A variation of these charts goes viral every few months. Wonder if they ever reach the constituency that needs to see it

@helium has had close to ~10% of its online nodes classified as malicious on a denylist, with 25-40M in rewards paid out to cheating nodes. @ionet faced a spoof of over 1.8M fake GPUs in one day Our new paper tackles this misbehavior by deriving the conditions to set incentives that deter cheaters. We also shipped a widget that calculates the right incentives for your protocol design:

@helium has had close to ~10% of its online nodes classified as malicious on a denylist, with 25-40M in rewards paid out to cheating nodes. @ionet faced a spoof of over 1.8M fake GPUs in one day Our new paper tackles this misbehavior by deriving the conditions to set incentives that deter cheaters. We also shipped a widget that calculates the right incentives for your protocol design:

OpenAI posted a job opening for "Power Trading Lead", responsible for developing and executing hedging strategies for power and gas for data centers. First job like this I've seen them advertise.

Most robotics datasets are magic soup. Every source, sensor, and quality level poured into one pot. It looks like scale. But if you're training on it, most of it is inconsistent data you can't trace, and that's what quietly degrades your model.

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…

We just launched a credit card that gives you up to 100% cash back rewards. Credit card rewards are broken. A stagnating, ossifying industry has spent decades collecting fees while handing back perks that rarely deliver. Points that are hard to use. Lounges that are hard to reach. Fine print that works against you. Innovation stalled because it could. So we built what they didn't. Coverd flips the script. Up to 100% cash back rewards in a transparent matrix — a live, regularly updated grid where you can see exactly how to get to 100% cash back. No fine print, no guessing, full agency. Every swipe is an entry into the rewards pool, and you see it all happen in real time. Grocery run. Gas station. Dinner date. You spend — we've got you Coverd. This is real transparency and empowerment — no $900/year fees, no settling for B-tier lounges. 50,000+ people have joined the waitlist. The doors are now open. The Coverd Card is live today. Like + repost + comment "COVERD" — we're pulling people straight from this thread for priority access to our metal card program. #getcoverd #coverdcard #personalfinance

ONE WEEK OUT

What is the CLARITY Act? How does it protect the 70 million Americans who hold crypto? What does it change about how projects operate? This @LawofCodeFM podcast explains the history of U.S. digital asset regulation, why regulation-by-enforcement failed and what CLARITY solves, plus remaining steps for this to become law. Featured: @NYcryptolawyer, @milesjennings, @SH_Brennan, @KyleBligen, @millercwl, Dugan Bliss and snippets from @BillHughesDC, @thatgerald. By the end of this episode, I promise you'll be in the 99th percentile for understanding the CLARITY Act, regardless of whether you're a lawyer, builder or operator. Timestamps: 0:00 Intro 4:46 Explaining market structure 6:05 @milesjennings on regulatory distortion 10:43 Predecessor bills (RFIA, FIT21) 13:35 Senate Banking markup takeaways @millercwl 15:46 SEC & CFTC 20:37 The Securities Act of 1933 23:07 The Howey Test 25:26 @NYcryptolawyer's Ineluctable Modality of Securities Law 28:51 SEC enforcement 32:32 Why SEC rulemaking isn't enough 37:36 Titles of CLARITY 40:00 Digital commodities 47:29 Howey principles @NYcryptolawyer 54:10 Promoters: originators 58:18 Promoters: related persons 1:04:13 Token taxonomy @milesjennings 1:11:02 Ancillary asset requirements 1:19:34 The certification process 1:28:32 Remaining hurdles for CLARITY 1:34:50 Stablecoin yield 1:38:45 Ethics @KyleBligen 1:45:50 Tax consequences @CryptoTaxGuyETH 1:48:54 Thanking people working on the bill, such as @SenLummis, @gillibrandny, @SenatorTimScott, @SenatorHagerty, @SenThomTillis, @MarkWarner, @SenRubenGallego, f , their staffs & many, many others. Nothing in this podcast is legal or investment advice.

Businesses no longer need a bank account. We've raised $18M on this bet. Go altitude.xyz

The planet can spell your name – literally. 🔤🌍 This Earth Day, see your name written in landscapes captured by Landsat: go.nasa.gov/4ak4Cdu