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AI 写代码最容易埋的坑之一,就是数据库表设计错了,等上线后才发现改不动。
发现一个 Claude Code 专用 Agent:Database Architect。
它不只是帮你生成 SQL,而是提前参与数据库架构设计。
主要能做这些事:
数据建模:表结构、主外键、索引、约束
技术选型:PostgreSQL、MySQL、MongoDB、向量数据库
多租户设计:RLS、Schema 隔离、独立数据库
性能规划:读写模式、分库分片、扩展方案
数据迁移:生成迁移脚本和回滚方案
安装命令:
npx claude-code-templates@latest --agent database/database-architect
我觉得最实用的是让 Agent 先分析业务访问模式,再设计表结构,而不是代码写完才补数据库。
不过生成的 DDL 和迁移脚本仍需要人工审核,尤其是生产环境的数据变更。
你现在用 AI 开发项目,会让它直接设计数据库,还是自己先把表结构定好?
项目:aitmpl.com/component/agents/…
#ClaudeCode #AI #Agent #Database
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BTC 2017 ATH drawdown: -84%
BTC 2022 ATH drawdown: -77%
We're currently at -48% from ATH...
Feed tells me most of you aren't cut out for this.
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Vibe coders thank me later.
impeccable.style/
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This is how to make crypto an investable asset class.
Need to make it resilient first.
➤ Make Bitcoin quantum resistant so it earns its Hardest Asset label. That requires two upgrades: hiding public keys and adding quantum-proof signatures. What are they waiting for?
➤ Delay large withdrawals 24-48h on every CEX, custodian, bridge and DeFi app. Small amounts stay instant. Hackers need speed. Take it away.
➤ Multisig by default in every new wallet, hardware and software: one key on the hardware wallet or browser, one key on your phone, plus a backup. Add alerts and timelocks on large transfers.
Until these issues are resolved, crypto will remain a hacker’s paradise and fail to attract capital and users at scale.
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An open-source tool where Claude Code tunes your AI agent for you: it rewrites the prompts and tools, then measures every change.
On one production agent, tested on conversations it had never seen, its builders say it cut failures 2.5x, cost 6x, and ran 2x faster.
Repo: github.com/Kiln-AI/kiln-harn…
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Imagine waking up to a list of potential customers who actually need what you’re selling.
Claude can help you build a system that finds them automatically.
Try this prompt:
“Design an AI lead generation system using n8n and public business data. Find companies matching my ideal customer profile, identify buying signals, score leads by likelihood to convert, and organize qualified prospects into a Google Sheet. Include APIs, workflow steps, and estimated costs.”
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You can turn Claude into a full-time AI employee for your business
Give it a repetitive workflow and paste this:
“Act as an AI automation architect. Here’s a task my business handles every day: [task]. Design an end-to-end automation using n8n, APIs, and AI agents. Include triggers, integrations, decision logic, error handling, and estimated costs. Give me a step-by-step implementation plan with minimal manual work.”
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This is actually useful: build a system that creates daily Instagram content for your business
1. ComfyUI
github.com/comfyanonymous/Co…
2. Remotion
github.com/remotion-dev/remo…
3. WhisperX
github.com/m-bain/whisperX
4. n8n
github.com/n8n-io/n8n
5. Buffer
github.com/bufferapp
Use this stack to generate visuals, turn ideas into reels, add captions, and automate the posting workflow
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For my first post, I’m sharing a letter @NVIDIA signed on why open models matter.
AI will transform every industry, power every company, and be built by every country.
Open models strengthen safety and cybersecurity, accelerate innovation and diffusion, and enable sovereignty.
The world needs both frontier closed models and frontier open models.
images.nvidia.com/pdf/Open-W…
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Sharing this one again, Jensen’s first tweet ever, earlier this year.
“Why open models matter”
Four months later, fired from the company he built from scratch over 30 years.
That a firing of such consequence occurred without a special shareholder vote tells you the real story: it was not about his capabilities in leading Nvidia as CEO, but rather about geopolitics.
And there’s still no evidence the woman was actually a spy, but evidence is an unnecessary precondition.
For my first post, I’m sharing a letter @NVIDIA signed on why open models matter.
AI will transform every industry, power every company, and be built by every country.
Open models strengthen safety and cybersecurity, accelerate innovation and diffusion, and enable sovereignty.
The world needs both frontier closed models and frontier open models.
images.nvidia.com/pdf/Open-W…
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You can turn almost any website into a starting point for your own app now using this stack:
1. Firecrawl
github.com/firecrawl/firecra…
2. Playwright
github.com/microsoft/playwri…
3. screenshot-to-code
github.com/abi/screenshot-to…
4. OpenUI
github.com/wandb/openui
5. Supabase
github.com/supabase/supabase
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A step-by-step tutorial for building high-end websites with Claude Fable 5.2, in 8 minutes.
English and Spanish subtitles included.
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This would mean gpu export controls were not only ineffective, but counterproductive, as a much stronger Chinese GPU market emerged
My guess is that seeing this abject failure of policy, the state will double down on it, and the population will generally support it
Markets cannot be controlled, nor should they be. Dollar-weighted democracy, without the retardation.
Wild rumor coming out of China this morning on DeepSeek V5:
DeepSeek is reportedly already pretraining V5 as a ~2 Trillion parameter ultra-sparse MoE model.
And instead of training on NVIDIA GPUs, they are reportedly running the V5 pretraining run on Huawei's new Ascend 950 / 950DT chips with a team of Huawei kernel engineers physically working inside DeepSeek's offices to keep the cluster humming.
If DeepSeek pulls off a 2-trillion-parameter frontier run natively on Ascend 950 silicon, that changes the entire AI hardware story.
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Founders are starting to ship a company.md with their pitches: a markdown file written for AI consumption (alongside deck and data room).
As a VC, I consider this a very positive signal.
Instead of force-feeding my agent excel sheets, PDFs, and screenshots of charts, I can hand it one artifact that compresses everything I should know about your business.
What it tells me:
1) You respect my time. I can debate, discuss, and probe your business before we meet, so we can skip the "wait, wtf are you doing?" part and get straight to the heart of what you're building.
2) You understand how investors work now.
3) You're AI-native.
4) You're not afraid of a neutral read on your company. My AI will give me that anyway, the only question is whether you'll make me do more steps in between to get there.
One warning: I will ask my AI how biased your company.md was, and if there's anything in there that feels misleading. The more objective, the better.
This should become the gold standard for fundraising.
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openai just let every business claim a profile inside chatgpt. my honest reactions:
1/ this could be the google my business moment for ai, and a lot of agencies made a great living (millions!) in the 2010s just claiming and fixing listings for local businesses
2/ ads can now click through to a conversation with your agent instead of your website (interesting)
3/ every business agent runs on context the company writes, and most brands are going to be bad at it
4/ your product feed is your new seo. boring, and it matters more than your blog now in some ways if you think about it
5/ the dashboard tells you how often chatgpt mentions you but HIDES the prompts and your competitors, so you still can’t see why you’re winning or losing
6/ discovery topics shows what chatgpt already cites you for, which is basically a free content calendar
7/ agents are only open to us ecommerce and online services right now. plumbers, dentists etc are next, and so lots of opportunity to help main street here
8/ businesses can’t see the conversations, so nobody knows which chats turn into sales yet
9/ i’m not sure people want to talk to a brand’s agent. i think they’ll want their own agent to talk to it for them
10/ 1.2 billion people use chatgpt every week. i’d go claim my profile before finishing this post if you can
Now in beta: Businesses in ChatGPT.
Claim your business, manage your information, and get insights on how people engage with you.
Eligible businesses can also build a Business Agent to answer customers’ questions and help them explore what you offer.
openai.com/index/introducing…
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My advice to anyone about to quit their app:
Have you rewritten your onboarding at least 5 times, and measured where people drop off?
Have you tested your paywall? Different prices, plans, trial vs. no trial, headline, layout?
Have you tried a weekly plan, a yearly plan, AND a yearly plan with a free trial?
Have you redone your App Store screenshots at least 3 times, and made the first one sell the result instead of showing the UI?
Have you rebuilt your keyword field more than once, and tracked where you rank?
Have you shipped an update every week for at least 2 months?
Have you replied to every review, especially the 1-stars?
Have you shown a different offer to people who closed your paywall, the next time they open the app?
Have you watched someone use your app in person without helping them?
Now marketing:
Have you posted at least 100 short-form videos across TikTok, Reels AND Shorts?
Have you tested 20+ different hooks, and only kept the ones that held people past 3 seconds?
Have you run 3+ faceless accounts at the same time, posting every day?
Have you reposted your winning videos with new hooks instead of making new ones from scratch?
Have you paid at least 10 creators for UGC, and turned the best ones into ads?
Have you run Apple Search Ads on your competitors' names AND your own keywords?
Have you given paid ads enough budget and enough weeks to actually learn?
Have you DM'd 50 micro-influencers in your niche yourself, not with a template?
Have you built ONE feature people screenshot and share without being asked?
If the answer to any of these is no, your app didn't fail.
You just haven't finished building it yet.
KEEP. PUSHING.
Vibecoders, 𝗜'𝗺 𝗯𝗲𝗴𝗴𝗶𝗻𝗴 𝘆𝗼𝘂, open your messiest project and paste this into Claude Code or Codex:
"Find all of the implicit state machines in my app. Make the best decision that will elevate all three: the user experience (UX), developer experience (DX), and agent experience (AX) always, without breaking anything."
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Recommendation: Venice AI
One of the biggest frustrations with mainstream AI services is how often they refuse perfectly legitimate requests. Models from providers like OpenAI and Anthropic have extensive safety restrictions that can get in the way of cybersecurity research, biotechnology discussions, creative writing, or even harmless roleplay. Sometimes you just want an AI that answers your questions without constantly telling you what you can and cannot do.
Of course, you can run uncensored open-weight models locally, but not everyone has the hardware or technical knowledge for that. This is where Venice AI (@AskVenice) comes in. It gives you access to a huge selection of AI models, including uncensored and "abliterated" variants with many of the usual safety restrictions removed. No expensive GPU or complicated setup required.
And Venice goes far beyond text chat. You can generate and edit images, create videos from text or images, generate music and audio, build custom AI characters for roleplay, write code, analyze documents, and perform research. There's also an API for developers who want to integrate these models into their own applications or AI agents. Another major selling point is privacy, with private models that don't log your conversations.
The appeal is having much more freedom to explore and experiment with AI, including subjects and creative ideas that mainstream services might reject. There are still legal boundaries and some individual models retain their own restrictions, but overall it's a very different experience.
One final note: I'm not affiliated with or sponsored by Venice AI in any way. I've simply been testing the service as a paying customer and thought it was worth sharing.






















