AI x Crypto 90
What does an AI agent's bank account actually look like? Agents can act on their own now, but handing one money is still terrifying. There is no standard way to give an agent a spending limit, a clean audit trail, and a kill switch that a human and a regulator both trust. We bolt agents onto cards and wallets that were built for people.
Why it matters: Autonomous software will move real money soon, and the accountability layer for it does not exist yet.
Read the problem → Blockchain 88
Why can't I prove I am solvent without showing my balance? Public chains make every balance visible forever. Funds and exchanges get asked to prove reserves, and the usual answer is either a screenshot you have to trust or a full disclosure that leaks everything. There is no cheap way to prove one fact about your money without revealing the rest.
Why it matters: Selective proof is the missing primitive that lets regulated money live on a transparent ledger.
Read the problem → AI 85
Why does every AI app forget me the moment I close the tab? Your context, preferences, and history are trapped inside whichever assistant you used last. Switch models or apps and you start from zero. Memory is owned by the platform, not by you, which is exactly backwards if the goal is a tool that compounds with you over years.
Why it matters: Portable, user-owned memory is what turns a chatbot into a personal advantage.
Read the problem → AI 83
Why is learning a new field still gated by knowing what to ask? The hard part of learning something new was never access to information, it is not knowing the questions. A personal model could map what you actually want to do, find the gaps in what you know, and build the path. Most tools still sit and wait for you to already know what to ask.
Why it matters: This is the personal-growth promise of AI made concrete, and almost nobody has built it well.
Read the problem → AI 82
Why can a non-expert not verify what an AI just told them? Models answer in the same confident tone whether they are right or inventing. For anything that matters, medical, legal, or financial, there is no simple, trustworthy way for an ordinary person to check a claim against a real source without already being an expert.
Why it matters: Verification you can trust, not a bigger model, is what makes AI safe to rely on.
Read the problem → Blockchain 84
Why is moving money between chains still scarier than the early internet? Bridges remain the most exploited part of crypto, and the user is the one carrying the risk. We still have no default-safe way to move value across chains the way TCP/IP made moving packets boring and reliable.
Why it matters: Until cross-chain transfer is boring, mainstream money will not trust it.
Read the problem → Blockchain 80
Why does compliance still mean a PDF and a prayer? Rules about who can hold what, and where, live in documents and human checklists. The asset itself carries none of it. Tokenized assets and stablecoins keep relearning this the hard way. Compliance should travel with the asset and be checkable in real time, not reconstructed after something breaks.
Why it matters: Machine-readable compliance is the real unlock for moving regulated assets on-chain.
Read the problem → AI 81
Why do we test models on benchmarks but ship them on vibes? Teams pick a model off a leaderboard, then run it in production with almost no continuous, cheap, task-specific evaluation. When quality drifts, nobody notices until a user complains. The tooling to actually measure whether your AI feature is still good is missing for most builders.
Why it matters: You cannot operate what you cannot measure, and right now most AI features are unmeasured.
Read the problem → AI x Crypto 78
Can an on-chain organization run by agents avoid becoming a scam machine? Agents are good at executing rules and bad at judgment. An org run by agents could be transparent and tireless, or it could be a perfectly automated way to drain a treasury. Nobody has shown the guardrails that make the first outcome the likely one.
Why it matters: If agent-run organizations are coming, the safety pattern has to exist before the capital does.
Read the problem → Tech 76
Why is the software we depend on most the worst to use? Tax portals, hospital systems, government forms. The software with the highest stakes and the widest reach is often the most painful to touch. The incentives that produce good consumer apps barely reach public-interest software.
Why it matters: Raising the floor of essential software would help more people than another consumer app.
Read the problem → AI x Crypto 87
How do you prove a photo or a voice is real without a platform vouching for it? Synthetic media is now good enough to fool anyone, and the only answer on offer is trusting whichever platform shows it to you. Provenance needs to live with the file and be checkable by anyone, the way a signature proves who signed. The cryptography exists. The adoption does not.
Why it matters: Trust in what we see and hear online depends on solving this before the fakes win.
Read the problem → Blockchain 84
Why is self-custody still a choice between losing your keys and trusting a company? Hold your own keys and one mistake wipes you out with no recovery. Use a custodian and you are back to trusting a company with your money. Social recovery and account abstraction exist, but almost nobody ships a wallet a normal person can use without a seed phrase or a support line.
Why it matters: Self-custody an ordinary person can actually live with is the gate to everything else in crypto.
Read the problem → AI 82
Why do AI agents have no memory of their own mistakes? An agent will make the same error on Tuesday that it made on Monday, because nothing carries the lesson forward. We have memory for facts and almost none for failures. An agent that cannot learn from what went wrong is an intern with amnesia.
Why it matters: Agents will not be trusted with real work until they reliably get better at it over time.
Read the problem → AI x Crypto 81
Why is on-chain identity either nothing or your entire life? On a public chain you are either a random address with no reputation or a wallet that exposes everything you have ever done. There is no middle: a way to prove you are a real, unique person, or that you are allowed to do something, without handing over your whole history.
Why it matters: Useful, privacy-preserving identity is the missing layer between anonymous and surveilled.
Read the problem → Blockchain 80
Why does tokenizing a real asset still need ten middlemen? Put a building or a bond on-chain and you still depend on a custodian, a transfer agent, a lawyer, and a registry to make the token mean anything. The on-chain part is easy. The off-chain trust and the legal enforceability is the hard, unglamorous part nobody has made boring yet.
Why it matters: Real-world assets only matter on-chain if the link to the real world holds up in court.
Read the problem → AI 79
Why can't I audit what a model was actually trained on? Models absorb the whole internet and then answer with no way to trace where a claim or a behavior came from. For anything regulated, or any dispute over copyright or bias, the training set is a black box. There is no practical way to ask a model what it learned from and get an honest answer.
Why it matters: You cannot govern or fully trust a system whose inputs are invisible.
Read the problem → Blockchain 76
Why can't a stablecoin pay someone with no internet? Digital money is meant to reach the people banks never did, but it falls over the moment the connection does. Offline and intermittent payments, settled once a signal returns, are how cash works and how much of the world still lives. Crypto rarely designs for that.
Why it matters: Payments that only work with perfect connectivity are not payments for most of the planet.
Read the problem → Tech 75
Why do I still own none of the data I generate? Every app you touch keeps the data you produce, and you cannot take it anywhere useful. Portability is a download button that hands you a folder you cannot do anything with. Owning and reusing your own data across services is still mostly a slogan, not a feature.
Why it matters: Data you cannot move is data you do not really own.
Read the problem →