the AI tools every founder and operator should have on their radar right now coding agents - amp (agent threads linked to git commits, useful as shared team context) - antigravity (another way to work with Claude and Gemini) - opencode (open source, multiple models, runs in your terminal) - claude code (subagents, skills, project memory, MCP) - codex (a second opinion from a different model family, great for code review) - cursor (multiple models in one editor) running agents across the company - QM (YC's open-source internal agent, lives in Slack) - multica (AI agents as teammates, with actual task management) - paperclip (a meta-harness for coordinating agents across different tools) - herdr (manage agents running across multiple machines from one place) - buzz (Jack Dorsey's workspace for people, agents, and code) agents that use your computer - claude cowork (desktop tasks and workflows) - dots (OpenAI's always-on agents inside ChatGPT) - muse (Meta's agent for computer tasks) - gemini spark (Google's background agent for Ultra subscribers) - grok bot (one of the more interesting interfaces in this category) tools for actual business workflows - fin / decagon / sierra (customer support) - ramp (finance and spend management with AI built in) - rogo / hebbia / alphasense (research and analysis) - reducto (document parsing, including messy real-world files) - clay (GTM research and enrichment) - granola (meeting notes that are actually useful afterward) - n8n (connecting tools and automating workflows) running AI on your own hardware - ollama + LM studio (running local models with more control over your data) - deepseek / qwen / kimi / GLM (open-weight models for high-volume workloads) - hermes (Nous Research's agent with persistent memory and local deployment options) - moshi (accessing agents from your phone) what am I missing?

most founders know they need to target the right VCs when fundraising but there's something else worth paying attention to: what kind of investor are you actually talking to? besides the obvious differences between private equity, hedge funds, VCs, and other investors, every VC has their own investment thesis, preferred stages, sectors, and geographies but even within venture, investors approach deals very differently I'd break them down into 7 types worth understanding: 1. lead investor. usually writes a larger check, negotiates the terms, and takes a meaningful ownership stake. often does extensive due diligence and may want a board seat or an active role in the company's development 2. follower investor. prefers joining rounds led by someone else. they still do their own evaluation, but often rely on the lead to set the terms and coordinate the round 3. angel investor. invests personal money, often in founders they know or industries they understand well. some are professional angels, while others invest alongside their main job or business 4. institutional VC. invests capital raised from LPs through a professionally managed fund. usually has a more structured investment process, with partner discussions, investment committees, and specific ownership or return targets 5. strategic investor. brings something beyond capital that can directly help your business grow, whether that's distribution, industry expertise, partnerships, or access to customers 6. family office. manages the wealth of one or more wealthy families. some have dedicated venture teams, others invest directly through family members or external advisers. their decision-making processes can vary a lot 7. syndicate. a group of investors pooling money to invest in a deal, usually through an SPV. in my experience, they can be easier to raise from, especially if you're looking for smaller checks and a faster process. but it really depends on who's running the syndicate one important thing: these categories overlap an institutional VC can lead or follow a round. a family office can invest strategically. an angel can organize a syndicate the point is to understand how each investor makes decisions, what they expect from a deal, and what role they can realistically play in your round that can make a huge difference in how you approach them and structure your fundraising

one of the most valuable and easiest content formats for VCs to produce: when you're considering investing in a startup, you already spend a ton of time researching the market, talking to industry experts, understanding the competition, and figuring out where the real opportunities are by the end, you have a pretty solid understanding of the space. you know the biggest problems, how people are solving them, what's changing, and where the market might be heading then you make a decision: invest or pass and that's what makes the research especially interesting. you've done enough work to make an actual investment decision, so there's real conviction behind your conclusions so why not turn that research into content? basically, an anonymized investment memo without the numbers, focused on the market and product category rather than a specific startup. if you passed on the deal, you could also share more specific feedback privately with the founders, including the reasons behind your decision it's valuable for everyone: - founders, especially those just entering the space, get a much better understanding of the market - other investors can use it to get up to speed and know what questions to ask when a similar startup approaches them - agencies and service providers can better understand the industry's challenges and tailor their offerings to potential clients you're already doing the hard part. might as well turn it into something useful for others

the best fundraising strategy is to ask investors for advice tell them you've been working on something and have a hypothesis you'd love their thoughts on. they've seen hundreds of startups, so you want to know if you're thinking about the market the right way use the conversation to show how well you understand the problem, the market, and what you're building if you're onto something genuinely interesting, they'll probably ask if you're raising anyway. that's literally their job, finding great companies to invest in and if they're not interested, you still win. you'll hear their concerns, get a chance to address those concerns, and be better prepared when you talk to other VCs

don't have ambitious people around you? build your circle online here are some of the best young builders on X to learn from and connect with - @gajesh (18, engineer eigenlabs, building darkbloomai) - @richardzphotoz (19, media & brand a16z) - @zach_yadegari (19, sold cal ai, building yourpersona) - @DeRonin_ (20, ceo arcane, angel investor) - @jia_seed (22, co-founder jam, ex-big tech) - @im_roy_lee (ceo cluely, raised $15m from a16z) - @sandylikesfrogs (Stanford, experiments with AI agents running businesses) - @0xSigil (Thiel Fellow, founder underdogai, backed by a16z) - @ansonyuu (hardware normalfactoryco, AI + manufacturing) - @mathurahravi (design engineer netflix, runs rabbitholeathon) - @AnnieLiao_2000 (founder solaris_ai, grew buildclub to 70k+) - @_rajanagarwal (AI research openai, ex-Amazon AGI) - @aditabrm (built r-1, reducto's document parsing model) - @schisofrenia (co-host MTSlive, AI interviews) - @hannahsgao (math/CS stanford, ex-openai) who else should i add?

if you're 15–19, these are some of the best programs you can apply to in 2026 1. Hack Club (free clubs + hackathons, ages 13–18) 2. Emergent Ventures (grants, ages 13+, rolling) 3. +EV ($1k–$50k grants, no equity) 4. Z Fellows (1 week, any age, optional $10k investment) 5. MIT THINK (up to $1k + MIT trip, deadline ~Jan 1) 6. Thiel Fellowship ($250k, no equity, must drop out) 7. RSI (free MIT/Stanford research, deadline Dec 11) 8. MIT PRIMES (free math research, deadline Nov 2) 9. Simons Summer Research (lab research, US juniors 16+) 10. MITES Summer (free 6 weeks at MIT, US juniors) 11. Beaver Works Summer Institute (4 weeks, AI + engineering) 12. Summer Science Program (5-week research, juniors only) 13. PROMYS (6-week math program, ages 14–18) 14. Canada/USA Mathcamp (5 weeks, ages 13–18) 15. Ross Mathematics Program (6-week math, ages 15–18) 16. SUMaC (Stanford math, grades 10–11) 17. Davidson Fellows ($25k–$100k scholarships, US) 18. Breakthrough Junior Challenge ($250k, video competition) 19. Neo Scholars (CS undergrads, optional $40k + residency) 20. Interact (2 fully funded retreats, ages 18+) 21. Dorm Room Fund ($40k investment for student founders) 22. MLH Fellowship (12 weeks remote + stipend, ages 18+)

read the summary before bookmarking another article you'll probably never open again learning from other people's experiences in your 20s could save you years of mistakes and wasted time

few things i've experienced by 22: - hit $1.2M ARR - had over $80K stolen from us - somehow kept the company alive 5+ times when our bank account was almost at $0 - came within a day of owing $600K - visited 15 countries and lived in 6 of them - went through 5+ pivots - worked with 7 different cofounders - been in just one romantic relationship - fired 20+ people, including some really tough departures and we're still going

the most active crypto investors who are early on Cosign: cosign.co/lists/paulklayvc/w… lmk who I'm missing!

from 0 to 3,000 followers in just 2 months! drop your best piece of content in the replies, I'll quote a few of my favorites always happy to support smaller creators