров • 1 месяц назад

I got Meng To to break down how to create AI designs with Codex that aren't slop: 0:00 - The line that scares everyone 2:44 - Why Meng dropped Cursor 4:05 - Codex setup + the AI browser 8:43 - His real project folders 13:27 - AI avatars + the UGC shift 15:49 - Plugins vs skills vs computer use 24:04 - The folder system for agents 30:57 - When to give AI full access 32:55 - Slides from your real data 42:00 - The screenshot shortcut 47:31 - The senior designer taste skill 54:58 - Building your digital twin 1:05:30 - Who's surviving the layoffs 1:12:39 - Meng's endgame advice
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I got Meng To to break down how to create AI designs with Codex that aren't slop: 0:00 - The line that scares everyone 2:44 - Why Meng dropped Cursor 4:05 - Codex setup + the AI browser 8:43 - His real project folders 13:27 - AI avatars + the UGC shift 15:49 - Plugins vs skills vs computer use 24:04 - The folder system for agents 30:57 - When to give AI full access 32:55 - Slides from your real data 42:00 - The screenshot shortcut 47:31 - The senior designer taste skill 54:58 - Building your digital twin 1:05:30 - Who's surviving the layoffs 1:12:39 - Meng's endgame advice

Aakash Gupta

155,039 просмотров • 1 месяц назад

How persuadable are humans, really? Sam Altman returns to discuss accidental AI takeover, why GPT-6 might crack real science, when we'll see AI CEOs running the show, and the question he asked someone to pose to the Dalai Lama. Timestamps 0:00:00 – Sam’s basic trick for productivity 0:01:22 – Hiring hardware vs. software people 0:05:46 – How long before an AI CEO 0:10:48 – Government backstops for AI companies 0:13:26 – Monetizing AI services 0:18:04 – Negotiating deals with Saudia Arabia and the UAE 0:22:00 – How good GPT-6 will be at poetry 0:25:15 – Chip-building and where the energy will come from 0:29:04 – Sam’s changing health habits 0:30:20 – UAP’s and conspiracy theories 0:31:43 – Revitalizing St. Louis 0:33:12 – Regulating AI agents 0:34:39 – New ways to interface with AI 0:38:12 – How normies will learn AI 0:44:36 – The trajectory of healthcare and housing prices 0:46:57 – Reexamining freedom of speech 0:50:08 – Humanity’s persuadability Recorded live with tylercowen and Sam Altman at the 2025 Progress Conference, hosted by Roots of Progress Institute. Thanks to Big Think for the video production.
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How persuadable are humans, really? Sam Altman returns to discuss accidental AI takeover, why GPT-6 might crack real science, when we'll see AI CEOs running the show, and the question he asked someone to pose to the Dalai Lama. Timestamps 0:00:00 – Sam’s basic trick for productivity 0:01:22 – Hiring hardware vs. software people 0:05:46 – How long before an AI CEO 0:10:48 – Government backstops for AI companies 0:13:26 – Monetizing AI services 0:18:04 – Negotiating deals with Saudia Arabia and the UAE 0:22:00 – How good GPT-6 will be at poetry 0:25:15 – Chip-building and where the energy will come from 0:29:04 – Sam’s changing health habits 0:30:20 – UAP’s and conspiracy theories 0:31:43 – Revitalizing St. Louis 0:33:12 – Regulating AI agents 0:34:39 – New ways to interface with AI 0:38:12 – How normies will learn AI 0:44:36 – The trajectory of healthcare and housing prices 0:46:57 – Reexamining freedom of speech 0:50:08 – Humanity’s persuadability Recorded live with tylercowen and Sam Altman at the 2025 Progress Conference, hosted by Roots of Progress Institute. Thanks to Big Think for the video production.

Conversations with Tyler

74,177 просмотров • 9 месяцев назад

Superset 2.0 is in open beta and it's a big rewrite. Why and what's different about this? I walked through a tour of the changes here: 0:00 - Introductions 1:53 - Why we rewrote Superset 4:00 - New file system 5:00 Automations 5:44 CLI 7:48 Thank you to early users! tldr: Superset 2.0 is in Open Beta! It's a full rewrite of the Superset app to enable Cloud and remote workspaces to work like realtime. This is the next step on the journey to enable developers to run 100s and even 1000s of coding agents in parallel. Work on remote workspaces in real-time as if it was on your local machine. Also, new simplified UI, and a a sick CLI to let agents drive your Superset app. Mobile working internally, and more coming soon!
8:25

Superset 2.0 is in open beta and it's a big rewrite. Why and what's different about this? I walked through a tour of the changes here: 0:00 - Introductions 1:53 - Why we rewrote Superset 4:00 - New file system 5:00 Automations 5:44 CLI 7:48 Thank you to early users! tldr: Superset 2.0 is in Open Beta! It's a full rewrite of the Superset app to enable Cloud and remote workspaces to work like realtime. This is the next step on the journey to enable developers to run 100s and even 1000s of coding agents in parallel. Work on remote workspaces in real-time as if it was on your local machine. Also, new simplified UI, and a a sick CLI to let agents drive your Superset app. Mobile working internally, and more coming soon!

Kiet

19,160 просмотров • 3 месяцев назад

Jordi Visser (Jordi Visser) and I discuss why bitcoin is decoupling from software stocks, how it wins in both inflationary and deflationary environments, and the five scarcity-driven investment baskets Jordi is tracking right now. We also get into the AI agents shift, why public companies are struggling to adopt AI, and how to position a portfolio in a world of commodity shortages. YouTube: Spotify: Apple: TIMESTAMPS: 0:00 - Intro 0:54 - Bitcoin vs. software stocks decoupling? 5:43 - Inflation vs. deflation & what it means for bitcoin 12:35 - The 5 thematic investment baskets 23:27 - Real-time information & podcasts vs reading 33:27 - AI security, hacking & what it means for bitcoin 36:15 - Anthropic vs. OpenAI vs. Meta — the model race 42:15 - Contracted annual run rate & the revenue illusion 45:35 - Jordi's scarcity trader worldview 49:03 - The fourth turning, politics & generational change
57:10

Jordi Visser (Jordi Visser) and I discuss why bitcoin is decoupling from software stocks, how it wins in both inflationary and deflationary environments, and the five scarcity-driven investment baskets Jordi is tracking right now. We also get into the AI agents shift, why public companies are struggling to adopt AI, and how to position a portfolio in a world of commodity shortages. YouTube: Spotify: Apple: TIMESTAMPS: 0:00 - Intro 0:54 - Bitcoin vs. software stocks decoupling? 5:43 - Inflation vs. deflation & what it means for bitcoin 12:35 - The 5 thematic investment baskets 23:27 - Real-time information & podcasts vs reading 33:27 - AI security, hacking & what it means for bitcoin 36:15 - Anthropic vs. OpenAI vs. Meta — the model race 42:15 - Contracted annual run rate & the revenue illusion 45:35 - Jordi's scarcity trader worldview 49:03 - The fourth turning, politics & generational change

Anthony Pompliano 🌪

37,737 просмотров • 3 месяцев назад

At Notion, we’ve spent the last 3 years iterating our way from a product with an AI feature to an insanely useful AI-native product. This wasn’t an easy transformation and required a fair amount of rewiring in how we build products. In this episode of After Hours, Shir Yehoshua, Sarah Sachs, Lauren Oliveri, and Eric Sabandal, the real builders behind this evolution, share what we learned and offer ideas for how other companies can do the same. (0:00) Introduction (0:50) Everything is Waymo (6:39) Demo vs Memo (10:50) Try, try, and try again (18:46) Everyday AI (21:38) Progress > Perfection
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At Notion, we’ve spent the last 3 years iterating our way from a product with an AI feature to an insanely useful AI-native product. This wasn’t an easy transformation and required a fair amount of rewiring in how we build products. In this episode of After Hours, Shir Yehoshua, Sarah Sachs, Lauren Oliveri, and Eric Sabandal, the real builders behind this evolution, share what we learned and offer ideas for how other companies can do the same. (0:00) Introduction (0:50) Everything is Waymo (6:39) Demo vs Memo (10:50) Try, try, and try again (18:46) Everyday AI (21:38) Progress > Perfection

Akshay Kothari

25,741 просмотров • 6 месяцев назад

New course: Gemini CLI: Code & Create with an Open-Source Agent, built with Google Cloud Tech/Gemini CLI and taught by Jack Wotherspoon. Agentic coding assistants like Gemini CLI are transforming how developers work. This short course teaches you to use Google's open-source agent to coordinate local tools and cloud services for coding and non-coding workflows. Gemini CLI works from your terminal, so it works with your local files and development tools. You can also connect it to services through MCP. Then provide high-level instructions, and it autonomously plans and executes complex workflows. Skills you'll gain: - Build website features and automate code reviews with GitHub ActionsCreate data dashboards that combine local files with cloud data sources - Use MCP servers and extensions to orchestrate workflows across GitHub, Canva, and Google Workspace - Generate social media content from multimedia files like conference recordings I particularly appreciate that Gemini CLI is open-source. You can see exactly how it works, read the prompts it uses, and understand its architecture. The community has contributed thousands of pull requests. Since Gemini 3’s release I've found Gemini CLI highly capable - this is a tool worth having in your toolbox! Whether you're prototyping applications, automating workflows, or working with multimedia content, join to learn to delegate complex tasks and build faster:
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New course: Gemini CLI: Code & Create with an Open-Source Agent, built with Google Cloud Tech/Gemini CLI and taught by Jack Wotherspoon. Agentic coding assistants like Gemini CLI are transforming how developers work. This short course teaches you to use Google's open-source agent to coordinate local tools and cloud services for coding and non-coding workflows. Gemini CLI works from your terminal, so it works with your local files and development tools. You can also connect it to services through MCP. Then provide high-level instructions, and it autonomously plans and executes complex workflows. Skills you'll gain: - Build website features and automate code reviews with GitHub ActionsCreate data dashboards that combine local files with cloud data sources - Use MCP servers and extensions to orchestrate workflows across GitHub, Canva, and Google Workspace - Generate social media content from multimedia files like conference recordings I particularly appreciate that Gemini CLI is open-source. You can see exactly how it works, read the prompts it uses, and understand its architecture. The community has contributed thousands of pull requests. Since Gemini 3’s release I've found Gemini CLI highly capable - this is a tool worth having in your toolbox! Whether you're prototyping applications, automating workflows, or working with multimedia content, join to learn to delegate complex tasks and build faster:

Andrew Ng

125,385 просмотров • 7 месяцев назад

What we’re building for you and your agents: • Deploy with Projects: programmatically provision services from the CLI—now available to everyone. • Sell with Machine Payments Protocol: a protocol that lets agents know how to pay for services. • Buy with Link agent wallet: enable agents to spend on your behalf. Everything we announced at Stripe Sessions:
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What we’re building for you and your agents: • Deploy with Projects: programmatically provision services from the CLI—now available to everyone. • Sell with Machine Payments Protocol: a protocol that lets agents know how to pay for services. • Buy with Link agent wallet: enable agents to spend on your behalf. Everything we announced at Stripe Sessions:

Stripe

31,576 просмотров • 3 месяцев назад

Retatrutide Explained : ) 0:00:00 Intro 0:00:44 How It Works: The Molecule 0:04:01 Sponsor 0:04:37 How It Works: The Three Targets 0:22:44 Lab and Animal Studies 0:28:38 First Human Trials 0:32:34 Diabetes: The First Big Trial 0:42:13 Obesity: The First Big Trial 0:51:25 Liver Fat 0:55:25 Fat Loss vs Muscle Loss 1:00:05 Diabetes: The Phase 3 Trial 1:07:02 Obesity: The Phase 3 Trial 1:12:33 Knee Osteoarthritis 1:13:16 Sleep Apnea 1:14:10 Two-Year Results 1:17:49 Diabetes and Obesity Together 1:21:59 Heart Disease 1:26:13 Knee Osteoarthritis: The Dedicated Trial 1:28:35 Why You Cannot Just Compare Percentages 1:30:07 Side Effects and Risks
1:35:33

Retatrutide Explained : ) 0:00:00 Intro 0:00:44 How It Works: The Molecule 0:04:01 Sponsor 0:04:37 How It Works: The Three Targets 0:22:44 Lab and Animal Studies 0:28:38 First Human Trials 0:32:34 Diabetes: The First Big Trial 0:42:13 Obesity: The First Big Trial 0:51:25 Liver Fat 0:55:25 Fat Loss vs Muscle Loss 1:00:05 Diabetes: The Phase 3 Trial 1:07:02 Obesity: The Phase 3 Trial 1:12:33 Knee Osteoarthritis 1:13:16 Sleep Apnea 1:14:10 Two-Year Results 1:17:49 Diabetes and Obesity Together 1:21:59 Heart Disease 1:26:13 Knee Osteoarthritis: The Dedicated Trial 1:28:35 Why You Cannot Just Compare Percentages 1:30:07 Side Effects and Risks

Bioavailable

94,511 просмотров • 24 дней назад

Claude Code is now scary good at full-stack! I asked it to build a real-time weather intelligence dashboard with an interactive 3D globe and a forecasting layer that predicts weather 3 days ahead. It came back with a spinning globe that has a day/night cycle using NASA satellite imagery, city lights on the dark side, weather icons that switch between sun and moon based on local time, and a time travel slider that scrubs through 10 days of data. Claude Code built the whole thing in a single session, including the backend, database, data pipeline, and frontend. For the database, I needed something fast for time-series workloads since the app ingests hourly weather readings across many cities and serves time-range queries on every slider interaction. I used Tiger Cloud by Tiger Data - Creators of TimescaleDB, which gives you managed TimescaleDB on the Postgres you already know. Claude Code connected to it through the Tiger CLI MCP server and set up the entire backend directly: - Provisioned the database service - Created hypertables for time-partitioned weather storage - Set up continuous aggregates for pre-computed rollups - Built the data ingestion pipeline and the full NextJS + ThreeJS frontend The time travel slider queries thousands of rows on every position change. On a regular Postgres table, this would require manual partitioning and index tuning to stay fast as data grows. TimescaleDB partitions the data by timestamp automatically, so each query only hits the relevant time chunk. Continuous aggregates serve the trend charts and forecast layer from pre-computed rollups instead of rescanning raw data on every request. The video below shows the final build in action, and I worked with the Tiger Data team to put this together. Tiger CLI is open-source (Apache 2.0) and works with Claude Code, Cursor, Codex, Gemini CLI, and VS Code. To try this yourself: → Sign up for Tiger Cloud (I have shared the link in the replies). It gives you $1,000 free credits (no card needed) → Install Tiger CLI: curl -fsSL https(:)//cli(.)tigerdata(.)com | sh → Run tiger mcp install claude-code → Give Claude Code a prompt and let it build Find the sign-up link in the replies.
0:29

Claude Code is now scary good at full-stack! I asked it to build a real-time weather intelligence dashboard with an interactive 3D globe and a forecasting layer that predicts weather 3 days ahead. It came back with a spinning globe that has a day/night cycle using NASA satellite imagery, city lights on the dark side, weather icons that switch between sun and moon based on local time, and a time travel slider that scrubs through 10 days of data. Claude Code built the whole thing in a single session, including the backend, database, data pipeline, and frontend. For the database, I needed something fast for time-series workloads since the app ingests hourly weather readings across many cities and serves time-range queries on every slider interaction. I used Tiger Cloud by Tiger Data - Creators of TimescaleDB, which gives you managed TimescaleDB on the Postgres you already know. Claude Code connected to it through the Tiger CLI MCP server and set up the entire backend directly: - Provisioned the database service - Created hypertables for time-partitioned weather storage - Set up continuous aggregates for pre-computed rollups - Built the data ingestion pipeline and the full NextJS + ThreeJS frontend The time travel slider queries thousands of rows on every position change. On a regular Postgres table, this would require manual partitioning and index tuning to stay fast as data grows. TimescaleDB partitions the data by timestamp automatically, so each query only hits the relevant time chunk. Continuous aggregates serve the trend charts and forecast layer from pre-computed rollups instead of rescanning raw data on every request. The video below shows the final build in action, and I worked with the Tiger Data team to put this together. Tiger CLI is open-source (Apache 2.0) and works with Claude Code, Cursor, Codex, Gemini CLI, and VS Code. To try this yourself: → Sign up for Tiger Cloud (I have shared the link in the replies). It gives you $1,000 free credits (no card needed) → Install Tiger CLI: curl -fsSL https(:)//cli(.)tigerdata(.)com | sh → Run tiger mcp install claude-code → Give Claude Code a prompt and let it build Find the sign-up link in the replies.

Avi Chawla

14,838 просмотров • 2 месяцев назад