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I write a newsletter about startups and investing—for ai builders of all levels.

I record mini-tutorials, review tools I’m testing, share my insights and give you a peek behind the digital curtain from an exited founder turned investor.


Hey folks,

back in the uk after a week in SF, and not feeling jet-lagged (yet..)

i have so many thoughts and ideas from the week but many im going to percolate on a bit longer.

but here’s some of my quick thoughts:

  • US vs UK mindset. it’s full of optimism and thinking about the future. there’s obviously opportunists in SF but they’re easy to spot. if you meet the right people and have the right conversations there’s so much to be excited in and interested by. if everyone’s drinking the kool aid, i don’t think that’s a bad thing (in moderation). we could use more optimism and founders especially (from friends, family, investors, peers).

  • every dinner here is talking about companies, building, ai etc - yes that’s eye-roll for many but for people in the space, its interesting and energising. you come away with ideas, thoughts and more questions

  • no one has it figured out. everything is still so new and everyone’s building on the models that change a lot

  • most user issues of ai products are down to….you guessed it, model behaviour

  • companies customer profiles are very frothy. lots of different people are trying tools, making it harder for teams to spot their true, biggest personas to target.

  • overbuilding is happening. the smartest people know this and act accordingly (read: how to not build bad AI software).

  • the api business is phenomenal

  • you basically have to go around town with curiosity and figure out who you agree/disagree with, get different opinions and decide for yourself

and thats what i did. i went around asking questions, putting my thoughts out there, hearing others and figuring out my view on it all. i had the best time.

thanks to everyone i hung with!

at factory.ai150’s company bbq
Transamerica Pyramid, factory.ai150 offices, yc hq, cursor power-user meetup

🔎 News worth knowing

  • OpenAI is turning its profit branch into a Public Benefit Corporation46 (just like Anthropic and xAI). The non-profit board of OpenAI will still control this PBC and be a large (not major) shareholder. Also, OpenAI is likely buying WindSurf163 for $3B. (even though i thought it wouldn’t…)

  • Apple and Anthropic84 are in cahoots to make X Code (Apple’s own IDE) a “vibe coding” app. Also, Claude has web-search access for all paid plans and the web app can now connect to MCP servers via a new feature called “Integrations81”

  • Grok can now create PDFs224. I really like it for deep research answers because the PDF has an index that makes reading through it easier.

  • Visa54 and MasterCard43 are making it easier for agents to buy things for you. There’s a tweet showing Visa hiring vibe-coders147 but its actually hiring engineers that just know the latest tools and how to use them - big difference.

  • Lots of AI tools say they can build apps. Gadget’s actually can. It’s a full dev environment + a Shopify-savvy AI assistant that writes code, debugs, connects to Shopify, and ships. If you've tried building Shopify apps, you know that's impressive. No boilerplate. No context switching. Just build174.*

*sponsored
want to partner with us? Click here13

🌐 What I’m consuming

  • Gemini 2.5 Pro finished the game Pokémon Blue196. The secret behind gemini’s performance is a good harness. Think of a harness as the app/system where the ai model is plugged in. In this case, the harness provides gemini raw data in addition to images from the game (valid, not cheating).

    • o3 in chatgpt has an amazing harness with many tools—web search, image cropping, running code, etc.

    • Manus is so good because it can read/write documents and get its thinking out of its head.

    The harness is built by the developer based on the "game you want to play” (task to be completed) and makes the ai model significantly more powerful at that game.

  • Build a WordPress calculator199 plugin in 30 mins W/ Cursor, V0, and Google AI Studio, from one of our community 🙌

  • Andrej Karpathy’s review560 on his latest vibe-coded project

  • The rise of Cursor241: The $300M ARR AI tool that engineers can’t stop using (now valued at $9B)

  • A public CEO’s internal email about being an AI-first company464

  • MCPs enabling better support agents140 for Intercom

  • LLMs code by brute force, we shouldn’t be forcing them into structured code214. Let them write whatever code they need to. I’m seeing this convo happen more and more.

  • ChatGPT rolled back its ‘overly yes-man’ personality, and reviewed what went wrong188

  • o3 is really good at Harvard Business School cases163, and at translating greek poetry48. These might be good ideas to build a wrapper—Jenni AI does millions in ARR, helping students write research papers. (and no I’m not stopping using em dashes just coz chatgpt uses them)

  • Logan and a Gemini researcher talk about long context in AI models118: RAG, making the whole of it useful, cost and what’s next. tldr for that: cheap long context is coming first, then 10M context, 100M needs more research.

  • three highlights about the demand for LLMs78 on openrouter - new models get adopted fast, they replace old models as well as expand the market, many apps use multiple models (from different labs too).

  • Things Theo loves/hates about every AI model API213.

  • Tips for prompting to get good and accurate design496 from AI models.


⚙️ Tools I’m tinkering with

  • Supermemory MCP366 (Im an investor) - memory that you can take to any LLM

  • Dash248 lets you connect apps and take actions across them using plain english

  • Clova351 - like Cursor for video editing

  • generateads.ai225 creates ads with just your website and ChatGPT’s image API

  • Executive assistant332 by Langchain332 - an agent as your assistant

  • Opencode99 - a terminal-based AI tool

  • clickrepeat273† - lets you record your screen and automate repetitive tasks

  • Preswald146 - Build interactive data apps with AI

  • Klavis137 - MCP integration for ai apps

  • VectorVFS124 - your filesystem as a vector database


🍦 Afters

with msg54
with paul31 (ceo at supabase, first time meeting since investing 5 yrs ago!)
with greg isenberg47
the only food pic all week…soup dumplings 🤤
sam altman at sequoia’s event (one of the best events ive been to full stop)
with peter yang88

That’s it for today. Feel free to hit reply and share your thoughts. 👋

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thoughts on a week in sf
hiring vibe coders vs engineers

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560karpathy.bearblog.dev/vibe-coding-menugen
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496aurachat.io/learn/tips-for-prompting
464x.com/levie/status/1917970814441607623?s=12
366mcp.supermemory.ai
351joinclova.com/edit
332×2github.com/langchain-ai/executive-ai-assistant
329youtube.com/watch?v=ZTSrz2z2jNg
273clickrepeat.com
248usedash.ai
241youtube.com/watch?v=En5cSXgGvZM
232ai.jakegaylor.com

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Substack · essay