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AI gives back more equality than it takes away

There&#x27;s a 2017 HN post that&#x27;s been on my mind: Entrepreneurs Aren&#x27;t a Special Breed, They&#x27;re Mostly Rich Kids (https:&#x2F;&#x2F;news.ycombinator.com&#x2F;item?id=15659076). The framing was sharp.<p>Rich kids get a bunch of darts to throw at the carnival game. Middle-class kids get one dart. Poor kids don&#x27;t get any darts.<p>That&#x27;s still mostly true in 2026. AI hasn&#x27;t fixed it. But it has narrowed the gap at one specific stage, and that matters.<p>A Harvard grad and a self-taught founder from Tbilisi or Lagos now use the same models. Same Claude, same GPT, same Gemini. Same army of agents that can chew through terabytes of data overnight.<p>If you have a technical background, energy, and you build with more care than the next person, you can match or beat the competition at the product stage. That part of the moat is gone.<p>The asymmetry shows up later. Look at any recent YC batch. Still mostly Americans. Look at large rounds. Roughly 90% go to founders from top US schools, and you don&#x27;t get into those schools without family money behind you. Kids from poor families don&#x27;t have time to study in the States. They&#x27;re busy covering rent and groceries.<p>So when it&#x27;s time to push a product to market, your US-based competitor walks in with 10x the round size, grants from local programs, and a network you cannot replicate from outside the country. At that point it isn&#x27;t a product competition anymore. It&#x27;s a budget competition and a lead-gen competition. The fight for talent is always about burn rate and where the company is headquartered.<p>Still, the kid who used to have zero darts can now pay for Claude Code and take a shot. That isn&#x27;t equality. But a few years ago it was zero, and now it&#x27;s something

Show HN: Explore color palettes inspired by 3000 master painter artworks

I built PaletteInspiration.com, a browsable archive of color palettes pulled from artworks by 3,000+ master painters (Monet, Vermeer, Raphael, Van Gogh). Why I built it: every color palette generator I tried converged on the same five muted pastels. Painters spent centuries figuring out color and we mostly ignore that body of work when picking colors for digital design. Please share your feedback on the Color Harmony Explorer - drag the wheel to any color and it shows which hues master painters historically paired with it (not only standard complementary, analogous, triadic, etc.) It is solely based on co-occurrence across thousands of real paintings. Not algorithmic color theory rules - actual empirical pairings.<p>No signup, no paywall, no email capture. Just curious what people think.

Ask HN: Is there a term for feeling sad about forced AI adoption?

I feel like I don&#x27;t have a choice to accept it. If I want to keep my job I need to use it. I felt pride in making things with code but now that you can just type in words into a prompt and code comes out, it just feels empty now. There&#x27;s no joy in writing code anymore doing this.<p>I know for my personal hobbies I can do that... I need money is the thing, I can&#x27;t walk away yet but I think I will if this is how every job will be.<p>I&#x27;m not denying its capability it&#x27;s like today I need to make a bluetooth android app that can do HFP today, NOW. I can&#x27;t do that with my current knowledge but AI can... and anybody who can type can use it so why am I needed kind of thing.<p>So yeah right now my plan is to coast using these tools, do the things I enjoy to do then make enough money to get out. I&#x27;ll write my own code for my own fun.<p>I&#x27;ve been a developer&#x2F;writing code since 2013.<p>I&#x27;m not saying I&#x27;m against the technology enabling other people to code, I&#x27;m saying if I have to use it and I don&#x27;t have to write code anymore I feel sad about that. No feeling of accomplishment.<p>The other thing is if you push back on it, you&#x27;re seen as like a negative person&#x2F;luddite, just do it everyone else is kind of thing.

The "just build it with Claude" paradox

There’s a weird paradigm right now where people don’t value their own time anywhere close to what it’s actually worth. This has always been true to a degree, but AI seems to have pushed it into overdrive.<p>I keep running into “why can’t I just build this with Claude?”<p>And it’s like… yeah, you probably can? I’ve put ~100 hours into getting an MVP working and trying to market it at around 30-50 bucks a month. Then I’ll talk to someone making 100 an hour and they go, “yeah this is a good idea but I’ll just hack this together in a few weeks with Claude and n8n”<p>Lets say on the low side for their specific use case they spend ~10 hours. That’s $1k of their time to avoid paying 30 bucks a month.<p>On paper that makes zero sense. But it keeps happening. The Claude sub is already paid for, so the output feels free. Meanwhile paying for a product, even a cheap one, feels like a real decision.<p>So you get this weird outcome where people will happily spend way more in time to avoid spending a tiny bit of money.<p>Everyone keeps telling me to focus on real pain points. The thing is, the pain I’m solving is real. People just want to solve it themselves. That always made sense in enterprise b2b space when you have an engineering team and there are more tradeoffs than just time vs money for build vs buy. But now I’m seeing founders and consumers do the same thing, and I’ve never seen people treat their own time as this expendable.<p>Not sure what to do with that yet. Curious if others are seeing the same thing.

Show HN: Language app with spaced repetition and comprehensible input

I&#x27;d like to share my language learning site: <a href="https:&#x2F;&#x2F;yap.town" rel="nofollow">https:&#x2F;&#x2F;yap.town</a> . (Github: <a href="https:&#x2F;&#x2F;github.com&#x2F;yaptown&#x2F;yap" rel="nofollow">https:&#x2F;&#x2F;github.com&#x2F;yaptown&#x2F;yap</a> )<p>The basic idea is to combine spaced repetition (like Anki) with comprehensible input. So the app tracks what you know and tries to give you sentences that are at your level and that reviews what you need to review. The sentences are pulled mostly from movies and TV shows so you get to review every word in a natural context and with realistic usage. I find this much more fun than just looking at flashcards.<p>Currently I support French, Spanish, German, Italian, and Portuguese. I also have early support for Russian and Korean.<p>I originally made it to help myself learn French, but my friends kept asking to use it, so I thought I&#x27;d add some more languages and release it publicly. I have friends using it for German, Spanish, Italian, and Korean right now. I&#x27;m not interested in making money from it right now so there&#x27;s no monetization.<p>P.S. For people who like pimsleur, you can also choose to review words from any pimsleur lesson in Yap.

Ask HN: Should AI agents have their own legal entities?

When an agent spends money or creates liability, who&#x27;s responsible? Personal accounts are risky and manual LLCs don&#x27;t really scale?

Recapping Cap Table?

We raise $5M at $20M post money 5 years ago.. we have survived through 3 pivots. Our OG investors have mostly written us off.. We are finally getting good traction and 15-20% MOM growth last few months. I want to go raise money in a few months. But our cap table is a mess with ~40% diluted and investors with anti dilution.<p>One of the new investors i am talking to is asking for recapping the cap table.<p>Anyone here has done that? any advice &#x2F; suggestions?

$38k AWS Bedrock bill caused by a simple prompt caching miss

I just learned a $37,901.73 lesson about AWS Bedrock, Claude Opus, prompt caching, and the complete lack of hard safety rails around metered AI infrastructure.<p>This was not a leaked key. This was not crypto mining. This was not an infinite loop. This was not one ridiculous request.<p>It was a normal local coding-agent workflow:<p>Droid -&gt; OpenAI-compatible API -&gt; LiteLLM -&gt; AWS Bedrock -&gt; Claude Opus 4.6<p>I assumed prompt caching was working because every layer in the chain made that assumption feel reasonable:<p>- Claude supports prompt caching - Bedrock supports prompt caching for Claude - LiteLLM supports Bedrock - Droid can talk to an OpenAI-compatible endpoint<p>But the bill told a different story.<p>The gross Opus usage was $37,901.73. AWS credits covered about $8,026.54, leaving roughly $29,875.19 net.<p>The expensive line item was not output. It was repeated uncached input:<p>- uncached input tokens: ~6.47B tokens, ~$35.6k - cache read input tokens: ~1.67B tokens, ~$918 - cache write input tokens: ~101M tokens, ~$698 - output tokens: ~25M tokens, ~$698<p>So yes, there was some cache activity. But nowhere near enough for a high-frequency agent workflow.<p>The thing that makes me angry is that all of this was allowed to fail silently.<p>“Prompt caching is supported” is not the same as “your actual agent stack is using prompt caching correctly.”<p>“Budget alerts are configured” is not the same as “spend will stop.”<p>“Credits are applied” is not the same as “you will notice the bad cost structure early.”<p>These are soft signals pretending to be safety boundaries.<p>For LLM agents, that is not good enough.<p>A coding agent can run while you sleep. It can carry huge context. It can repeatedly send repo state, tool schemas, instructions, history, and file contents. If caching is misconfigured or partially effective, the failure mode is not a small inefficiency. It is a runaway cloud bill.<p>Why is there no simple hard cap at the Bedrock&#x2F;API level?<p>Why can I not say:<p>- this IAM principal may spend at most $200&#x2F;month - this model may not be called more than N times&#x2F;day - this workflow may not send more than N uncached input tokens&#x2F;hour - stop serving requests once the budget is crossed<p>Cloud providers have had decades to learn that “email me after the money is gone” is not a safety mechanism.<p>I am not saying AWS, Anthropic, LiteLLM, or Droid alone caused this. I made the mistake of putting a metered premium model into a daily agent workflow before putting hard guardrails around it.<p>But that is exactly the point: the platform lets a very normal integration mistake turn into a car-sized invoice.<p>My takeaway:<p>Prompt caching is not a checkbox. Budget alerts are not a kill switch. Credits are not protection. And metered AI backends need hard spend limits before agents become normal infrastructure.<p>Has anyone here built reliable guardrails for this? IAM deny rules? API gateways? token-budget proxies? per-workflow kill switches?<p>Because right now the default feels absurdly dangerous.

Show HN: Furwall – macOS menu bar app that blocks keys when your cat sits down

Furwall is a tiny macOS menu bar app. While you&#x27;re at the keyboard or mouse, the FaceTime camera looks for a human face or upper body. When it doesn&#x27;t find one, the keyboard stops accepting input. Cat walks across your laptop, nothing happens to your code.<p>Some notes:<p>Apple&#x27;s Vision framework runs locally. Video is processed in memory and never uploaded. On a block, Furwall saves one local JPEG to ~&#x2F;.furwall&#x2F;catpures&#x2F;. A second Vision pass throws out anything that isn&#x27;t a cat, so the daily count in the menu only reflects confirmed cats. There is now a folder on my disk that is slowly filling up with photos of Pepper and Beets walking across my keyboard.<p>The camera turns on only while you&#x27;re at the computer (typing, mouse motion, app switch, screen wake) and powers down 30 seconds after the last activity. The green camera dot tracks that.<p>The keystroke drop uses a CGEventTap at .defaultTap. Furwall ships unsandboxed because of this. A .listenOnly tap with Input Monitoring is enough to see keys, but dropping them needs .defaultTap, which needs Accessibility, which the App Sandbox blocks. Watching keystrokes is sandbox-compatible; stopping them is not.<p>Mouse events are observed (to wake the camera) but never intercepted or dropped, so the menu bar always works. Three escape hatches: click the icon and quit, mash Escape five times in 1.5 seconds for a 5-minute pause, or revoke Accessibility in System Settings (macOS invalidates the tap). If Vision stalls for any reason the keyboard fails open after 10 seconds, which is better than soft-bricking the machine.<p>Furwall never uploads camera frames or keystrokes. Its own network traffic is Sparkle update checks plus the donate sheet&#x27;s anonymous totals&#x2F;click counter. One short charity slug per click, no user identifier.<p>The donate item in the menu opens the donate page of a vetted animal-welfare charity for your system Region. Ten orgs across nine regions: Alley Cat Allies and PetSmart Charities in the US, Cats Protection in the UK, Cat Protection Society NSW in Australia, Toronto Cat Rescue in Canada, NSPCA in Ireland, SPCA in New Zealand, Deutscher Tierschutzbund in Germany, La SPA and Fondation 30 Millions d&#x27;Amis in France, Japan SPCA in Japan. Each org is registered or recognized under its local charity or nonprofit regime, and the list gets re-vetted every release. No money flows through the app.<p>macOS 15+, signed and notarized, MIT.<p><a href="https:&#x2F;&#x2F;olliewagner.com&#x2F;furwall" rel="nofollow">https:&#x2F;&#x2F;olliewagner.com&#x2F;furwall</a>

Deals: M4 iPad Air $110 off, M4 MacBook Air $400 off orig. price, M5 MacBook Pro, Apple cables, more

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