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**Welcome to the Daily General Discussion on** r/ethereum
[https://imgur.com/3y7vezP](https://imgur.com/3y7vezP)
Bookmarking this link will always bring you to the current daily: [https://old.reddit.com/r/ethereum/about/sticky/?num=2](https://old.reddit.com/r/ethereum/about/sticky/?num=2)
Please use this thread to discuss Ethereum topics, news, events, and even *price*!
Price discussion posted elsewhere in the subreddit will **continue to be removed.**
As always, be constructive. - [Subreddit Rules](https://www.reddit.com/r/ethereum/about/rules/)
Want to stake? Learn more at r/ethstaker
**Community Links**
* [Ethereum Jobs](https://ethereum.org/en/community/get-involved/#ethereum-jobs), [Twitter](https://x.com/ethereum)
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* [Doots Website](https://dailydoots.com/), Old Reddit [Doots Extension](https://github.com/etheralpha/ethfinance-extension) by u/hanniabu
Calendar: [https://dailydoots.com/events/](https://dailydoots.com/events/) | r/ethereum | post | r/ethereum | 2025-04-19 | Z0FBQUFBQm9GN3JHZEZWSFE1U3UwOVh0a2xXaVV6YW9OZ2phVUR6QVNfRzZtT3pZeE1MVGQycnpGMFc1aFpvYTRPUHJiRTBtZ0RoRkhjNDNsYlNsZF9hYjJHYXYxT3lOYjRueVpiOVNOU2cwZGg0SXJIU055OEE9 | Z0FBQUFBQm9GN3JHM0hpVHRoQWVoWS1KY2ltVkNsUmowaFdPNWNZcl9JZ1Y1OGxwZE9SQUVvNmFreXFCSVE3RC03dDFWVlNuTC1mTmVkRVhtY0c4Zi1vOHA1MGNQbTJ4OE1wRFA2YUlvTFlqQ3lhNkxtQVJYd3ViZGpIV2MzS1o1OGgyS2JIcHZaaHlqYjZJOS1EbngwTUhEdlJJeE5Hd1B0dG92OXdPNnN4cEdxQmg4Vk1scGp1N2RXZHF4aTViTkRWaUlEenZZemVY |
Lol someone didn't check their work.
So the column for found blocks and blocks in last 100. Some have question marks and others are blank.
Are you then telling me the site works fine and the blanks indicate?
Does it mean no blocks ever found or since last pool reboot or what? | r/bitcoincash | comment | r/Bitcoincash | 2025-04-19 | Z0FBQUFBQm9GN3JHUTZHYmFrRlhodHRZNTRXRUNDQlBmTkF2MGpScDBoUjAtV3JWWVlkdXFRUVRWaVlaTUlMcmNxdHUyUHp0YkQ5dzNzUVdGc3RpYjNUREhDNWdfU2VlRFE9PQ== | Z0FBQUFBQm9GN3JHUjB2NWdxSmMtSlo0eWd1UjR5aV8tN1dHWFZxQlEwMWJLVHFvNWJxRWNBNXhhRUlGcURsY2g2M0RzNF9wUTd3QU1ybkN5d3FoVEh3dUpDeWZKcS1aeGNDZkh2MGVXM3RkZXpCVUpHS1pyS0dKYXJkTUdyYm5tYVJwODh0V2w0QjlVUDNuVEtOUFJDLVVnZGVJakJkd2pVRzZlUEpITXdjVjllZEt3VEQ2TXFvPQ== |
Check it out Polariscloud.ai
https://x.com/bigideaafrica/status/1913517465981628457 | r/bittensor_ | post | r/bittensor_ | 2025-04-19 | Z0FBQUFBQm9GN3JHLVlxRnlOcWtyalNIa0VrM1NoR05CaXhPcUlYQi1TLVhCZkxXU29Xd2VXZEI2WWVoamhseXhtbTFJVjhHVFlDRGR4eDJfMUlIVWtCeDNnTXZzZFBVS2c9PQ== | Z0FBQUFBQm9GN3JHV3k3Y3RMS0NLMGhGWnJkeF9rcU5JVWdFYjdab3ZzRkpVdTV6WUtYbnc2RVRGNVZSeC1leHZPcVJiUy1EQnFBcHdWUU52ODluN1pXblNGQTNsanA4ZDNqelc0OFNac0JyUV9xa19SWmFFRzhNcERCY3dHd29qNWtsMUVvZkpyMldKcDA2SkhheEsyTHNHRUwtVHo3ME5MU1JEV3J2ZDhoV1A5eHJFM3F6bnpwMjVSWjlpVTBISjF1OTZONzRPcFRLTDVKUXBWTzJtcGQySzJRMjljVXhkZz09 |
If eth hit 10k etc easy to hit 500 | r/ethereumclassic | comment | r/EthereumClassic | 2025-04-19 | Z0FBQUFBQm9GN3JHRUZKQ2FRd2RIYmRxTEpnNWcxNTl5dVJzdnFTYk1WV3RBSjU5eXFZbG15OWRucU1td1c4OWF5MzlYOTRVTm0xSWhqMHd0Y2hhYlVaU3hEVGFxZjl4bFE9PQ== | Z0FBQUFBQm9GN3JHZTJ2bUlLNm11elFnWHFPa1UyOVdLMVhBN05xM2dwdVY0OENCWnJIalUyeVRzeGpXWWpaMThONnpqU3plVXptM280aE9xcG5nYTh5VFotLWhQM0tTaEdHcF9kazk2dVdnN1pSdGc2NUhSSFJpRW5KaWFuWF9qUVN0S0p2bm1IT1ZFbDFoLVEtX3VOT2NIam9JZHF2ZnVDVGFYQW5Ha3A5U3B6bXFJZTE4cUlJMEwxcEI3UGpiTFNCNHE5RklxYlV5 |
So we know Eth will hit 10k some how | r/ethereumclassic | comment | r/EthereumClassic | 2025-04-19 | Z0FBQUFBQm9GN3JHd1dVb0REdG5uNGpaLVd3OFFMQlhxaUwwLWdqMHdXYXVvcUJoeHhvc1QyTVNyVmJpZS1rVng4RVNHeE9UMk1YZnBvaVJLVm40NVliZ2cxcGtCaVViVkE9PQ== | Z0FBQUFBQm9GN3JHeGt5SzhKdFdxODlVM0RHQmVXeG9xN3Vfc0ZlU0VybzlnY1RtdVpVVGJRYV9FN1FyTVR0dXdad1lqWUFHZ3lHNzJSTklMWmFOUWx2bGZnRFBoZUFVYWdMUkNFZmdrbDQxeGlQci1NNjI3X0Y2MHhRWG9pR3dnTTkxclcwZGpFU1Z3TGh0cHdHaDRnRE9tam9zSlRudThpSFBYZ0diazRGRWprLXBESlM5a21scFpRdVBKdGhkREtJOXo3ZUxXRWVQ |
If Ethereum (ETH) were to reach $5,000, the price of Ethereum Classic (ETC) would likely be lower. ETC's price is often influenced by the performance of ETH, but it generally trades at a lower price point. Some analysts predict ETH could reach $5,000 by the end of 2025. If ETH reaches $5,000, ETC could potentially reach around $350 to $400. | r/ethereumclassic | comment | r/EthereumClassic | 2025-04-19 | Z0FBQUFBQm9GN3JHNl9iMmhfcE1jV1RtakQ0dUthMXk4UXdTV3FoR085bmExajl3ZjRtOV9qXzdZS0ZjZVk3dm5neEZIVmdsLS1hWV9UTHNtVHB2a1MxSFM2a2wzRzRyZHc9PQ== | Z0FBQUFBQm9GN3JHOGU5SlBVRWkxckN5TUtCbDRRZDNmYmNqblVxd0JKQnF1bFo3ai1lUXVSdndValRWYzZOSHBCaHY2c0hIcTIxSE9vcGp5bkRsbGZTd3dtUTdmT3J1NVdvSm5HdFZ5NEdLMFBfNFAwNWlCT1I5ZHNqemg4WjBIUFc0eWRpcGJ1X2pLV2lkVk05N2lodDVBY2MwMVlvX2liU0tVd3JuOUJQUmR2MzhBeGMxYkIzc3NOcWpFREVoZ2F1SXZONFpXXzlI |
If Ethereum (ETH) were to reach $5,000, the price of Ethereum Classic (ETC) would likely be lower. ETC's price is often influenced by the performance of ETH, but it generally trades at a lower price point. Some analysts predict ETH could reach $5,000 by the end of 2025. If ETH reaches $5,000, ETC could potentially reach around $350 to $400. | r/ethereumclassic | comment | r/EthereumClassic | 2025-04-19 | Z0FBQUFBQm9GN3JHbThTOWFvVDU3ZEpndlNzcFRYRXpjN3JEbHpDVTlJZjdRR2xzTERKZFZ3S2xidTZoSFFCRXFfSS1WbGJXUnZwZVdpRC15UmV3SDdYeXRIWGotSTNZZEE9PQ== | Z0FBQUFBQm9GN3JHNlVMNDA3aGtqV2dUN1NkaE4tUmtoSEFoUFJpbDFEVW5xVmZheGxZaXhKY09JSGloWnJoNHNsNXJEN0VGdGdGODZrSFI1YlFSR0R0Qk1IdUhMVnF2WFNoaE5ocTY2MUJ1aTRjSXVtNGVVTFB5eDlrS1NLd09TSkxFbm9TSzhDa09JN0h5V3R3MHkzNnJfRDlhNnhzcHUxMVFZLTdjdTNLTVJZMU9ONGxqSG1mSFc5MkxHQ29ydi1Vb1o5N0xYSEQw |
Just released a build that will run with Linux OS / Ubuntu
https://github.com/KaneWalker505/TermDroidMiner/releases/tag/x86_64
Requires Linux 64bit OS | r/bitcoincash | comment | r/Bitcoincash | 2025-04-19 | Z0FBQUFBQm9GN3JHNkV4UklEV3hEZklkVnpISEFWeDZoaWFqN1BNWVkxWHEzb25zcDNuam1NNTI1ZUh5bEk2dVFnS2dUbDdlZmV2dGRJMENoNGFGZ0tOSURUTkRLV0lMUXc9PQ== | Z0FBQUFBQm9GN3JHeU5aS3o4UW50QUtxR0J1TlRrc1ZVRkVMVTVDa2tzSXhGd3cyVU5lNDdnNGtCLTA1TVdsSXRmNkZBYXVtQkFwTmNVQzZPd1cxM01OeHR0UTVxSFVPNlJpalcwNlAwSWhqekpyWm5vSmRmMDlESjBPYzd0Z2xMZmhETkI4WnRHODdETGZHTUMzdElpRDNEVW9oRjcwdFJTcjZOdkVmSmtPY0ZkYTNTMENHVWFueHhrbVU2TDhlUWJINFk0VEtDVERUYW12VmY5S0pDT1poVmFsRm11MFF0QT09 |
I’m in https://bch.solopool.org/ | r/bitcoincash | comment | r/Bitcoincash | 2025-04-19 | Z0FBQUFBQm9GN3JHTFV4bXVWX2FhTXppRGJIZTFLZVJhcWdreGp3Z0kxaGEtUld5d1dSWWVzMnZHdUhVU28wY2lhcGVudWF5c1ZTLURhRnZKU1JiR3JEU0gyUGlRVlhmcmc9PQ== | Z0FBQUFBQm9GN3JHQzc3aWZudVR0SUNnMGpvUldkSnItY2JnaVJqQXd5enJiOEx5Z2tOdFRxakxGWjdzT1ZxbExKd2NRbmt3UTBaQzNhUkNPZlRBSERndThnWXRqdC1hYW9ZVFc4Y2x3Q2hQeDZTNDQ2RVM4UjN4UnVrV2s4Tjl4RW5hTm9oLUpzUVQ1eElZajZDX1NxODhQcWVka0d1emZ3Y1BJRXZZWW9sNHpHZFhjWWE5aTgwPQ== |
That means no blocks ever found | r/bitcoincash | comment | r/Bitcoincash | 2025-04-19 | Z0FBQUFBQm9GN3JHenBRS3dmYzZaX01IZlVqNTF2c01rVTlMUkJ5NHdRMFJGd3ZXT0ZvQ1R4dEstWEFxb0RJNEh6TXoyWmFvYVJJUGVKUFhXbjZHdXN3ZFFLQTQtU0ZWNlFjaGVMbTJxOUFqRHB3RnZmQXNELVE9 | Z0FBQUFBQm9GN3JHZXhYVldtN2NINHNFWXN0cUVVM19rcmR3XzF6TXBuc1RRQ0ZuLU4wekxGRWpmVmM5NTZYT3l0cmJOQXpGREl3U0tvQUpPTGxibWlTOGQwOGMwbi14MUV3MVlRNjF5Mmt3cENMZjBMd0YwaXljeC1UVGtvZHdvempWM2U5MzBaOHRFUE5WaXplSnFkOENuVEtkQlMzVC1nS3NzN2NRcE1WTkN1NkRjT3lET1o4PQ== |
I’ve got a lucky miner v07 on https://bch.solopool.org/ only been a week and nothing yet but looking at adding a bitaxe gamma or another lv07. | r/bitcoincash | comment | r/Bitcoincash | 2025-04-19 | Z0FBQUFBQm9GN3JHMWtCN3A4YXpIXzYzQzVleUVLNjY5a2ZvSUtIbVJRUTFhd18ycWpMalJzVlBSNzN0c2ZDNzAtN3lIZHF5RElpSUNpc3h6TUVEc2w4WUpKRFlHUzQzS1E9PQ== | Z0FBQUFBQm9GN3JHOXVOZXE3NGg4T2ZjM3FWY0hJcnBlN19TZnJYWjhsQkVyRWlNTUZCakxtR2JJWVFIWllUSWFrN18zU0djNWNjc3VvUU53Q3Zmb1VTR2x4VkpwdW83QjdPbTdmek8yY19pYWt6T19vT3NKOHFwOEI2TUxQbmZWVG9kNzhCY2RFQjVLeTlOaWRFbHhlTmFRSzBuRzNFcTFZMUNGU29TX0Q0WHFZRXZLMWlHZGJ6T3VycjRLbDJfb1Axd0FtbjJ6OEJSUmY3T2I5b3dYZW9HUDNuXzRmVTR3Vi15bDVFOFlTSnowb25ISGp1ei0xTT0= |
It’s 2 clicks and you have your referral link + QR code and you can start earning! No KYC, no banks, just BCH!
Have you asked your family and friends if they want to play yet?
Get tickets for tomorrows draw as well as get your referral link here: https://bitcoincashgloballotto.com | r/bitcoincash | post | r/Bitcoincash | 2025-04-19 | Z0FBQUFBQm9GN3JHemgxZzRDVG9IdEtDUzhkdVoyM2Q3UjJxaElRbTAwVlpLb0ZvUnRSbTU4SklYcWpHRlZnSEdLdVNGSHJOM0hTZno1QTJqTkY5UEhHX2o1dEVLazZxWEE9PQ== | Z0FBQUFBQm9GN3JHZndjbGF4WXgyTWJIZGJlWnZqaG84QXRpYTctWmNYMlV6ODVDVDRsaU5JcDhWNjlLN1NGYzAyRlhGbzg4empRa25pcXloM1VLT1F1a0JkeE1VNnNPVmk5ZGdwaE1DOTM2MUdCWUdGQkFHbXcza1dza3dtUGhJSjJmTDNNdXBaY1U3X0NDampiRlFuWWVjcEVqd2t0dHM5VXllTXkzRGxCOUc5eC1vbE4xQ1NOU25XYzFsbWJiRzkyZDhCQW5RMGh1R3U4VEJsNHlmRmo4MWRJOG9vVUZnZz09 |
I would be careful here...You're prolly off buying $HYPE. | r/ethereumclassic | comment | r/EthereumClassic | 2025-04-19 | Z0FBQUFBQm9GN3JHbmZuQzB1MFlPR3dBNUxjLUh0ZkNLU0RaSzFNbC04a3dfRVRHNE1SQ2tTUjloUk5TN2xiTnJOSDNaN19VOFRkOWdZVGJNSHFTRjJWczRUaVV1QVhrTmc9PQ== | Z0FBQUFBQm9GN3JHSXg4Z0ZVS2xZSE1UV25YWTRuM3FCV2NsRkQ5RzEzU09vOWtBa2dIZ3pLTlUwbVFtWWZiMTZBRGlmNnRfYTBaeVAzc2J3UFZzY28wdWs2RjRwRmRCU29xRy1xRGpiNHB4Vmd5OHl6N1JUTTVfVnpWOVBzY0pWSGMxd0dnTWV6VkpYTFVIQUtoTExsRW9PaXBuVEpQNW8zanBncjJwWTRzZzVQVXZxbzZ2ZFJxRkpxbmRSTEh6RWc5QmxJOWIxQ2Fl |
ETC was previously around 37/38 position and now it is outperforming some other coins. ETC has now regained more than ETH.
Could we see ETC take off before ETH and then propelled to the stratosphere by ETH when liquidity finally hits later this year? | r/ethereumclassic | post | r/EthereumClassic | 2025-04-19 | Z0FBQUFBQm9GN3JHQlB5TWxFR3JXMjA0aTh1ZGpfN2dSREg5Ni1xd0JiQXFvbmRwM1pEMDlReVdFOUwzbEJXbHdSeF9jb2MtOHRNdG43NE9vbmtueEtrOExhcWpiQXloRkE9PQ== | Z0FBQUFBQm9GN3JHSTVEMDBxbVNQUkVENlJ0NDQ4R08yTUV6QVN0cWZDQWw2Rm9wa1lCX2JGME1VUnFoeGVvdDRjb1hFaV9ja2lBTW0xRG5nRU50WE9kc2FGOGtCNXpqVVZ1QlRGOXJwWnRvMUZjd0k5S0xqNHBzZ01JVGprMFNDVlRoaUNJMEV2SHZTdzgwUElsVWVrcndvTWoyUjhZMmtZYzFKbE5hTUgxN1pVZUcyaVQ2YmNQT3JMQ2pLOXNDUTg2MzJ6YmNMVU1mbVNUZVl1dnNNTGROemZ0VEtzeFE4dz09 |
# An Apology to the MoneroTalk
*From Jackie & the OPENENET Team*
To Douglas, the MoneroTalk team, and every member of the Monero community who joined our live stream: **we’re sorry for the rough start**.
# What went wrong: Our honest take
Terrible internet connectivity (imagine our router as a black hole sucking up all signals!) and a 12-hour time zone scramble turned our presentation into a frustrating mess of lag, mistranslations, and unready answers. This wasn’t the exciting “Monero in space” demo we dreamed of—and it’s 100% on us for not testing our setup or anticipating communication hurdles.
# We’re not scammers—just volunteers taking our first steps
We get why some called us out:
* **No team profiles?** We’re still recruiting! My “Stanford friends” comment was a mistranslation; we’re actively connecting with aerospace engineers *from* Stanford (and other top institutions), not claiming affiliation.
* **Empty Gitea repo?** It’s brand new! We’ll upload the first draft of our 《Satellite Hardware Design Outline v0.1》 **before 2025-5-1** , including: ✅Basic 3U CubeSat architecture diagrams ✅List of candidate radiation-hardened chips ✅Team recruitment timeline (core members certified by Q2 2025)
* **Stumbling on tech questions?** I’m 12—while I code, terms like “laser inter-satellite links” still trip me up! But our team includes advisors with real aerospace experience (more on them soon).
The truth: We’re a **volunteer-driven project**—kids, blockchain devs, and space geeks who believe Monero needs a “sky layer” for censorship resistance. No company, no investors—just open-source passion, even if our first drafts are messy.
# Our plan to earn your trust—step by step
1. **Immediate transparency push**
* Before **2025-5-1**, Gitea will have: ▶️Sketch of our satellite’s radiation-hardened motherboard ▶️Spreadsheet of 5 candidate chips (with performance metrics) ▶️Public list of team advisors (starting with 2 aerospace engineers, LinkedIn verified)
* Weekly updates on the [CCS proposal page](https://repo.getmonero.org/monero-project/ccs-proposals/-/merge_requests/577), including: *“Week 1 Progress: Fixed Gitea repo permissions—now anyone can view design drafts!”*
1. **Revamped CCS milestone for Phase 1 (7,000 XMR)**
* **Team first, then hardware**： 🔹30% of funds: Recruit at least 5 core members (by end of Q2) with proven experience (aerospace: SpaceX/Tesla; blockchain: Monero code contributors). 🔹70% of funds: Develop hardware blueprints, with BOM lists audited by community engineers (e.g., [u/HardenedSteel](/HardenedSteel) from MoneroTalk).
* No funds released until: ✔️Team profiles are publicly verified ✔️First radiation-hardened component prototype is bench-tested
1. **Ready for Round 2—when our team is ready** We’ll only return to MoneroTalk **after assembling our core team (Q2 2025)** with:
* Live demos of our satellite node software running on a radiation test rig
* Signed MOUs with 2 aerospace partners (for hardware testing)
* A clear roadmap for how *you* can contribute (even if it’s just reviewing our code!)
# A special thanks to Douglas & MoneroTalk
Douglas, your tough questions about team credibility and fund usage were exactly what we needed. They reminded us that **trust is built through daily actions, not just big ideas**. Next time we’re on stage, we’ll have:
* A stable internet connection (promise—we’re testing with a backup fiber line!)
* A slideshow of actual hardware designs, not just concepts
* A Q&A where every answer is backed by open-source proof (links ready to paste!)
# To the skeptics: We get it, and we’re listening
If “Monero satellites” sound like sci-fi, we get it—we thought so too at first. But remember: Monero itself started as a radical idea 11 years ago. We’re here to build its “physical-layer firewall,” one step at a time:
* Phase 1: Prove we can design a radiation-resistant node (7,000 XMR)
* Phase 2: Test it in a thermal vacuum chamber (8,000 XMR)
* Phase 3: File for ITU spectrum licenses (10,000 XMR)
We won’t vanish, dodge questions, or waste community funds. Join us on [Gitea](https://git.openenet.cn/MoneroSpace)—tomorrow, you’ll see our first code commit, even if it’s just `print("Hello Space!")`.
# Final promise
This was our first public talk, but not our last. When we return, it’ll be as a **verified team with tangible progress**, ready to answer every question with openness. Until then, we’ll be the loudest listeners in the Monero community—because we know: *we don’t deserve your support until we earn it*.
Thank you for giving us a chance to try again. We won’t let you down.
— Jackie (12, still learning, but committed to doing better) & the OPENENET Team
[OPENENET-MS01-MoneroSpace-Decentralized-Satellite-Network (!577) · 合并请求 · monero-project / CCS Proposals · GitLab](https://repo.getmonero.org/monero-project/ccs-proposals/-/merge_requests/577) | r/monero | post | r/Monero | 2025-04-19 | Z0FBQUFBQm9GN3JHSnluZHBndDBTYUJ4X1l3SWZ2d0tFbkx3WnBVTkxrcGFmSVFpUGQ2aU55ZnY1RkZCSm5MVWVMS1VoSWw1RXB0bFZpY19VdGR0RGpvOWZmYlBEV0s5Z1E9PQ== | Z0FBQUFBQm9GN3JHV3pWUHk2TEJ4Y1AwVTJFeEVyd1RxTmNzb21LYUViSWl1N251VEYwZzktZ2otcmJwb3VfQWJEbFhPOTNRSFg4MnVOV2hJNDJHYTFHOThyQ2FSdG0zVERYOU5TZDNHQVhtTUViOTF4cGVTRlVoVmxrWVI2Y1RsVWtpTm1nX2ZKV2liVC1BT2RNTjFxS3hpcmtnQ3ZvaEM2cFpjS3VmUmNJUEx4bW1yckRzcUdzPQ== |
I've been working on a new sequence modeling architecture inspired by simple biological principles like signal accumulation. It started as an attempt to create something resembling a spiking neural network, but fully differentiable. Surprisingly, this direction led to unexpectedly strong results in long-term memory modeling.
The architecture avoids complex mathematical constructs, has a very straightforward implementation, and operates with O(n) time and memory complexity.
I'm currently not ready to disclose the internal mechanisms, but I’d love to hear feedback on where to go next with evaluation.
Some preliminary results (achieved without deep task-specific tuning):
ListOps (from Long Range Arena, sequence length 2000): 48% accuracy
Permuted MNIST: 94% accuracy
Sequential MNIST (sMNIST): 97% accuracy
While these results are not SOTA, they are notably strong given the simplicity and potential small parameter count on some tasks. I’m confident that with proper tuning and longer training — especially on ListOps — the results can be improved significantly.
What tasks would you recommend testing this architecture on next? I’m particularly interested in settings that require strong long-term memory or highlight generalization capabilities. | r/machinelearning | post | r/MachineLearning | 2025-04-19 | Z0FBQUFBQm9GN3JHemRsNG1pNm5jSFhKUk9JZUcxNlV2R09nNm5ybUdjZXNjczJVNmN5TElVRTM1M2FzRURxVHdqUmREUDJnVmlNWW1jQzZabUxCdWhTRUw1czBpcGl3NWc9PQ== | Z0FBQUFBQm9GN3JHRldMc3FtU1JvX0pSU2wwWGdpd1RXU2QtT25tR0ZYLWFNLVkwODVTMGNCLTd0a0JOUTliRnZ5MG50clBLeUEweE1JVnVLMDU4TnFSWHQ3SzU4eDdNazR3c2JSNm1feVNCVTNyX1k2VmFIcG15RHIzX01hVUVyOHhrUkdjQUFVcVFJN05NUU9PdGMwTUNWT05XSWZweHRiQVNiMnhIWERhdFpEUERjZ05NTkhicG56Rzh5b21WLUg1V1VWdElpNlBYWm1fa2lNTTZvWUhBVWk0aUN4NVJzQT09 |
I'm not a fan of that. No blocks found is no much more information than nothing.
Many pools like ck offer a way to look it up. To me that shows more transparency. Mining on a pool that's hit a block is more reassuring to me than hoping the poop configuration is correct and other configuration are set up properly. | r/bitcoincash | comment | r/Bitcoincash | 2025-04-19 | Z0FBQUFBQm9GN3JHb0V4Ml9tXzMxWWpYM3o3Um1hN21nZXo0bmdvNmhSVVd1RHM4S3RfUmh6Y2l4NXJpUkhkMHVwdHZnR0JZcGxVbWU3NEZxU1ZmYWxkd0FlMC1MUjFVRGc9PQ== | Z0FBQUFBQm9GN3JHTHdYQzNsQ3pzSTFwQ3ctTk9OZ2FPSVlrWmNDV1ptLXk5eHZCUWJ4emJjWTZLYjdCSVdrdWRTYzdQMG52UWhwRkVvTDF3YXRZYXlzb0g5Tk9salY4aE15eUd3bXFIX2JTcHVKS09FU1dxaVI2S1FnbXNTbDdab3FiVTlPOURnTkRKaG1MNHZ2X1ZzbTctdDl1eHlaaElpcTE3TG9hU0Q2eHdjdDVBdzlWTUVRPQ== |
Hi - new to bittensor, and hungry to learn. Rather than asking a ton of questions here I tried joining the Discord via the provided link to read more, but Discord says the link is “invalid or expired”? TIA | r/bittensor_ | post | r/bittensor_ | 2025-04-19 | Z0FBQUFBQm9GN3JHUjV0MzVQbkZQNXMybV9wYkZBLVNpZkRoY1RZem85TGxfaTlUTUV6Y1ZYMFNwNW5FdnlkWEVZSmFUTVFCTFB2Z3dRZTRvam5aODNNTWVxb2JXU1k0SGc9PQ== | Z0FBQUFBQm9GN3JHaERLUUFkOF9BY01pMGUteXdWTXF6U2FFUnpqY190eGlkaTRZeEd2OFJyX0xDSGhnUXNjVVRsamRJMzRuSWRZQWpHTExsS0FfVnNzeXY2blNIV1V0aDJmaEVHbFVNNHB3VjU2RnlmQnc3RXEwRDhrU0V3cUdrNDFOdGJULW1tdkp5dUVEOEpIUWxXdUdvMlNLSF9mZHRKcVJNc3BLOHY5Y096V2JydkU4VEd3PQ== |
The conditions that spurred the creation of Bitcoin still exist today. In fact, they have become even worse and the people in charge have become more emboldened to exacerbate those conditions to the benefit of the powers that be because what is one to do when you have bills to pay and mouths to feed.
Bitcoin was designed to be a peer-to-peer electronic cash system but at every step of the way was hamstrung by the likes of Adam Back and his Blockstream cronies so that they could sell the public a solution to a problem that they created - scalability at the expense of decentralization. Centralized systems like the Lightning Network that kowtow to the very systems Bitcoin was designed to challenge, subvert, and ultimately replace.
[Zero-conf](https://bitcoinmagazine.com/glossary/zero-conf) was shot down. [OP_RETURN](https://blog.bitmex.com/dapps-or-only-bitcoin-transactions-the-2014-debate/) was shot down. Bitcoin is run and controlled by capitalist pigs who don't believe in the value or dream of financial sovereignty, but believe only in what they can extract the most control, influence, and wealth out of.
Bitcoin has been integrated so deeply into the existing financial system - the system that was so obviously and blatantly broken that it inspired the creation of Bitcoin itself - that it might as well be seen as an extension of it.
Bitcoin could have been the technological revolution that would have freed us from the absurdity of modern finance, bringing us a truly decentralized system of value free from intermediaries, but instead, it has been bastardized and malformed to fit into this system to make rich people that are obsessed with getting richer, even richer.
Chances are if the government and financial institutions - the same entities that have again and again shown that they work for the haves and not the have nots - are promoting a product, its a shitty product. A product that is designed primarily to further fuel the wealth inequality and division that has forced the common man onto an inescapable conveyor belt that continuously drains your agency and slowly forces you into a life of servitude and debt.
Humans are inherently good, but the power structures we have created for ourselves will always tend towards shitty people enacting shitty legislation that will make shitty people more disgustingly rich while the common man is forced to accept it without any recourse. This rampant form of capitalism is poison to the human condition, and will slowly but surely erode every freedom and modicum of privacy from our lives.
Monero is the antidote. | r/monero | post | r/Monero | 2025-04-19 | Z0FBQUFBQm9GN3JHZHJycUxHQ3Z2MUhrbzFxRHpzNXVXYTd6MmtFaHBIb3F3YmQtb24yN1hyYkVXWHZjUkNFRUQ5ZWthVEEydFpQUlZwaWVLWjdITXB4SEpuUFhpV25uTlE9PQ== | Z0FBQUFBQm9GN3JHRVczOTc4WEhRUU1LTjJRX0lScHJxZ2M4RTRuRDlrYUZRZ0VFVGkyVlpxdm5yRGNyTFJHYnpBWDNWaFFnVEdBTTdYUHNDeS11UWpRd2hfU29vQ3QtSXpfVnRDLUlycDFyZlhOVTFkRkgwS1hpb0V3X1phRGFpcFVWS2JGcE1HRERhUndKd1RFTGdZSG5RWklnbEZLam0za21QdTUxVjBCZFRoaU5ULU9SSlRzPQ== |
There's over 30% in fee's, then you've got to pay capital gains tax. Wouldn't really be much left to profit on of you do win anything, would it? | r/bitcoincash | comment | r/Bitcoincash | 2025-04-19 | Z0FBQUFBQm9GN3JHUkhrbjVxYU5DcXYwTkpmbE9aRkgxTjJEeDFRMXVYWnJHQjZra3ZOLWxsNjd4eGk3OVgtNEZtZXhpMnhPbzJteGQxdWgyd05HT3lPSzljbFBOcE9uVXc9PQ== | Z0FBQUFBQm9GN3JHMGdMaUMxWC1jcW5XZWtWRGZFSzNzX1lXbmk4dHowRzVrRGtCQ3RiMGFnbFdLeVN5amhvbVdXU3FqdmU2SE5sZk05VXEwTzY0ektoWjYxLVRuYnBscm1FbE5NVnhnSlFOMENVRDhpRS1ZZ0hLTS1CVFlRbGt4WTRzNG5fdE9ZSDhUT2Y5UEE5ZTlFbzlTVUEyODN3RzRBNlRLLUJ4WWtlNWQ5NkpwZVota0ozdUJ0ZWJ2VlFnWXFjanBMOFAzQjF6MFBuaS1POGNkcHU2NjJGcnhEcXhKZz09 |
I know that bitcoin has become to largest cryptocurrency, I fell that it failed to fulfill its original purpose, which was to create a digital currency that could replace real money. The reason why was because it was designed to be deflationary, and that inflation is one of the things that drives consumer spending. Please don’t downvote me to hell for this.
This is a repost from r/bitcoin after my post got removed by mods
Edit: fixed some spelling and grammar | r/btc | post | r/btc | 2025-04-19 | Z0FBQUFBQm9GN3JHZm5rN1B5QmhqVzBqX0xHNDdPMHJRS29ZRXhFRVlKVERkQmFUVGI4Yk81b3JLcDN6VlFhNXh6TmlnUTdtckJkaGVzdE1zdm1PdmxMbU9GZ3FLcGhmV2c9PQ== | Z0FBQUFBQm9GN3JHVEkxODRBQ2VmRlRha0Y3bjBxQWlxbG01M2hOVUlPXzFVLUI4Qmw4ZWRiSzgyaTlLMnpXYUJuNUxpcDBFNDJLZjhsYm9tYkV6NGJOVXFDR2NZbTBTbTRiUTVZN09tbWE5YThld0oxbm1aMUg2QTRncHBvcTJLS3pOdmNULWFZdmp1M3JnSEU1WGtGNk5wZnZoVTItSC1Mb1BXT0g1R19wOElZVXBLR1VCNFM4Q0JualV2Nnl5LUwxSExWQWF0TV93 |
yes | r/ethereumclassic | comment | r/EthereumClassic | 2025-04-19 | Z0FBQUFBQm9GN3JHaTZyX2l2VTd3MlMwUHRxNmxlSlZzNFJxSUJOUklGOWpvcVo0VjZoTXRCTDFQaHR4YWlXSG9rdWVnUjdxb3R1UjhPWDBadVNnbkwtOUx0Mm9mbUVxeVE9PQ== | Z0FBQUFBQm9GN3JHb1EyTTJPeVJQQW9TcHNpdEhrcXpjRk1oSDdiR1hiRlcxR193LTV6cXVGdklfajFFT3gzOVlEbUNUb1NaYlZIdEZCWmlIS3dZOUlpbVZEUHFDZjkxVjh4Q2FjZlFOTVd6ckpZWmlSYVNWeUlFWmJDbXJ1YjhUcHVsaTVsWHdEYlZhMmJsVDZ5eGhKYWZSUmd4M2JFU1FWUkZ3djVVWndsQWR0VWRZN3cyR056eDNfSE5zRkxxTE1ncHpyWFpWXzV5RmRWZlQtaGtGcngyZUsyZGhuOFFSZnFKdjJleDRNVktmRFlfTHZ4djVJdz0= |
Guys - dont click the link. Its a scam. OP, go fuck yourself | r/bitcoincash | comment | r/Bitcoincash | 2025-04-19 | Z0FBQUFBQm9GN3JHbmVrc3FWTDJNUC1lZG04Z3dnSGhHUU1WOE85MC1URWdOTU1FbkE5OXRLSDlqeE15Q0FEN1FsU010ZUp3YWtjVnJieFVDMXRHMERkSUlaSDJHWUJYa1E9PQ== | Z0FBQUFBQm9GN3JHcHBaMDVCemRpU1gwUjJoYnBfQWk0RDI1aTlOMUJ0Z0FSY3BBQmNYNTluTTBVN1R5N1M1VDJqSlZISGZjalFQRGdwaGZVcHZBOURQdlV0Y2hFZjdkM2FscnRLajVISEJ0bTRLTWVlVHUtRlJ2SVg4allFaWtfNlNtejJQbnhUWUFGdUhOaVpWZWFFMGNQaXRPYzBQZVlsLWVlT3gtOFBUQURWcHlQa2pZYWdmcEM1YXZoQ1UzM244RHBtUEhrUmlYTUV5S0p1QmJRVnBqeHZSdzNka1VxbkdqVElSSVhKalhpOWFQZ0tQV0d0az0= |
Yes | r/bitcoincash | comment | r/Bitcoincash | 2025-04-19 | Z0FBQUFBQm9GN3JHQWwwb3pGTVBHYkZzcEhpb2ZJbnBVV0NiMkZsOG05SUJCbXNWOGlZSGd6eVNNMk1RSElaNXUzN3RBbmlyd3pkeENyQk5QT1ZrZnFxaVJ5UGFyM3ZXcG4tV3Z4NC0zWnVoLVlqZ2I4blRvQW89 | Z0FBQUFBQm9GN3JHSWd4YllWbnctaDBPVHhibzZkSzBTYlp5ejN1SmhYcU1POVZudlltSkxyNWRMdEtSZ1ZnMC1XeUlqSkxRYjktNzNrcDN5TGJ0d0ktdXZ1Z093ZG1GdFNjMkx0empwUG5FTnl1bURzdjQxdUR4MTdQUXJlRVVwRFBGZmowRnVEb1VNa0lxYjY5TllraTEzVDdEQVZtU1VDd3NNdXhxSS00Tm1WaVpkY1cxTU5NQWkzT2xVazQ5d09yUEpzSVZ0MU9BSERaNXEwZ1RiVmN5ZmM1TUpZM3hPa0tVOFc3TGRtWGFtNlBUeDBaTzZJVT0= |
I staked 1 Tao in subnet Vidiao, Valdator Roundtable21.
My balance immediatley went to 0.86 tao. That was 5 days ago. Now my balance is 0.00 Tao.
Anyone know what happend? I obv. did not do my research... Guess that Tao is gone now, but can anyone explain? Would be much grateful 🥰 | r/bittensor_ | post | r/bittensor_ | 2025-04-19 | Z0FBQUFBQm9GN3JHem5KM3VNdzBLRlBSeEJhNmlMNDREZ3lpMUxYOTBQWkhIWTRHSkwyZldSWjBnb0ZFNjdINzFiOUc5TXBkMlZleWFEX2FfOXVkQThzUnk0d3pUVTlmb01SWEhGSmpIVGcxR05jYnB1ME9Xdkk9 | Z0FBQUFBQm9GN3JHYXYtYk5FeE1WQkxvVGxwTzQxaktYT2dLZlpHRXZoeF9BOUVvZHdYcE1jWWcyNzNPVTByYzRheU5jM01sRFB6cU1Gd3lHN0kxRXpMYnFTZVFZVUhoUWR4bzhPMmRGbEJrdDhrNXhBR214bVg1VUtoVEhJNWVyTWdZYXVhbzE4Rlk3ZFpnaXhXQXBvdjdZZk1LR0JsaFNpcVVlWTlrTGozN0x2RTdHMHFscGpvPQ== |
Not sure if this is interesting to others or useful, but I wrote a library that provides an Express- or Hono-like middleware and routing experience to smart contracts. I had the idea last night, starting tinkering today, then decided to just build it out and see how it felt.
Would love to get feedback on this. If it's pointless or not interesting, that's cool, but if you think it could be useful, I'd love to know. | r/ethereum | post | r/ethereum | 2025-04-19 | Z0FBQUFBQm9GN3JHQ3NGQVZhSkE4YkRFX2N2eGJuTG9nQTNadngxTU5aNlprTlRUZTNfSmZTYWd3VUZMeVR1SktrTzFjZEliSXRpNHZrVVN6akNOSVJPenpZeVlhZDZFWVE9PQ== | Z0FBQUFBQm9GN3JHZExDUzFDOVNwRWZGaWFkdy04alhIVXdoVVVfOG1JeDlZM1pXdkIwZGRsX0ZmdFJ1dkFwek5uem1tOFBXVThicVhYWE1HZWJPTnVUWE1KUV82eVJoSFlTdEZ1U1pfaTUzYjZQczdvZUt0aG5PZzFfWVZ4c285M2d1ZW9vVXlZYXVIMkJaVHl3U05sMHFBUzRXYk5Ma0RXa21vVFlMWXZBWi1WeVpheS1UcDBybUZGZkU1Ti1IMDd1MF9IUi1Nd2Rrdk5wR2JkV29qNjFobjBvWl9PVlduQT09 |
# Just pass this around
All the advice that's needed to educate on bitcoin.
(Source: [https://x.com/Bitcoin\_Teddy/status/1913308658642862186/photo/1](https://x.com/Bitcoin_Teddy/status/1913308658642862186/photo/1))
Everything leads to buying bitcoin.
What say you? | r/bitcoin | post | r/Bitcoin | 2025-04-19 | Z0FBQUFBQm9GN3JHbDNpZ3F2N3FkaGtyMjlUcXV5ZjV0TWpHQ0lRaUFWODNPdG82THhONEpYdlg2bWlFQTRGVWlscE93S2I5NTR2SUdBS09vQk52SHVvb0JjNjlXLW44WkE9PQ== | Z0FBQUFBQm9GN3JHMm5KZFFKU0Q2OGFMYVBfaF9QT0FvWF96XzlneEVTVlhsRkJVZG1rUHpfRDBNR0lLbFlvMWR6d3p1NW8xSF8yS3Z4bzROMi1uM3NlVnhRVUV4LXpBdmM5NXFJdmtaRVYxcmNVTi1KbWpTZjMyVzdYdUVmUmhfc3FlakxZOHNXOGI0NEhxNlNlaWJ6cTVFcHdabWRMVjFqQ2Nfd1pjWDFBeHQydjR1djdlMkZGdlN2U3V4SGZ3X2JOcU9ZNUlaMGVR |
great webpage | r/bittensor_ | post | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9GN3JHQ3p5NV9LRmxrRS1HWFhtTHA2LWN2VF9OZXluRVEzdU1FVEtGRHk1dk8wYldaNWdTVklkVmZkM01GUnI0elNTWnY2dU1WTmRuN3BGSWVSZDFqY0pPaFE9PQ== | Z0FBQUFBQm9GN3JHb3k3WjlXRVc5SVg4WjkzeFpfRzA1NkZlRWM0a1J3V0xFalNuSWFMaFVzRGRVaG5wUk03Qm5wSS1DRWl2TV9JS2VUTlREYzFsQlRSQl9KeThrbzFQOGhpa2pvU2RuOXJRZ3dCMnVrNDM3ekpmUG1yc29tMkhxX1JyWGFBdkFGT3pFb19zeUxZOWQwQnNsTDM5VVV1OFAwd0x5N1o5a3AzMmxDRTB4aHUtOW9jPQ== |
https://x.com/barrysilbert/status/1913603895181328649?s=46 | r/bittensor_ | post | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9GN3JHR19LYndLNzhWckF4WGtoWk5kQ2tVSjJNdUJtMHhWUkZtQ2FTSnFYczRSeEJtMy1UZnkwdEZYakhFUTUxdTZ2MXRTUDRpbm9MM2J4REx4WkJiOFlxemc9PQ== | Z0FBQUFBQm9GN3JHMGtfUF9Za3phNkZxdzdKS0N4U1ZRQzI1eXZNcTdCMlRVaGI1VmVKbGNNZHdnVGY4RlFNSTg5djhHbWFHTy11bDVwZFNTNFRnTWlNSFJVa0RzNXZIQnpwTk0tR2lyVUY4c3NGbThhWC1zM194S0NXeEJET3B0bjBuS3dULXNndVBINkl5dzNxVThrc2ZXSDdZNFEtMVNJdFFXSUs2dGhGY1Q3ZjlyNTFEMHNBRmxlOE5QLWlYOTJSM0kxb1YyZ3lWUnVRUEVVclBOd3lrSEhFVmowZDYzQT09 |
⸻
Started staking 100% of my TAO into dTAO around the second week of the dtao launch.
I never sold, but for a while my TAO stack was down by 50%. I was in PTN, Celium, Masa, Dippy, Chutes, Bitsec, and Nova—but eventually consolidated everything into Chutes. I reinvested heavily, swapping all other tokens into Chutes, and ended up gaining back all my TAO, plus more.
Chutes’ role in Bittensor is to provide a decentralized platform for inference, allowing users to access models like DeepSeek-V3 without the need for personal high-end hardware. This makes AI more accessible and scalable, supporting tasks like text-to-video generation and API-driven queries.
That said, Chutes has seen significant weekend dips over the past few weeks—usually recovering within 12 hours.
| r/bittensor_ | post | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9GN3JHU0FWS2ZYc0w4TGRka05BVzV2RTUzUGxyOTBNN2M0eWJtWDhndUxlSDdZUENvWmxTbVIyckpBQ1BNNlNHbUdiYks0VlJlVFNpTUdqYTlnSjdzN3g5c1E9PQ== | Z0FBQUFBQm9GN3JHa2pQSFBrbFAwSU80QS16YkNaVzNOZWFmNXhyQWhGN3J4RVk2cEl0SXEyOWkyNEJPdlgwNWI3a1U4TnVxUkdwQ095eFJXeHVDalhxZk9sN3B4a2Q0NUU4NEFnX3I5MGF2dVhVM3FKZDk2Y2JxbG16ZGROSWN2dHU3TFkyZVA0ZXVZSWFldFhiLWVaNFd2UjZHdVZOdDBqcG1ZNG5LVjJyZXBnY0JTVUhVMFZJPQ== |
Can here to mention this one | r/bitcoincash | comment | r/Bitcoincash | 2025-04-20 | Z0FBQUFBQm9GN3JHMFJsMFQ3Mll4X2lNd19SMjVUWjJPT0lFSGRnSWFnbFJGWm1JZjRkR3VNeWZlWTB0dkN6M2dEVzd4aElBNEJPdmhrRGphUlY2bEtPYXBUd1EzVEU3eVE9PQ== | Z0FBQUFBQm9GN3JHc29la29iaElLbl90ZzRWTVpWNDFqaTA0dFFfWmlQZHpIbWw3ZU8zOER5SGpCSjZ1X2xHS3YzSUYybmIydzFUWHAxWjNsWkMtRlpDWlAyZjF5OEVpX0thT05XeG04SENuT0FybHFiQWlPdUdpRldFT29ydXdsZXRVcmVMRDdlV1hSVGZIY0tYWm94Q19Jb3dBT0RUQjFYaUYtclVvUXlLS2hJWko2SUJ5Z2FRPQ== |
Might be a dumb question but can you stake BCH anywhere or earn interest on holdings? | r/bitcoincash | post | r/Bitcoincash | 2025-04-20 | Z0FBQUFBQm9GN3JHTElKNVF0ZDZ1VUx5VVh4SXN1X2xland0TUZncEpBckNKWDF3REZyVnpxNENGcnpHTElITXRiVDZHR21IM01DeENFVjFjOFJYc1FENmpHUWlRU0hOclE9PQ== | Z0FBQUFBQm9GN3JHTUMxM1llLUZyZE5OcEJkR2cyV1lib05wVTBVM3pHVjlmRXF4SFdpUDlvVUdVWjl2dmJRbmF6NWI0V2VlWVdHRnpaSWVJZHU5c29oQVZxYW1jWFZoLXlQMU1VWWZBWU45TkhwZjNyU3l6bkNkOVRRODd2T3d3NkVVdmc1WG9HQ1FRYTR1SG1qd25IVnN1MjlNWHk0cVZnPT0= |
I think so. Imtoken and coin base. Should be easy enough | r/bitcoincash | comment | r/Bitcoincash | 2025-04-20 | Z0FBQUFBQm9GN3JHUUl3V21Oc1hjRDFvN3JZSjlZOG1ReVJTRW5ZWllGMUdMamNyYXVsVUZrZVZBNVVLYXBiOEJTUXBRVy1UT25TUzVpeXdLRlNPem9VeFpJcEpqUGVOM0E9PQ== | Z0FBQUFBQm9GN3JHb08yM1pyNmRCUkk0WnZvSGxXSWxhTEsydTZCRW5VZ0pRVTFrTy0tY0Zrc21weFB2enlzRjBSM3hUT0VVWllGTzFSaExsNkh6V3pDUzFjWmdobUktZnJscEUzaFlmeTRWeUhoSWx0LW9wX3BOU2xxSjFVM1NrTTBiaGpPY3hTZHFlYUlJQUxLb2MwRW5Zd3R0VGVRLXN5ZVR5SzJVck15bzRRUHh6d0todkJ3PQ== |
In the middle of a bullish break out TAO suddenly became view only on my Coinbase. I can find better ways to purchase but still curious if others noticed this? I would assume it’s suppression cause they don’t own enough supply to lend out. | r/bittensor_ | post | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9GN3JHOFBndFNPTzdHR3NEeUowc091bkEzamxobTFydVAyclNuSXJIWU5lSmNkT2hYVnZiVlNFUVhoUjJlbDlKZkg4alNfNDBCT1U1WGlLMXVmMHYwUWlFMEE9PQ== | Z0FBQUFBQm9GN3JHcldtQUFJRzYwMDZhY0ZJdXdNV21SdTk4ZlhSRWNOSmFfZzZvNXYtQ2Y1RkFObm9VQ1NZTk01cDJCUkpSVEkwRldtVmRUM0hyZVItUUc2bldCcU80b19MZkd1Vm5mZU5wWTBLUkV5a3c4QUdnaFZWTHI4dkRWQU1zdkFqby12NzBhckw5NzlaVXdTa2RQZ2FhVjB0NkNMYS0yM3VTOW9lMHBlbHB1elFTakJXSnhESU5sYlA3MG5TYUpqenlIRHhU |
Hello [r/Ethereum](https://www.reddit.com/r/Ethereum/)!
Welcome to our weekly discussion thread, "*What are you building?*" This is a space for developers, entrepreneurs, and enthusiasts to showcase their projects, share ideas, and seek feedback from the greater Ethereum community.
**Share Your Projects:** Whether you're developing a decentralized application (dApp), launching a new layer 2 network, or working on Ethereum infrastructure, we encourage you to share details about your project. Please provide a concise overview, including its purpose, current status, and any links for more information (do **NOT** provide X/Twitter or YouTube links - your post will be automatically filtered).
**Engage and Collaborate:** This thread is an excellent opportunity to connect with like-minded individuals and application testers. Feel free to ask questions, offer feedback, or seek collaborations.
**Safety Reminder:** While we encourage sharing and collaboration, please be cautious of potential scams. Avoid connecting your wallet to unfamiliar applications without thorough research. Utilizing wallets or tools that offer transaction simulation (e.g. Rabby or WalletGuard) can help ensure the safety of your funds. **Never** give out your seed phrase or private key!
We are looking forward to hearing about how you are pushing the Ethereum ecosystem forward! | r/ethereum | post | r/ethereum | 2025-04-20 | Z0FBQUFBQm9GN3JHYm96QlhLTExRZGsyTWkyWXd1UGNVT2JLY3B0WFJ2bDBiSW8xOG8wSXFWTXlRUUlPcnlYSnFCZ3NoNEFZTC16a3NQT05fUzBCUW9WYkN4SFJKZzRBZ2MyZ3ZnSU9USDFoeWlVVnhvSUpxWjg9 | Z0FBQUFBQm9GN3JHOWtwSzNUUFR6YXBZYWVsSkpBNkN6ejdiWkNkY25hUDBubDJ6M08xYVRDS1RwRm1Bb0lFbElJTTZfSU1EUHZsUzQ3U1VqNmRyb2dyS21jWmNNSkhpWjNKUFI2dlFRLV9FM0swYkEySXJrUkJrM2JrUGpXdXc2X3lrc25iYWk3TTcyNEZaWDBXTVFIdzB6V3pyVndvVU5sZDhoZzZlcWJVTy1ra0pROUlWcU9PdnRobVhUdHFmeHBOd1ZWV3V2YTRmWFFWRVdvWl9wdVVnWWdfa0NCdmZSZz09 |
**Welcome to the Daily General Discussion on** r/ethereum
[https://imgur.com/3y7vezP](https://imgur.com/3y7vezP)
Bookmarking this link will always bring you to the current daily: [https://old.reddit.com/r/ethereum/about/sticky/?num=2](https://old.reddit.com/r/ethereum/about/sticky/?num=2)
Please use this thread to discuss Ethereum topics, news, events, and even *price*!
Price discussion posted elsewhere in the subreddit will **continue to be removed.**
As always, be constructive. - [Subreddit Rules](https://www.reddit.com/r/ethereum/about/rules/)
Want to stake? Learn more at r/ethstaker
**Community Links**
* [Ethereum Jobs](https://ethereum.org/en/community/get-involved/#ethereum-jobs), [Twitter](https://x.com/ethereum)
* [EVMavericks YouTube](https://www.youtube.com/@evmavericks), [Discord](https://discord.gg/evmavericks), [Doots Podcast](https://evmavericks.libsyn.com/)
* [Doots Website](https://dailydoots.com/), Old Reddit [Doots Extension](https://github.com/etheralpha/ethfinance-extension) by u/hanniabu
Calendar: [https://dailydoots.com/events/](https://dailydoots.com/events/) | r/ethereum | post | r/ethereum | 2025-04-20 | Z0FBQUFBQm9GN3JHVlZoMVFUMDBzOVJXWUZtY0VWWVpMQzV3M0JscEluSGdMVTdPZEJ4MzlQR0dWRzk1T0N2RDdZWl93enByUEZRYmdFSGtNc0Z4M19rYTNaZUQtbFl4Qks3QjhoaGRUekZyMEQxWXBaeVc0TW89 | Z0FBQUFBQm9GN3JHVS03VGFKdndGRWdwTDRNbVdydXV2TjlLUXVJaG5ORGtfcGVsZWVCelRTRU5PYTlmWVhOZkZ0ZlJCelRaYVlMNzdGMWlub2ZwcDlDYy1vREE0UGozeGpBWFNEb0VuUllRbWVNZlNudXoyTll3ZVE2a1ctWDVkTXZrd1NUVXYxQkVvaDhKWUlqelJNRElYeWhJLUdLUnRORDBZdUYyRnBkVGdyYTJzby1XdFp4ckJYV1o4NjM3YzY3SU44b21HbXFh |
According to Bitcoin ownership numbers put out by Dan Morehead, of Pantera Capital, not long ago, we can work out that at most 15 / 100 BTC users are self-custodial.
https://www.reddit.com/r/btc/comments/1h0nwvh/btcers_owning_coins_proportion_of_selfcustody_vs/
The numbers who hold their own keys / coins self-custodially is strictly larger than the number of people who run nodes.
Why is that?
Because you can hold your keys/coins without even running a node. You can use a light wallet (SPV), or even just hold your own bitcoin on a paper wallet (written record of the key / seed phrase).
So there are even fewer than 15% who run their own nodes. Likely way fewer.
Just bear this in mind when you hear BTC people talk about how everyone should be running their own node etc.
That's bunk, and has almost always been bunk. Satoshi didn't design the system in a way that requires everyone to their own node. The BTC crowd doesn't do this either. The people claiming you need to, belong to a very small part of the user group.
Where things can get off track is when you let the proclaimed needs of a very small minority dictate the properties of the system that is supposed to be usable by all its users. The best check on preventing the majority being exploited by the minority, is for the majority to check, frequently, whether the system still performs well for their purposes.
Theoretically, if it was currency, this would be happening daily, en masse. | r/btc | post | r/btc | 2025-04-20 | Z0FBQUFBQm9GN3JHYmpXVFNFZ09mUWhfUDRQdEJCbE04UllWUEVqRkYtRUZOUDZ1SVR0UnJ5SWpITGJoOXFKN1FlblQ0Tzdsdjk3d05RWDRLWE5kQU5jWjFVeGdpQ0M2SWc9PQ== | Z0FBQUFBQm9GN3JHLUhXZ09lby00VkhqUnhPRF9ETWI5dURzVHpDRTctM2hMQWlQRFNvV2JrZVB4Q1lORWRuV0VMLWJhTDVvbmRzczA0b0l3RFZCZFltRWR3MnBzUGdGaXVTdVRPZHRiTlZxeVRjSF9GTUhDT25vMUZSSlY0ZWJOVWtXM2lYQ202Q0RwRVFQZHlCMkxLMlhBTmo0VS1iZU9vY3Rma2dBb21HMU9vZzhJWkV4dXlKdW1SX21JYktXMWxKMXJSczk0MDV1 |
Over the past few weeks, I’ve been working on a small project to predict Formula 1 race results using real-world data and simple, interpretable models. I started with the **2025 Shanghai GP**, refined it for **Suzuka**, and now I’ve built out predictions for the **Saudi Arabian GP in Jeddah**.
The idea has been to stay consistent and improve week by week — refining features, visuals, and prediction logic based on what I learn.
# How It Works:
The model uses:
* **FastF1** to pull real 2022–2025 data (including qualifying)
* Driver form: average position, pace, recent results
* **Saudi-specific metrics**: past performance at Jeddah, grid/finish delta
* Custom features like average position change and experience at the track
No deep learning here — I opted for a **hand-crafted weighted formula** over a Random Forest baseline for transparency and speed. It’s been a fun exercise in feature engineering and understanding what actually predicts performance.
# Visualizations:
* Predicted finishing order with expected points
* Podium probability for top drivers
* Grid vs predicted finish (gain/loss analysis)
* Team performance and driver consistency
* Simple Jeddah circuit map showing predicted top 5
# Why I’m Doing This:
I wanted to learn ML, and combining it with my love for F1 made the process way more enjoyable. Turns out, you learn a lot faster when you're building something you genuinely care about.
# GitHub Repo:
Full code and images here
[https://github.com/frankndungu/f1-jeddah-prediction-2025.git](https://github.com/frankndungu/f1-jeddah-prediction-2025.git)
Would love to connect with others working on similar problems, or hear thoughts on adding layers, interactive frontends, or ways to validate against historical races.
Thanks for reading! | r/machinelearning | post | r/MachineLearning | 2025-04-20 | Z0FBQUFBQm9GN3JHLWlzUlhvNHlpTHA2YlZUd3JqN0xoRGVab2E3dTVjTUZnbVZFaUUwc3lmQzB0VHBjTlRJc3c0cFRjdEEzV2ctankzMG1XT1NXUlRaTlBPcFBHV3NRSEE9PQ== | Z0FBQUFBQm9GN3JHbWoydEFISEdqWmFJV1pVUGpZVUpVX2g3RURlenNnZWdIdHFhTlNwVzY3RDd0TDliRkVPZmRzWm5Ka05ndTBxaGhlOXRXc3RkV2tua2NIb1RBeUlBUXg0VUw2cXY5Qi1lUUd1cGl0UlAwM29SaTZocVVSci1wVW9PbUc0a1dXcUwyYk5ocWMxM0dXVnBuWklYTGlSWTd1ay1vaDRvQ3d3R0gteUxBaDZfcTR1d0tncG1teXVLZjNVblNCWlNDUFBkdWNHNHN3R3lNUDA4Q1JBZzFKWUVuZz09 |
BCH uses a proof-of-work, not a proof-of-stake consensus algorithm. There is no staking involved in how BCH works.
But you can lend your BCH to some company and they will pay you interest. The big risk is that they will just keep your BCH and stop paying interest. | r/bitcoincash | comment | r/Bitcoincash | 2025-04-20 | Z0FBQUFBQm9GN3JHQ01xYlNoVzBrd3BqUngzSDBKYWFCSWFwOVdyVlpkb1pPUHVGQ1hFMjZOYVFTdW9fREYxVmVLbWZ3R09wOUpoSlpYeWIwSkdSdTE3dTI3Y3FGbzh6SDBiYnZXdUtpeE5rR2dOU00zU2xuQzA9 | Z0FBQUFBQm9GN3JHUHFFWHNMelBScjZxU09XbGd1TkVxVERmbmM3cVdyX3JKRW1oZjNVb3p2SkVhQXp6aVJkZGFXRnl6QlU3bUhBQUlXRVNvM0tiYjFEYWs4UnNKRFdfRVUteC1wWTZHVzJfdHQxT2NNNGFhVU96YkN6QlhUSlJQX2V5dXNVSGNTUmdmUlJUOWh1a3ZmWGo0MWVGQ2VqQk1pU3MzOTJtblcxV0d2R01SSVQ3M0NVPQ== |
Please stay on topic: this post is only for comments discussing the uncertainties, shortcomings, and concerns some may have about Monero.
**NOT the positive aspects of it.**
Discussion can relate to the technology itself or economics.
Talk about community and price is not wanted, but some discussion about it maybe allowed if it relates well.
Be as respectful and nice as possible. This discussion has potential to be more emotionally charged as it may bring up issues that are extremely upsetting: many people are not only financially but emotionally invested in the ideas and tools around Monero.
It's better to keep it calm then to stir the pot, so don't talk down to people, insult them for spelling/grammar, personal insults, etc. This should only be calm rational discussion about the technical and economic aspects of Monero.
"Do unto others 20% better than you'd expect them to do unto you to correct subjective error." - Linus Pauling
**How it works:**
Post your concerns about Monero in reply to this main post.
If you can address these concerns, or add further details to them - reply to that comment. This will make it easily sortable
Upvote the comments that are the most valid criticisms of it that have few or no real honest solutions/answers to them.
The comment that mentions the biggest problems of Monero should have the most karma.
As a community, as developers, we need to know about them. Even if they make us feel bad, we got to upvote them.
https://youtu.be/vKA4w2O61Xo
To learn more about the idea behind Monero Skepticism Sunday, check out the first post about it:
https://np.reddit.com/r/Monero/comments/75w7wt/can_we_make_skepticism_sunday_a_part_of_the/ | r/monero | post | r/Monero | 2025-04-20 | Z0FBQUFBQm9GN3JHVG1YaGtwLUtjQnRTZ0Zhb19hbTItaVNrVDZkZHVzenl6QmwwVGtNaThzanhwQm5ZUG5IMmZlVThTelhBbkNtenZ0YVRqdHVJc3NwX1BWcTlIeC0xQ0E9PQ== | Z0FBQUFBQm9GN3JHUG1kdzN4a0I3OEZUSzJSZk9DQi10YVljNXpSRXRJV0R0M3IzSU1uODE4ajVFOUVzaGFBZEg2NlhkS090RkRsTEs3VXNjemJPZDlXX0tBRlBMd2ZZWlNNM3hNMlVaUXM1Mm9PVkowVExrZUtUT2lkNEFLSTk1anZid3ppX0Y1Mi00RTRlZ1JpNmhLZGxZY2xfMUJyQkE0cUswT1psNkZyOVBlN0tidVV1dU9sb2tqVjhwaGFVaWx2cUhLbVI4dGp3 |
Source: [https://x.com/naiivememe/status/1913550853681910156](https://x.com/naiivememe/status/1913550853681910156) | r/cryptocurrency | post | r/CryptoCurrency | 2025-04-20 | Z0FBQUFBQm9GN3JHTWgwZnNkdmN2MUh6WUx0eUtiTW5FcjQtakpkclR1RlQzYkFpNXg1UjNvMF9zWFlQZE9hN2h4MnBUaGx3eHMtRTFrcWd5VkFIV21qeHVKaGFDbi1qZkE9PQ== | Z0FBQUFBQm9GN3JHd2tVc2o5MTJwUGRFYlVWVVEwUDBDZ2stbS15UVRURmJURVJoV3BqeTdGQ210TVJNV1hjcnBQb2tXYlhTd3NSandkTEpXQXJZaFNKQU8zTy1qOUtMUnBuSHlmcFFNZFQxblNzWnhiM25qeUxITXdHQTZMTlpXblllcTdfSDJ1TXctaXVfLVV1VWhPZlBzYTJlUEdRVEh2TVFBTHFfYXpZUlVsOHdSaUQ1MnNxUWlacl9EblNkZ0hVQ0lLLWJHR09Na282RjY3Nm9VVXdQaVdNU3pkYmhyUT09 |
BeCash and chill. | r/bitcoincash | comment | r/Bitcoincash | 2025-04-20 | Z0FBQUFBQm9GN3JHcFBXTWVPMHZzYmt0X1oxYmtrNkJyOXI3dzZCLVBYeDRsYmRLRXVtTWk2elJjN2JkRnZlcjF6bVVKVXRSY2FnZ1pFVHkya0tJZXFzSE9SeTcwZU9MWi13X0tyc3hxNE9TNC1lejlXRUJNXzQ9 | Z0FBQUFBQm9GN3JHc09raXl5LThDb2F2RkphWERlbzF5SkZaLWkwUWNYQy1RVlFrRHBYaXQ4a0NPbXhGd0c0SU1xOEtJZEpPbmR5cFBxNkpLMnpUZXNveUpUMlVpcDBtWUsxSEI3ME84S0lhSHRqbjhoVHFucUk3WUhzM3NQZ2dlMW1hWWtNdEU2eUR1X19qalRfWG9mcTlkVW1TV3ZHZXNteXkySENWT2sxZGJBU2pMWU9udjNrX2l5aUxrY0xWbHVzbjRTQndrT2VJ |
Far from the data manifold, samples move along curl-free, optimal transport paths from noise to data. As they approach the data manifold, an entropic energy term guides the system into a Boltzmann equilibrium distribution, explicitly capturing the underlying likelihood structure of the data. We parameterize this dynamic with a single time-independent scalar field, which serves as both a powerful generator and a flexible prior for effective regularization of inverse problems.
Disclaimer: I am one of the authors.
Preprint:
https://arxiv.org/abs/2504.10612 | r/machinelearning | post | r/MachineLearning | 2025-04-20 | Z0FBQUFBQm9GN3JHV2k5NVBoMGxjTkUzcnpGNDlDTmk0UDU1d19UZWdYY3RPNmxwblpNdWVDZUlkWHZIZDQySm0taGhTT2NNLXRnd2o4RV90RmxJUXhzM2d2Qy1kU01IMkxFeFJLZkZnRFVHZEJUdVNZMXFCZnc9 | Z0FBQUFBQm9GN3JHcHJYQmxUUmZqVThpRVlScEU0OVZuV1N5V0s5Tm9saU83Qlg4REFiMGc2dUNXZTF4ai1aMklPQXVjWmFPa055UzJDWUlUcGwweTNmbHplblhoSlB2cHJxR01EeEpraDRacXRoMmVmV2Zua0JCMFhIQThCX2toM0VicTk5czZtSW9MYUMyMXA5VEdsMDRza2dhZ3A2U1ZIZlRPMHlxUzBnbTNPS0lMSW1kalFfeHNBNWRRdjZVSHk5ZGVBRTZFV09sTU5ITFdVSWlaM1hNVDMtMlN2Y25CQT09 |
You can, but you shouldn't. Everyone that takes your BCH and pays you is shorting it against you! That's why every bCasher should take their BCH of exchanges and off interest paying custodians.
The only place you should us are BCHbull.com and Moria MUSD. The latter will sunset its test in May and start fully. BCHbull is fully operational. | r/bitcoincash | comment | r/Bitcoincash | 2025-04-20 | Z0FBQUFBQm9GN3JHQ1o4RGJwMEViSEx3dWpJdTZIeVloWW1haVNUSWVHREJhSkhhQnpISVRCVkF3bWdDRnBDNGI3ZmZNOFd1QVRrNGtDamRMY1doTFdhUHM5UWE3bGF3SDRGdG5kZl9XME4taEtZMEdNNlBTS1E9 | Z0FBQUFBQm9GN3JHR3BHSjk1cU5hWGxrRE5CTlBUSmxNa0FCYkhHWVVsMUdGM0twN0VlQ0pPelZpN0p6UVdhbllSSVpqdWZDZzZRNEhnY25QVnF1MnJRSDVWUU5vOEFFMzdOeHRtOGpHTWpjSi1GREd6bVZEbU40TllLWWhpak5GVUhUT2NuSWJOQjFlTTdWYTZSN1Z0cWFqeklQU3FNMTQyaDNxME95bUhQeVU2eERQRThFR3FzPQ== |
The bigger risk is that they use your BCH to short it against you. | r/bitcoincash | comment | r/Bitcoincash | 2025-04-20 | Z0FBQUFBQm9GN3JHV01pZlNjQlBGZ29FVGV5SmZ0VDRfTWJPTWZOSndYVWNQbWhqaTNTNFhoZWN5c0ZOeUtRX05kRl9Jb3Nyek1YTkViemlEZ0VsTXcyMnJORi1EdmwwWHdXX295eHdLT3R3Tk80RDlMSGFVYmc9 | Z0FBQUFBQm9GN3JHZWY3MTRWa2FLa191OTR4dk1ObW9vLVNOdjBpWkhEekJnSHJBcnU3dTAtY2taNFJkQmg0eWtqT19PaGdXbE9UV01iSmZwM01BQXpVaVpjVzY3dTB3aHFZLVExTmtLeFJZakRoRmpjVzg2MERIVTV0aktGbjR2TWg4X2prdmdQc29PSGxpN0FMbTNHdDVVa1AxdUZhSnNfbVVFOWhrY1BINExQSEM3cUEzNjZRPQ== |
**TL;DR** The paper presents a unified theoretical framework describing memory organisation of modern architectures (Tramsformers, RNNs etc.) and evaluates several entirely novel memory models that can be derived from this framework.
**Paper:** [https://www.arxiv.org/pdf/2504.13173](https://www.arxiv.org/pdf/2504.13173)
**Abstract:**
>Designing efficient and effective architectural backbones has been in the core of research efforts to enhance the capability of foundation models. Inspired by the human cognitive phenomenon of attentional bias-the natural tendency to prioritize certain events or stimuli-we reconceptualize neural architectures, including Transformers, Titans, and modern linear recurrent neural networks as associative memory modules that learn a mapping of keys and values using an internal objective, referred to as attentional bias. Surprisingly, we observed that most existing sequence models leverage either (1) dot-product similarity, or (2) L2 regression objectives as their attentional bias. Going beyond these objectives, we present a set of alternative attentional bias configurations along with their effective approximations to stabilize their training procedure. We then reinterpret forgetting mechanisms in modern deep learning architectures as a form of retention regularization, providing a novel set of forget gates for sequence models. Building upon these insights, we present Miras, a general framework to design deep learning architectures based on four choices of: (i) associative memory architecture, (ii) attentional bias objective, (iii) retention gate, and (iv) memory learning algorithm. We present three novel sequence models-Moneta, Yaad, and Memora-that go beyond the power of existing linear RNNs while maintaining a fast parallelizable training process. Our experiments show different design choices in Miras yield models with varying strengths. For example, certain instances of Miras achieve exceptional performance in special tasks such as language modeling, commonsense reasoning, and recall intensive tasks, even outperforming Transformers and other modern linear recurrent models.
**Visual Abstract:**
https://preview.redd.it/yjcr3t4quzve1.png?width=1147&format=png&auto=webp&s=923bbd6240a3bb54aeb95a6b48bddab3190b8e01
**Visual Highlights:**
https://preview.redd.it/eb35u98ovzve1.png?width=1105&format=png&auto=webp&s=90af5c35dadb372912110d9fc3172697b719ee06
https://preview.redd.it/pmozss1pvzve1.png?width=1169&format=png&auto=webp&s=f61654e865ce53c041ca6ce5b6e177294cbc453f
[Models marked with ★ are proposed by the authors](https://preview.redd.it/vwom06vpvzve1.png?width=1335&format=png&auto=webp&s=7331ecd088d09cf9e873153cfe1368040244d3ba)
https://preview.redd.it/lh2cp70rvzve1.png?width=1327&format=png&auto=webp&s=61f344dc9e0bb330d03ee15e3a572355988f01e4
| r/machinelearning | post | r/MachineLearning | 2025-04-20 | Z0FBQUFBQm9GN3JHZTdLMGYxZHVId0t3MUw3OGs2SUU4ejJ6Vmg4cWozTl9nZG5RTEpWbjRPLXpCQ0paaWNQNXdzQUZoT2x3V21CY0tBak0yUk5ZUkFqOUVEZWdCRnA3U3VXNTducGxKYkNENmFncC1UZ0NoM2s9 | Z0FBQUFBQm9GN3JHZWkxcjEzVERraWZrbWRtVmtnRUlpMXNRdC1xLUwzUlAzZFJkdnpHaC1ZeEl3MFRqVUJwTE1wa3dYdnpRdlppZUVOTVJSdTRUM3ZYcllvNHZONjFENE92YXJnQURfc1BqU2RHWWRDRGRuSjIxd0ZTRTBPcHNzUV9vSXVzMmR5ZkVhSVZ2RGdCZ19tTTUzc0F4em1DcTZUdDhzQnotNDVvUjQyeVpxdU0wdEpJYnB6SlJhUXg3eG5WQnJncE93SEl2RGo3X2VKX09FWC1Kejd3Q0N1ckZKUT09 |
I've played around w BitcoinVN in the past. They'll pay if you lock coins up there so they can facilitate trades. I'd like to think they were'nt loaning them out to people shorting BCH but I don't know. Anyway, I figure the risk isn't worth the reward.
Otherwise Dangerhighvoltage has good suggestions | r/bitcoincash | comment | r/Bitcoincash | 2025-04-20 | Z0FBQUFBQm9GN3JHMTVwYVJxcldGQi1HTzRWc1d5R2hnazNfbC1iWmdFRHpySlNBbWp1WXZDZmpiRXpyQWlMLTdEdG5QbWIyV1NlWlFFUEtnTl93eHFER1BWc2FIUlhtRWc9PQ== | Z0FBQUFBQm9GN3JHU25vdjFpNUpFNXhpeGFzcy0yWUxTbnJfLVJwUGMzemlMb0tvUW1CQUFCS1h1Z3VJV2dTQ1dUeXFkYlcxUVZlekdRZGxDcE5BTnpsQmV4WUJvOFJZelB4c2d5M3duOWJQVjNRSXVDOFlqZ2h0aU5rTlplRDlIR0dXS1VnQ1h2cC1QTXc1dldkNl9TcWo2VVFpV24tUFgxOGZGT2NLSmtla2s5dVo4Uk1aa1dnPQ== |
Hi,
In the past few months, I’ve received a lot of job offers for full- or part-time work with unbelievable hourly rates — $100 to $120. They claim you can work just 4 hours a week, from anywhere, whenever you want.
Without any interview, they send you a script to run on your machine as a "test." But it’s not really a test — once you execute it, it scans your entire machine to find your MetaMask or Phantom wallet data. Then they try to decrypt your seed phrase, and you end up losing all your funds.
I’ve attached an image showing what they’re able to access.
Stay safe!
| r/ethereum | post | r/ethereum | 2025-04-20 | Z0FBQUFBQm9GN3JHWk93UlNpMF9kRlJ6Skk4UmxnRFJLWUFhZHdaMWI3YXpVX0h1MGRYampFUGtFd2wtM2Rjc0x2SkxaYldkbGdBTW1UMnZtellZaGdFTUU2SmxTOHdLOWc9PQ== | Z0FBQUFBQm9GN3JHZlpjUkg1bG94cjNVS0Q0NTFwalVRTnBoMmViWW9qSEFzZGM2dlBtd3RVSUlEWEdzNDBlOW54OEVFdkJ1QTVmWWxGRDdhdmJ0Zm5BNkZXYlIwUG9jSC1VRXE4T0c2aVVaWGFzTVpXTTJnM2VtMFdaNXhzb0h6OUQyT0FLb1FmOEc3czBWRld5UEtOc3Bzc2Z6YS1fNXM3NFJ3WUhKWUtzMkF3TlRuMFhyUEFlbWNHS2VxVWFRS1haTHZkc3NtUmczb003ajF4bVJmNVUteGVIaExmTE5YQT09 |
I stumbled across GNNs in some courses in my masters but we only scratched on the surface. I've always found them interesting and have now decided to take a closer look. Can you recommend some good literature to start with? I also need to brush up on my graph knowledge, so would also appreciate if you have some suggestions. My knowledge about neural networks is pretty good though. I guess the original papers are hard to grasp without having learned from other sources before. Any recommendations are welcome, also videos on youtube or other resources. Thanks! | r/machinelearning | post | r/MachineLearning | 2025-04-20 | Z0FBQUFBQm9GN3JHd3hOMU5mSmltWnBacEo2ak01NmRlamZ5dEpna3NzZlBRYWRSbEZsc3RRdnlIbkJmb20yZDNlUTU1cWZvT1EtN0J2aWk1d09BZnk5RC0wVUFqSjVyZmQ5RjNxQWZtQ054Z1VsclozUjYtRWs9 | Z0FBQUFBQm9GN3JHMGl1UENYSUpmZU45dkN2cVluSG1wOVZfYzZCSXBlTDBXSGNSUjQ4Y0dIZ0RJVDNIQTZtR1N2WVAxSndDV0dsb1c2bGVCZWFJMWQ0WFZ2YkFzLWJJcnBJZzBFSnU3ZmhaZDRBOWNhLWNfdzZFcDU1R1d0dFY5OG9pRlRTanBFcnpjamRNNHlWVVd1NHV4T2RZWFlVZ2toMU43SDE4Z1F0amVBeVNVRXdTOUNGLUhVNVZ6UGJLNi1fb1NRUEhqSlQw |
There is [Badgers.cash](https://badgers.cash) which is a contract that allows locking any amount of coins for fungible CashTokens.
BADGERS tokens are currently [trading for about 69 sats a piece](https://app.cauldron.quest/swap/242f6ecedb404c743477e35b09733a56cacae34f3109d5cee1cbc1d5630affd7), which works out to (divide by 20) an effective rate of return when swapped for sats to about 3.4% APY.
There is also [Future BCH](https://futurebitcoin.cash) which lets users take coupons for time locking Bitcoin Cash as fungible tokens until some block in the future. That rate changes all the time, it's currently around 3.1% APY.
It's possible do something like stake Badgers paired with Bitcoin Cash as a liquidity provider on Cauldron, but obviously you'd have to keep a good fraction of the value as a fungible token that might go down relative to BCH, which could lose money.
It's sometimes possible to collect some prebate for hedging on BCH Bull, but you'd be impairing your coins in a swap where you could get less coins out if the price of BCH increased.
With Badgers & FBCH, users should always get all their coins back, plus either a coupon or a token as a reward. | r/bitcoincash | comment | r/Bitcoincash | 2025-04-20 | Z0FBQUFBQm9GN3JHUjFZYzVPNFJQVDd6THBMWXhnRGhCSGRNTTdfeHF3QUpsSmItUlhscnpRSVF6dVViOTFsR1JzdU9nR1ZYZ2k4N0F6NUViRzRHMHhja2c2NEZKbUp3ZlE9PQ== | Z0FBQUFBQm9GN3JHUW40dHZscFZnMUhnZlFINlVGVU5vczdaYUphQUtpZG9fODZZUjhZMGxTQkVxRzBBZWxNYzVrOXZ1aWFfNXNkVmRSOEJUbmFYakN2LW9FZ04zWHJsR292aWxfSVNUZjZRTE84UmFEN1lsMXdzeXRhRjJKS2hmamhranFrZXM3WXdld21PR2J2WGl5VXcxTWtYWUxNSWxCdDNZeVU3WGhLcUJ4OXNvTkdDWV9NPQ== |
Source: [https://x.com/rovercrc/status/1913954808228200949](https://x.com/rovercrc/status/1913954808228200949) | r/cryptocurrency | post | r/CryptoCurrency | 2025-04-20 | Z0FBQUFBQm9GN3JHU3hqRk9KNllvU0lSeU1BZHBUY1plaU5jTG1WLVVKZktZaTVrc09FLXljVnBlYldGNkxodkFwdFlNWlZFZ004M2szdVE5dnpZTkN5Q1pDUGlubU02WXc9PQ== | Z0FBQUFBQm9GN3JHckE1UkNKUlprOWUtX0RqM3hwMmEyWms3cWR5Q1o2R3JoaWgxclpRMDdfdmZmY3FwS1VfM2RNMmJHWDB1YTVDd3FZNEtJZ1lud29HOTY4ZFFrNW5tM00yX2I3WE5RLXdmeDN0NUhtZHp4RUdZNXFkS0ZVU3NNNldmX1lYRURTSl81RW05cVpaMEV5Vy0yb0MwQnJzdndHclRjdi1GUmpHZVVPd29Gb2VmQWZXeWplaW9YYU8wTXNjRUNuOFQwYVhSUy1VZDFISE1JVjZlVlRCNHViU2JqQT09 |
https://app.cauldron.quest/tokens
https://docs.riftenlabs.com | r/bitcoincash | comment | r/Bitcoincash | 2025-04-20 | Z0FBQUFBQm9GN3JHUlV1c21JaWZPdEJpTFA4MWhIOGtrY0dXcmlLWElfZXRrcG1VYXRwRmhQU0VnVUV3NV9jR1RUYUhVRGcza25KaVh6VTR4QWlWVGt2cXJ3b0E1aUhGTHc9PQ== | Z0FBQUFBQm9GN3JHNC03blJmT1pseEkzQmlORFc3S2YzbGNyWTZVTWhIeEgwMEFXVVFrYUg1LThhZ3ctNDdfSHBRTHU5Z05jcTllUkJPSllmcjBjNjNpdU5TOEMwVDNOYUREYV8wc3lBWFFKVmpLQkk4NUxHQlJmcHE2OW5wZ05jY0NhMEpOai1nMTltX1VxcTJZQzNBdmFpODMxbmhnalluQkkwaV9KWVNDZWdYbGFyNXlJZGVJPQ== |
What are your opinions of subnets value coming into the summer? Do we see the prices retract toward 1.0 TAO, or do we see 1.5 -2 + and higher?
[View Poll](https://www.reddit.com/poll/1k3uvf8) | r/bittensor_ | post | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9GN3JHdXZKWmFfd1JZeU9LNkpybGlwZXFDN1Q4QXNqN0J4WVJvQW8yTldyWU12VUJJSDhSUWNaR205RXFwaFZxanhERm9EWkhNNWVoZHlIbUNGTmFiaHIyOEE9PQ== | Z0FBQUFBQm9GN3JHbjNwQWRWS2VLd2pXSF9EaTd4OTN4WmNIWHJtOEJabkpZVVVZaE1lWVNJRHdheWF3VllCc281U0xwdVVVS0FnRVJYMTQzMGh4S2lsbzFCdXJieUhOMzNRN2hGWm04d0ROQ2ZqMWc3ZEltc3hJajgxUi1VTVlWT2VOdktYcndMYVZRUzcyZFRkVHVqdl9KSEtfcS1vc0hpcHA2aGV5Tnc4b0NfbW12ZGxqSTVTZHhCY0RNYnZRY0U3U0hnRW1EMTlO |
How difficult would this be to implement? I understand why they waited so long though. There was no need to switch until chains like Solana gained traction.
[https://cointelegraph.com/news/vitalik-buterin-proposes-swapping-evm-language-risc-v](https://cointelegraph.com/news/vitalik-buterin-proposes-swapping-evm-language-risc-v)
The Ethereum co-founder continues to propose ideas to make the smart contract blockchain more competitive with high-throughput chains.
Ethereum co-founder Vitalik Buterin has proposed replacing the current Ethereum Virtual Machine (EVM) contract language with the RISC-V instruction set architecture to improve the speed and efficiency of the Ethereum network's execution layer.
Buterin's April 20 [proposal](https://ethereum-magicians.org/t/long-term-l1-execution-layer-proposal-replace-the-evm-with-risc-v/23617) outlined several long-term bottlenecks for [scaling the Ethereum network](https://cointelegraph.com/news/vitalik-strategy-scaling-ethereum-strengthening-eth) including, stable data availability sampling, ensuring block production remains competitive, and zero-knowledge EVM proving.
The Ethereum co-founder argued that implementing the RISC-V architecture in smart contracts would keep block production markets competitive and improve the efficiency of zero knowledge functions for the execution layer. Buterin wrote:
>*"The beam chain effort holds great promise for greatly simplifying the consensus layer of Ethereum, but for the execution layer to see similar gains, this kind of radical change may be the only viable path."*
The proposal highlights the Ethereum network's struggle to improve throughput and remain competitive with next-generation monolithic blockchains such as Solana and the Sui networks at a time when [investors are losing confidence](https://cointelegraph.com/news/ethereum-price-may-have-bottomed-but-pro-traders-show-little-interest-in-buying-eth) in the original smart contract blockchain.
# Ethereum's scaling woes and a collapse of Ether's price
Ethereum's blob fees, transaction fees taken from Ethereum layer-2 scaling networks, [dropped to a weekly low of 3.18 Ether](https://cointelegraph.com/news/ethereum-weekly-blob-fees-hit-2025-lows) during the week of March 30, according to data from [Etherscan](https://x.com/etherscan/status/1907029498681520375).
Using current Ether prices, the 3.18 ETH collected for blob fees during the period equaled approximately $5,000.
In April 2025, Ethereum network fees [dropped to their lowest levels since 2020](https://cointelegraph.com/news/ethereum-fees-drop-five-year-low-user-lull), averaging around $0.16 per transaction.
[According](https://insights.santiment.net/read/ethereum-s-network-costs-hit-historically-low-milestone-8619?fpr=twitter) to Santiment marketing director Brian Quinlivan, the dramatic reduction in fees is due to fewer users sending transactions on the Ethereum base layer, opting instead to use smart contracts or one of Ethereum's many layer-2 scaling solutions.
Ethereum's layer-2 networks have been described as a [double-edged sword](https://cointelegraph.com/news/ethereum-l2-development-double-edged-sword-ether-value) that dramatically lowered transaction costs on the base layer but also cannibalized the Ethereum base layer's revenue.
Concerns surrounding revenue generation on the base layer and the corrosive effects of layer-2 scaling solutions on Ethereum's market share have driven the [price of Ether to historic lows](https://cointelegraph.com/news/ethereum-market-dominance-nears-historic-lows-eth-price-risks-falling) and could plunge Ether prices further to around $1,100 if investor confidence continues to wane. | r/ethereum | post | r/ethereum | 2025-04-20 | Z0FBQUFBQm9GN3JHLVFvbFRnZnhreUhzQlFTQlBveVFsWmJoUFFFVE5qbG5yelFVUW9TbV9FejdzWlNkM0hlYk5leTByMERsNnlZckRzWEdDeGJWSjl4V1hIanY5a0R3ZUFaQmNDTzZOdHVYT25XTWoxaWs3T1k9 | Z0FBQUFBQm9GN3JHaW1jTXVmRWRFY1pORlQ4S1JfblhubHZiNFpfdnpzMDVObzF0UjVQSkQxeHk2V1FhSUItcmVwQlRiczltTDRHcHMyT0ZtTGxmSGJtenB3aG93Q0dTVUc4NjB3QkNrM3J5ai12SHFHYWRjQ1JTNGM1Vk5LWTQwUnVtSHptTFpmcEdwMThvaFF2WFNSbC1PMWN6YnlmYWp5NGZndzVEQ2JuQ3RYUWJFS0ZxUjhCVXQ1dVpWTUIyc0lWc3AxY3ExZDhxR3VxWTNyVzE4WkpRS3BiZ1U4eEc1Zz09 |
Can someone tell me any useful apps being built on bittensor or any to look out for in the future. Thanks bittensor fam | r/bittensor_ | post | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9GN3JHVGZwSjlfMEhlR3QzZnkzRFI5V3U2SnF3cl91N2JGVE56bkR1VzdncjlWc2Jlb1R6cVNHdmx6VlR3ODhVdVpEaDVMWl9CSkNxMGpqSUlUd1BkV2o3Vnp4NlRhTHZwdER6YVlibmRMOVEza3M9 | Z0FBQUFBQm9GN3JHWllaS3NIYjZ5MjNDUk1nMC1WUWVmUW9mTVZGdl92aVlKWUR2Q3pFSG1ZZWtGeDdMQzlTMVVNcEZSUnJCZ2ZlWHdyQ3ZNZDNxR29ia1BGM2xFUUkzNkx5R01lMkZfeEdwbmpxVkEweFh1M3ZtVjIyQWlFOC01RS0wT092aG9xUkVqNFpLVTM4bXRIVE9QSjMwakgxbWFDdW5MZW9pYThBNUJ5SWZmQTMxUTZRPQ== |
Shitcoin | r/filecoin | comment | r/filecoin | 2025-04-20 | Z0FBQUFBQm9GN3JHMzVTaV9zeEd4NGhZbWFUMlZvV29wWnUtbDZHSnU4cjAwOE9RcGZXVkNLck1jNzN4VEZ4cXpIb1VYcFlXY0NWSHdyTlhVcHhZTTJNWnlvdUwtcXk4NXc9PQ== | Z0FBQUFBQm9GN3JHTUZjSlJwZ0tWYm12MURaNWhNZ0F5S1QwVGxYQjRUQWlubWZwU0ItVUtJRDA4YnVFanVWSFpNa3pxVXFlb3l3QzhzSzBKWFRLcXpXamxSMzh0TnhycDJxQmNuakVUU0xaVWpINHloMjB2b0xpc3RrUHJwdUJ5c0thV1lZMVByYndldmI3NnMwdE01Rld0dlZjc3JVVWZkUnhyM0RhbnB6bzVRdW9EYXdfc1FoeldIcXZXczJYRVFfZEZVWVVKRDc5MVFTNzU5OU9WLS0wUUthWkp3bHRMZz09 |
Spamcoin 2B supply.. | r/filecoin | comment | r/filecoin | 2025-04-20 | Z0FBQUFBQm9GN3JHc1NCazUwLUFta2hid1FqSjZPY2FqT3lFTVhxTjlpdDVlb3dpOUVkNlJ0amxFVGJBNjRyVWdTS2tGM05CdFlFdWFYMVBIS2Z1c2FnVmZCYXdkNjVjY1E9PQ== | Z0FBQUFBQm9GN3JHNFkwYnhTR1BvVnlVcVJYZy1nT1l0Q0dvS3pRaEU2dExaalBjTzh2MWU0OUtsSmx4c1lFWWhfbWk4UkpKRDJlcGt6SEt1SlQxTmZ1OER1NUtoR2ZFcFVUZm9odXhUR2ctbnktMVpIUzRqOWF6Y1BjdVMyalVxS0pTaG05d21KYVNybzlyU3NGWnNGaU5FNXIzS2RLS0pqamhoWVVEY0hfZnRJSHI3N1hjdGlydG5XamRrX3hQYjFRUUtYV2Ryc09rbEcydFhXTzZSNXJ1TXFxdnI4RWdiZz09 |
If they short what you don't have anymore, then you carry no risk on that short position. The risk really is that they don't give your BCH back. If they do give it back, the net price effect is zero. | r/bitcoincash | comment | r/Bitcoincash | 2025-04-20 | Z0FBQUFBQm9GN3JHeWxmeGl3cEFfN0lLc0JqNG5aN2JwQkVPbUJ6ZFdZQVJ1NDZPdldpUUZReUQ3elVrNTVKdVNTZFlCUG4wbkZPZ25GSUQ0eWxNYklTSFpsWTFlcXlITzdSVDRWcWxGUEFCZXBSWXZqdHVLcms9 | Z0FBQUFBQm9GN3JHSXVqRzFlbTBFWHZBam90TWlYdnFLbjAyZ1FQeWx0eUluNjZOSXl5RXhrbndUYzVFMlBSSm5xNDRaZlkzU3d2YnVGMzg3d0hyWGpLX2FaR2kzNkd6SkstWG9jVmRNdlFyN0J0RmFhT2Q2MUlZUmszUjA1Nm5TWmhOSVRzZlVwRTN2RTk4STN1MVJ4emRlWmFvWFk1Tno1dWw1STl4YU1VMGRrZGU3QzQwMWNVPQ== |
Yes | r/ethereumclassic | comment | r/EthereumClassic | 2025-04-20 | Z0FBQUFBQm9GN3JHQkhqQlZPd0pVckpuSG8tVTNTRGQyNlk3UVhHb1V2ZjQ0ZnpxcTVLYVBNZm9wSmFGNWx3RzhaU3ZNUU4tQ1lqMVRMa2FxZXhWeEhITUdvN04tTFJyTEE9PQ== | Z0FBQUFBQm9GN3JHaVVPeTZES3pGR19obnZ6ampvV3FiNGEydFU1bDJ0c2l4b3g0Q1VTZk95aFUyUEZxXzBERndjY19yOG5vV3FiRWlJUmtWOEVHZnh1US1VZW8zOHowTTRJbk9SV3FFTlY5YTVUQ0V3LTlQbXQ5NnZ0eGt4ZE9KX1Rob1dibG83TjdPXzF4bUlzV1hNaUd5U1pEQnlKRUN5bWVYaHUyQ3ViY0hha0p2MWVEWXl4ZDc1c1F4WndXWDlLVHZ0M0FWLW5DRGlmeUhCYkkwcDJ2UjlUZjMyek9qYUwwaExKUkVsN0pRTk9FT1dJRDRPRT0= |
Solana or Filecoin? | r/filecoin | comment | r/filecoin | 2025-04-20 | Z0FBQUFBQm9GN3JHWHg4aUVRMHU5MWs3T0VmT3pKR2JWZTVTemtYVmUxRDBnVlZObDhzVGl1Y3pBQmpKbWRtWGlDTzBTRHBYWHlBWVVtYW1fQWNmR0tjVmtvMEJ4M2lkMEE9PQ== | Z0FBQUFBQm9GN3JHOEVOSHJBd0xHdk5HdzJ6bEl3UWxSN3hUYkxaVjZ5ek0xZnVBTnpRdUFPa2syeUZTVi1QcUlRdU5KcHlSZjdqbmR3Q19wT211d1ZhYlNDNHFieVlNc2doelFLd2ZJU2o1R2NtUWtqS2RxemwyQWdtRlViazBjbUNZM1p0cFA2NmJzMXoxYzZxVHhrRF9SZjZSTlRqa2hBT0VxbkZ0WkI1djR3RTFQa2g5bXFGOEduMElYcTNGRHNQTmpMTnl1ZzE0N1VReTJZZHEtNE8tM280WTNmc1FqUT09 |
🙄🙄🙄 | r/bitcoincash | comment | r/Bitcoincash | 2025-04-20 | Z0FBQUFBQm9GN3JHUmROcGY3emZOaUNyRXhzWEl1ZURTZGVMeE1rVjY1V3dfUzNnR095dWdxOUY3MFlsVmtzaThvSGQzOExYaVVPanRMUjhGYjhoVXhFYU9ITmJ5Y2szMW1lMVNvNWN3WXZaeDVBM2NJSVhVWU09 | Z0FBQUFBQm9GN3JHZ0lEbHRuWVE2Q1NTa3AzUUxmNndkbjF1Zy01M2o0TmhRSGxFNWdXVnZMVFBuNE1UV2lrNTVlSEsxWVVoWUdRTXNUU0lnaVdHYUpUcEdLT0toTjc5R1pZUjFwT21MOEFSMjZRWG43RWdsVWJDcDNfOFFzRTZQYXkzalM1eld1a291Y2JRTlZkSmp4NXZKeXVjUGZ1UFg1RmdsWmk4dW4xdldCdjJjZmhKYl8wPQ== |
Use Case: I want to see how LLMs interpret different sentences, for example: ‘How are you?’ and ‘Where are you?’ are different sentences which I believe will be represented differently internally.
Now, I don’t want to use BERT of sentence encoders, because my problem statement explicitly involves checking how LLMs ‘think’ of different sentences.
Problems:
1. I tried using cosine similarity, every sentence pair has a similarity over 0.99
2. What to do with the attention heads? Should I average the similarities across those?
3. Can’t use Centered Kernel Alignment as I am dealing with only one LLM
Can anyone point me to literature which measures the similarity between representations of a single LLM? | r/machinelearning | post | r/MachineLearning | 2025-04-21 | Z0FBQUFBQm9GN3JHbXI2a0REWWhTbTlPekNoQTFqQ215TnVhUFN3ZVhiWENRbGJPRVRjZkFjWU14TFg1QmlMYUV1bWlMX1pyOWIyWUxnTjExVmlxVEdTaE0tY08tUDdaWFE9PQ== | Z0FBQUFBQm9GN3JHcW5MSllTRmVVUnp3aFlaaDFNZXJBczgzSVNMQndUMjJIdU1GcFJOTWtTd2xMdGRTQ1JISzlyX09DeEdyY0RrUzZwOV9IWURDdHIySGRFMW51NWpuR1dpZjNmTTlBdlhGczR0djk0VHlyYjRDcG9uOEhlaDNsWktnMlFTLWh2d3M3WFZlR2dJZ1drMmRkTm9sUUJWRE1lcWgxRU9wazN3c0ZtNmtRb2NZeXhEWGtqRHp2NmpYS0dDTXdSSjdFTENSdzVPdjZUVENXSmhiVkhWZVN4T0VWUT09 |
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**Please follow the format stated above, your case cannot be escalated if you do not follow this process and your comment may be removed. Following the format helps us classify and identify the issues, escalate them to our relevant departments and get everyone’s problems resolved.** ***Spamming the feed is unfair to other users and will result in a ban.*** | r/binance | post | r/binance | 2025-04-21 | Z0FBQUFBQm9GN3JHUG5jdE9GWlViMkxwX3VRemdZcmRSRzhKWVlZYWNEMWRINVoycldLYXRhNW1FQTFUakNHaUdZNmQ4UWJMX2ZILWV3Nm51d2EwZXY3ckFyTjNncGtyRVE9PQ== | Z0FBQUFBQm9GN3JHMFRBUnR5RDQwLXd5S3prZHNyc2xKRTc4S2RYRnpnMTY3bFFmbFVMV1YtdUxPSktSMDNIa3Zsd0NFWmk0RWNWSjFudkthSWduZmNwNnRnZk5ySXF3Wm5XOFVPS0hDSXdhS1Y0dF9KRFRmNGozWGREaWU1amRCa2dFY1lPV1hiLTRpOXYzLVNtdUhxZDIzRXM2WHVWazJkeUFVMUQtZGM4LU1kMHpXRWhqNmVnPQ== |
Chutes is 'serverless AI' providing 'instant on' AI model hosting (DeepSeek, Mistral, etc.) for 85% less cost than AWS. | r/bittensor_ | post | r/bittensor_ | 2025-04-21 | Z0FBQUFBQm9GN3JHU01NZGRHN3UzYVlOU0lYeEM3Q2FuWGF5TDZvTVZwLVBaSEtiS2xQWjdXSUltYjh1ODVCNDFZUThyc1lPT0RubW5SRWRMY254WEg2Q2FKQTlrRW9nRHc9PQ== | Z0FBQUFBQm9GN3JHRUZOTmVmWG9TcTlpYWo3YTRWaVJDdzdTVXpzWFVqekZHMUhfQ1Vva1dUazJtOG1XVTBmSTEzSVZKUE1jQnRGT2UxSXZFRkZSTnRJVGU4bFBLcXpGZVc1SmdMQmNyWTlvbUN0MjNIams4cE12emgwM0FsUTBKWkxDSVhCNUhHdDZzTlNiWGJCMmh4OEZnckFlb1MzdUg0QXYwNkpvUmNadmk4QV9WWVAwdG4tbWFLSEtLT2pwTHJneml3Z1Z0TW9JbWFPc2RISnV2dEhmN1dfMWtmSE50Zz09 |
**Welcome to the Daily General Discussion on** r/ethereum
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Please use this thread to discuss Ethereum topics, news, events, and even *price*!
Price discussion posted elsewhere in the subreddit will **continue to be removed.**
As always, be constructive. - [Subreddit Rules](https://www.reddit.com/r/ethereum/about/rules/)
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* [Doots Website](https://dailydoots.com/), Old Reddit [Doots Extension](https://github.com/etheralpha/ethfinance-extension) by u/hanniabu
Calendar: [https://dailydoots.com/events/](https://dailydoots.com/events/) | r/ethereum | post | r/ethereum | 2025-04-21 | Z0FBQUFBQm9GN3JHRTdRUnFXT2syaW5id1kxLU5QTmg4dmFfWEJ0OVVZSG1XWGhrUUg4YWVpU3NPb25SSGlJenc1aDE1ZFQtR1BDM3VoQlRFZlJDcTNFelhxLTQ0OERUaVBTTG9MRUpfRzBjTnhCdk5CN2VBSVE9 | Z0FBQUFBQm9GN3JHUXJmZTVlb05mT291UEx5a24ydnVrcG9DNktHNDhXYUVoYVRjdGdjdHVRN2xLdDMwNUk1U3F6Mk95aFpoRVpRaUpTZFpvTUVnMDNyZHlvQmoyWlBWTjM1c3g3Uk9qVWVBQ0s4WmlpaXNtZXNuZHJsa3RXNm43WWNzd0ZybjBQSzlPSjIzUF9MSnZsam1rNkRPQWJXVDExTjhCRmZBN0YwX1dka0EzSlBhcnhCOGZMM2JiSWU2YkkyQVpVb1p4TlY1 |
Besides what 2q_x said, yes there will be more ways to do this later... | r/bitcoincash | comment | r/Bitcoincash | 2025-04-21 | Z0FBQUFBQm9GN3JHTzZXRGFhQ3ByV0NqNEhaR1JxUG9kb3JvV1l0MmJpRy1DMS1FXzFQMUQydTdTbVJCYVRGSzFsQXNJaVpoQjdDS1phaWpVUS1ZX1RPcDRQTGZUTUFqQUE0YkI3ZHJMT1UtQmVEUlJvWXFHbmM9 | Z0FBQUFBQm9GN3JHMG5hVi1pUm9SMGxHTXZZeGhSd0x3WWtQMGNQaEZldVY1RzVXeGE5UmFGVXJmZlFFalpVZ0oyMWI0UXVPOFY4R0V5VG51RnQ5aHpqbllpVFB0Tk1qbl9YR0NUakgzQnoyUHRMSkZEN0sybm1FVDI3NzBmUVlkcUlJYmVzMjE4SkIzOXAzaE4wTHEzSG1qS3pFdGVuV2hKVnh1bXZqb0I5ZkY4ZElBcWlXWnNvPQ== |
I keep coming back to this excellent 2022 documentary about what Bitcoin means, and thought I'd repost to help newcomers find it.
Who Killed Bitcoin
https://m.youtube.com/watch?v=eafzIW52Rgc
Hope you all are well 💚 | r/btc | post | r/btc | 2025-04-21 | Z0FBQUFBQm9GN3JHa2xYQy1rRDVNSHFwOGxnc1FBVDBTX01jYVJ1RWlhQUFwNERXRXZxbkVyaWxMZDhYdXdjeW1wUm5rVlY1YVZBWW56MHBGanpRT0lObzBXTUd4RFlWaXc9PQ== | Z0FBQUFBQm9GN3JHLVl2eHVVTG54bjNmanJzYTZoVlNDakRxckRBSWpXWEYzaWZIdlVjN1Q2YWZkRm1SNGh5YjB1N3FaSFhTUjJtZUZQOFA2OUF2R21FWC1CekhtWHNHUWxTZjMwdFJTVnV0dVYtVDRUQk9EQWttNERtY2V0dWNPdlQ4VkJaMkczalZ3UEhtZnFFWVZJa2V2S0dnUGo5Q1lSeE5lRVlQYWtaODhZaDQyMWtnSEN3PQ== |
Given the success of the previous MAAMs ([see here](https://www.reddit.com/r/Monero/search?q=maam&sort=new&restrict_sr=on)), let's keep this rolling.
The principle is simple: ask anything you'd like to know about Monero, especially the dumb questions that you've been keeping for you every other days, may the community clarify it all!
Finally, credits to binaryFate for starting the concept! | r/monero | post | r/Monero | 2025-04-21 | Z0FBQUFBQm9GN3JHWVhJRldMbTdFMDZuX1pRaFVfVmphWndYNElHRXlIY00xMW9wWjZiSW5weVNmT3RYRkNMV1Z0TEROT1RLOWpvN184X0tWR2NfX3dLOVlCcHhudEV4bWc9PQ== | Z0FBQUFBQm9GN3JHREJyTWFQcFNlNHgxczk3cmdaZ0UwVHBKcUxwWE14UTVKSmJrZXFxaEF0NzRSYlJmZ3pvTldhSWNSZWZwZDh4QnZCN1VMVzUxQ002SUhDR3lSdmpCZmFVbzgyLXRySU5EaU8xV25ud08xSXJ4aWhaSDd1UGxPWC03VUhRVG5IQVBqUW1kamcxXzNLR2VpWnRVZHcyclBtUHhhNG1Yam5jS3RMcm5wWFNMODRDZ2pqdndOYjBrWWxfaEs5b09Ja1lV |
There seems to be some research interest in the topic in the title, especially in fraud detection. My question is how would you cleverly combine them? I found some articles and paper which basically took the learned embeddings from GNNs, GraphSAGE etc. and stacked them to the original tabular data. Then run XGBoost on top of that.
On the one hand it seems logical that if you have some informations which you can exploit in graph structures (like fraud rings). There must be some value for XGBoost in those embeddings, that you cannot simply get from the original tabular data.
But on the other hand I guess it hugely depends on how well you set up the graph. Furthermore XGBoost often performs quite well in combination with SMOTE, even for hard tasks like fraud detection. So I assume your graph embeddings must really contribute something significant. Otherwise you will just add noise to XGBoost and probably even slightly deteriorate its performance.
I tried to replicate some of the articles with available data but failed so far (of course not yet as sophisticated as the researchers in that field). But maybe there is some experienced people out there who can shed a light on how this could perform well? Thanks! | r/machinelearning | post | r/MachineLearning | 2025-04-21 | Z0FBQUFBQm9GN3JHUE1hTXpVdVNNeXZYM09xUDE2S2hKdVJ6cGVGRUozRWVha3NXQzkyTUtHYVVkaTlmbXk4VWZOdnB3Zkhmeng0QldUY0E1YVVkOVB2ZmMwNWdtXzh0X05HcXBaVGtlVndmMk1vSUZZUFZVWWM9 | Z0FBQUFBQm9GN3JHcGNVa08xcXBydGRLeExuRzRNcWZ2SEZPa0Y2RTVFb0xWSjcwV2stdTdONGdtcWFWYW1aMDJ5QWZGQU1DNXQxVkZHcGxwcjVNSDhkU1MxYVhnclhCM2NvUHFzMmY5NExSdVV3Ty1xajluX3JsRGM3aXB5aGdXbzAxWTFRX0VCb251V2JpUk1HYjE0eDdMVm04TUxtR1BvMzhTOGU5aUtyUko1REtWT0tfLVVOX1lheTlPSGR6UVBlNEV2OV8wQUhf |
Credits to u/singularityissonear who predicted this 7 years ago. | r/bitcoin | post | r/Bitcoin | 2025-04-21 | Z0FBQUFBQm9GN3JHdXRIU2xUTml6OXVuSHUwb3VKd3VtNktOUUpEV2xabnFvdnRqcVFNcl9rd3hDYWdXd0xvZzA3dVV4S29aYW9uTlh4NElPVzlrZWVIOTRBdmxIdWh1YVE9PQ== | Z0FBQUFBQm9GN3JHODJDT0QyYXBzZ1JrMVFDRUtFSnhvMV80LW9vSDBVblYyQlhoTjR6emJqLVg5ck5vYWlvaHdNU242eUg5SkxhZ0xXOGhmNFB4bUMyWDBha1owVUdPLTMzemhRbnFjU2pLSXBjTlZWLXJrUE50MmVvTy1kaU9WanRuLTExS2xxWW5teE5OQ21jRnpoOVk3M09KOVNCaVk2MXpvSHpNV1Rsd0tSenRWcG5Yd0ZKRnpPMkZrLWFXRExjZFNqQTRlLTlG |
How do you keep up with what to do with your Tao etc there’s so much going on I’m feeling lost 🙏🏽 | r/bittensor_ | post | r/bittensor_ | 2025-04-21 | Z0FBQUFBQm9GN3JHcDB0TmpqQWJSdHJMLVV1QlN6N0R5T2phZkhibmwzc2k1WGxmSFlPQUgza3VpVUVDQWJaZVg4LVRVR0w3YkVKMnlwaXJpclB4eDM3Mm1MeDdOc3JpVEE9PQ== | Z0FBQUFBQm9GN3JHckJaTUJubGpzZ0ZodDhndWZaVTR4Vl9wZ3VqRy1oQmpTSlV2QVJhQzJIOWRHbUxUZ1Z2SnZaWjh4U0VhdFBvdXNZQVhTUE9JZjNHaHZNUlE2d3A1QzVseDlrNWRoVjRXdUVyTlQ4RFAwZ2pvLUhKdVpuVHJjRWZZLWVDckVOOVhscW9hNDVkMUxwMHhOU1VmZ0hFT3g3Y1IwX2tPLU5JM2VZeDhmeFB1NThnPQ== |
Between 2013 and 2020, I bought and sold 19 BTC. I made around $80K off a $7K investment which helped with the down payment on our first house. Should feel great, right? Not exactly. Every time BTC pumps I tell my wife about what could have been. In her words, “Bitcoin is the worst thing that’s happened to our relationship.”
So I dug into this feeling and here's where I landed: Bitcoin regret isn’t just common, it’s *inevitable*. Bitcoin is a currency so its usefulness depends on circulation. Unlike stocks, its value *requires* people to sell. If no one had bought that pizza with it, or sold when it hit $1K, or cashed out in 2017... BTC wouldn’t be what it is today. But that also means regret is baked into its DNA.
I even made a new metric for it: the Bitcoin Regret Index. Basically I went back to 2014 (earliest available data) and calculated all the missed profits from sales. As of about a month ago, that index is at 172. That means for every $1 of Bitcoin wealth that exists today, there’s $172 of "what if" gains from people who sold too early. Total theoretical regret? $272 trillion.
The TL;DR: Bitcoin is a regret machine. People have to sell for it to have any value. The price is powered by stories like mine. And maybe yours too.
Full post here if you want to see more on my methodology: [https://thomasdudley.substack.com/p/bitcoin-is-a-regret-machine](https://thomasdudley.substack.com/p/bitcoin-is-a-regret-machine) | r/bitcoin | post | r/Bitcoin | 2025-04-21 | Z0FBQUFBQm9GN3JHV2xYX2FGWmRrNjZha2pHM3JvTzdVUlVHaXJBZmJmQU02dlRUMklRVTQzeS1FWXRPOElKclZUVXA5b3MxX2JsN0R6TkdOeldBbFBHRVg4cUdhcnZiRHc9PQ== | Z0FBQUFBQm9GN3JHTDhTaHBuRmQ3SDZVdWlzR1dDNnBOWjUyaTllT0FGTzM0c2tmcUR6SUVtaEp2R29hWXRLMzFvUEtlUEZrcUlwTGpLa1dXZXEzR1I4VGpNLU9PYlkxZmFSZFhfbHVsdjVzQ1FDbDZLaFBWYWlLQ1NQcFctVUFNOVpVbTlzVjFEbXpWVjBpWkpiNEs3M2pNczJVQWFvQkdVR0xGT1JoT3ZIUElJRmhlZGJYVmoyaEJxQVBoaW15RWh0cGdwR1BVZk1zc3JMZDdCSzh4V0xwcVV3WklGZi1wUT09 |
I would like to know your suggestions since I’m very interested in GNN and also their explainability aspects, however I noticed the huge amount of literature in the last years and I don’t want to lose focus in the new aspects of potential research. | r/machinelearning | post | r/MachineLearning | 2025-04-21 | Z0FBQUFBQm9GN3JHeTNoNlRvZUVpSTgxa0g5dlc4Vk5tZFhLb3pUMUEzM3FPd21xR1NDTkhmXzBjS2NvbmVveXN0dkFyU2F4dThfTzRfbHJMdnhDNVhvOU5HUjFNYkpCYWc9PQ== | Z0FBQUFBQm9GN3JHbVY1b1ZnUFY2dThPaGNXNkxQOW51Njc0TW5TN2kyenZYVExfeDVhQ2d3aUtUUll6UkVjRTJpMWFCT2d3aWNvR1FvdGE2OU9QcHo5cld6dmJNUVJGV0NuUERteVAtTE1iZlFsOF9CcEE4S2VmRS1ibWZEOE9TTVRQUzFTRV9Wemg3UUhpVVZMYjFBNWppSnlTOWJkUlRNLVdTbUVBSUJPU3FTMU9HalRId2pOMElIZ2dUbmwxQy0xWV9LOW9GaDdqaWF0WUFWbVhlbjNUM0RvTGM4ZEYxUT09 |
I dont need monero, but if I ever needed to use it, I wish I knew how to check if this is legit, then figure out how to swap on it. | r/bitcoincash | comment | r/Bitcoincash | 2025-04-21 | Z0FBQUFBQm9GN3JHX1l6SndpMk9qMUlQbDFZaXNYY083dGZwZElpSnhwVGFzTndiU21ZWHdvWHVkeFVVTW5XNzhrbEVrZDZQS2lDNHZxUjRPcDJfb0VBVHZqOXBzUm56ZEE9PQ== | Z0FBQUFBQm9GN3JHQXE2Zzk5cTNWSXhweExnby1pTE1ObElHWldxY2lpZVdsbTdVZ3F5T01UZHVwTkFoOGc1RkJuMlVLQ2pGWnhEMktrbTFqNWRqcDVDRVd5bHVxMXBVb2ZEdEtjalVDTkpSODhzRlZlal9XeC1zRUZBU2xQSTNKdldObXREN0xnUFVraGxJNU1jLS02UURvd2V2QUR0RjdfUl9ibzVSZzNXTjFEMVhEQUNNYVNDcElyZ3ZwWHFWVF84Wmd2RE1RRlgxYTBwbnJScTBiSHkxQjVVQ3d0ajc4SW8teUJtR1FJaWhoN3JZb1JkbXh6cz0= |
Pat is a known BCH developer. | r/bitcoincash | comment | r/Bitcoincash | 2025-04-21 | Z0FBQUFBQm9GN3JHRmVBMERfVmtINWxjSzIwWkU1SnZneGdQcG40Vmw0ZXhjLWtwcDg4aHpmLS0tU3NQNW4zd2Y0WDJuTmlpYW1pTGxPc200NHRuNUliSHc1a2lfdW5KR2E4bU0wdjQteWxFWXM3Um5VU1lrdkE9 | Z0FBQUFBQm9GN3JHdmJuZklLSXZTUGtjM2w5TGxmc0JtbHlzZ3VUQVNnUUY5al8wc05Qc1NRNWUzMHhXV29yYTcxb3pWbklmcTZBUHFaODZJZkdmTGpZeENSay01TVBsUG9iT0Z6Z2FLbURQcC1mTk11QUxkc3VGcEVkdFEwYUlURE5OeDc2YTNCSUNnMjgwTEROaDJPNzhDRWNoeWcyekNkbFMxdHBrb3RqRkdON044VTR3WjFweTV5T29DNXZSTm5CYVNLVTBtejBpODNIdEsyNE9ZUHkta2YwSTFDc3pBaGpSeTBqbmVSMkNoTXZlVmc2ZkE3QT0= |
I've been experimenting with fine-tuning the 1B, 1.5B models of LLama and Qwen instruct models. I notice that after fine tuning these models using SFT or LORA, that I only see improvements from 0.5% to 2% at max on standard benchmarks (GSM8k, MATH500 etc.) compared to the non-fine-tuned model.
I have been using LLama-factory to fine-tune my models, and LM-Evaluation-Harness to evaluate these models. The dataset used to train them is this open-r1/OpenR1-Math-220k.
From the setup, I think the dataset is pretty high quality and the methods of fine tuning are standard so I'm not understanding why I'm seeing such little improvement. Has anyone else who has fine-tuned and benchmarked these models seen anything similar or have some suggestions as to how to improve these results? | r/machinelearning | post | r/MachineLearning | 2025-04-22 | Z0FBQUFBQm9GN3JHMEdGMkRfQmZKZE1VRUNERFBPSkptU0E0ODVjSlVtcXFoVTRDenB5NU4tWGJIYS0wc2FFZ1lWTlcycHFRTTVNb1VfWnVMU3VMRENLTVBuQUtpaktfQ3c9PQ== | Z0FBQUFBQm9GN3JHQ1pVS0txa24tZ0Y1VjRWcU5aRzRXVzgteHd0MzJCMXRHRVlRaGlxa1cxVVBDVFZQRDZVTm5UVmRRM0poZ3pyeWRxb3lqUW4xSUotVml3dG9WYzJ6b3R0eEpBa1FEZmZlSDBLTmUwRFpaQ19nQ0UtZDAzOWNZRVJYeGpRWGZaQ2JDOTE4S0NSZ2w2c0VmUkdRLWFYNGZydTVncFBjUk9TbWNEVGxEaDhzRmViMllaTUxkTjluY2xUbDc3M2oyTzExeUFENHUyZ2wxQVBsY0lYSkFDcHF5Zz09 |
Hello, [r/Monero](https://www.reddit.com/r/Monero/)!
After extensive testing and focusing on user comfort and privacy, we’ve created a Telegram bot that connects to your Monero Wallet RPC, allowing you to check your balance, generate addresses, review payments, and much more—all from your mobile or PC using Telegram.
**What does this bot do?**
This bot is not a custodial wallet, does not store your funds, nor interacts with your private keys. It’s simply a secure and lightweight interface that allows you to make requests to your Monero Wallet RPC, using the configuration you’ve provided. The bot does not connect directly to your node; instead, it interacts with the Wallet RPC as configured by you.
**Available Features (more coming soon):**
* /start – Show the welcome message
* /help – Show all available commands
* /config – Set up your wallet and RPC node
* /myconfig – Check your current configuration
* /removeconfig – Delete your configuration (completely removed)
* /balance – Check your wallet’s total balance
* /getransfers – View your recent transactions
* /integratedaddress – Create an integrated address (useful for payments)
* /getaddresses – List all your addresses
* /trackpayment – Verify if a payment was received (using Payment ID)
**What about my privacy and security?**
We understand that privacy is fundamental in the Monero community, so we want to make this very clear:
* We do not store any transaction history.
* We do not have access to your seed or private keys.
* Your Wallet RPC credentials are encrypted with AES before being stored.
* You can delete your configuration completely at any time with `/removeconfig`.
* The bot is not designed to monitor or store user activity.
We take the principle of “only you control your information” seriously. The bot’s code is not open source, but we use good practices to ensure that even on our server, no one can access your data without your authorization.
**Who is this bot for?**
This bot is intended for:
* Users who already have a **Wallet RPC** (e.g., running `monero-wallet-rpc`) and want a quick way to interact with it.
* People using a VPS, Raspberry Pi, or even running a node at home, who want to check or interact with their wallet without having to open the terminal or GUI.
* Projects or services that want to monitor payments using integrated addresses or Payment IDs.
**What do you need to use it?**
You just need three things:
1. A **Wallet RPC** running (either locally or remotely).
2. The username and password you use to connect (if authentication is enabled).
3. The URL where your Wallet RPC is running
Once you have these, just use `/config` to set it up and start using it.
**Why did we create this?**
Because using Monero shouldn’t mean losing convenience or sacrificing privacy. We want to bring simple, useful tools to users who already have some technical knowledge but also value the accessibility of Telegram to check balances, addresses, or verify payments.
**Interested?**
We are opening up the bot to more testers and users. If you’d like to try it or leave feedback, feel free to leave a comment or send us a direct message.
You can also help us with ideas for new features that you think would be useful for the community.
Bot: @@XmrRpcBot
https://reddit.com/link/1k4v7jd/video/qb3wpvcooawe1/player
| r/monero | post | r/Monero | 2025-04-22 | Z0FBQUFBQm9GN3JHZWh3b2lBdHdnOWRyb3NCYUN4bkVKNGJPZzFGa240eE4zelhGU0FncnVwWG9wUXBWRDRtd2gxcWNibnNRd1F5ZXc4TWVFdEdMVHZnS1FCOXV3ZzREM0E9PQ== | Z0FBQUFBQm9GN3JHbXRVZ3B6ZlBOR2lTN284cVNLNEdscmpwdUJMNW9rME9DYXF5OGtWV1NVSWI2dFpxYWJvbThOQlM3NWtReVRlUkszNzhSbDNxU1hxRDVpZ3hQQ0NCVG1oZU1xLTZiTjFRdXpCaHF6eTlxY1hSNUdpb2ZBVjhSdWg0X2NHR25va09FdEZtTk9zZ3Z4R2NLTHFLOUpGbFBGZ2QyUEpjODIxUURETmZkZ0ptUWtqcVlxOXd5RmZNaUhsLXFTUnR6eDIxU2ItcmRaR0NfZFVqcjNnamt3bHQ0Zz09 |
# No one wants this to happen to them
This is why people want to end the fed.
Hopefully they put their money into stocks, or better yet, BITCOIN. | r/bitcoin | post | r/Bitcoin | 2025-04-22 | Z0FBQUFBQm9GN3JHckhUWWhwd3QyT2hDTElLTWh3TF9EZlNPTDJXakFYVXExeUtzTFR1clh5aHdvN1JkbU5mSEZQT3RlNWx4OGkycEhWU1FHYnpXaGdtQUVfOTc4Q3IwckE9PQ== | Z0FBQUFBQm9GN3JHdjBTdjBjbnl6bDF4VERRbktvejY3eU0wQ18wazFVMTcxcnVHQ0IzMGhfSlRnWnRPb2VQQ3pzbnR6UTJJUGNHMjl6aFlDa29LSmNxeHl5V2YwQnNrWHI4VkdMLU56a05Fb1R4bmU0TF9XQlBQV2hySC04alhCb2lKYmJCUlVLeUNTY2VkYjJ5YTBDZ1ZiNEp5S3A5dkNnPT0= |
Excerpt from General Protocols Spaces (44): General Bull 44 of n - Are we getting what we dreamt about? [https://youtu.be/QFJP\_5YyL8w](https://youtu.be/QFJP_5YyL8w) | r/bitcoincash | comment | r/Bitcoincash | 2025-04-22 | Z0FBQUFBQm9GN3JHQU5qUkVGcElGakt2RF9OQUhaZDR5dk1MY01VU3R2SVJYdnpXLXhLUi03UVVmcjB0bDlJakJjMC0zalJTbkdvTURTUGJiTExydVI4dWJCQXNTaVZWa2FxdHZMTUlMSzRFczF0aVQtODBkQ1k9 | Z0FBQUFBQm9GN3JHcGNjWmR6NUprY0hKVUYybkk0SV9tT2k5YVFhN1NoUEIyR0J3cXNJdGRXLTlHYXVqQ0o2THc0V2xjbVM5cGhaNDFMTk9aNHJmVno0ZG1VbzQ1enN2MWNaUFd3SF9qaWZ5REtBZ24wd2xmTUJVbUhZcHhRbFdsNWFaRWMtRjZMd2hWbUs3cXFsbUpkVVV0VU16bXFxMzJZZHlYUUVlai1zdXhPZHBGZEpiV3ZJRmdXNnloVV82ZWRPSEtwcVdBcHQ3 |
**Welcome to the Daily General Discussion on** r/ethereum
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Calendar: [https://dailydoots.com/events/](https://dailydoots.com/events/) | r/ethereum | post | r/ethereum | 2025-04-22 | Z0FBQUFBQm9GN3JHN2s2M2pPWmhoR3hhMENwNFFuMHV5TWE3TkFUU3FJeHlMSmVVSlo1eklhZWNQQWhCcjFfdWhJNlZGQXJMOWRqRGFtSmtxY0lsV2t4bXhBb2xEamRqT29JVllULVNYc05SbkRGaFlYMEN0c009 | Z0FBQUFBQm9GN3JHZUFGRjRvVUpoODNFUEtsaTFUMUJxdjNBd0hnUXJnYnZ1NUJxNWNyTWUzZjFlUnBtSnpZSWhzcC1nUGJqN3RRM25yWkpCOVpFbFdlU3l6MzFiNHhGSDN2ZTV6QTB0cTB5RlZsU1VjX0NiOXkyeVh3MXI0RzRBSmVPVWg4YkItXzFNNkJKbXRteVpORHRqOEhJdHUzWUVxdGsxbFhjQ3JiYVFkTEg2X3JxWXE5NVZGT0tNOVJSaTdMdUF0OVcyQnRn |
Basically the title, I'm a masters student starting my thesis and my university has a lot of limitations in the amount of compute they can provide. I've looked into AWS, Alibaba, etc., and they are pretty expensive for GPUs like V100s or so. If some of you could point me to resources where I do not have to shell out hefty amounts of money, it would be a great help. Thanks! | r/machinelearning | post | r/MachineLearning | 2025-04-22 | Z0FBQUFBQm9GN3JHMWxxcUNRRVNES0UyOEdkMDd3ZWpqYTduY2tmd3RIeTJZcDNPa3E0eTAxY1czN2pYYWV5VkZWV2x0QVhUYXdHR3BFakNqYWdCaDFfWks5c21UMTc1T1UzWFBmQl9ocjZxc3FjRU1QTkxGOUE9 | Z0FBQUFBQm9GN3JHYVhtU3RKZnJVQlpDaTAtZ2RpU2RLV1VqV2VYdVBYVXhTUTF2aFh1bU5xcDVULWgxNDVqQkdXQTVWMndxUksyU0tkZG5HWlNQNG92QXdJbkFJbzEya3BMM3dPZWlwZm15RUZRQkxkeVFPZHFpcWJldEFONTRkRVh2YUxfZ2NCd0VoWEMzRnJXdjlZYTlRMG1zTUtnbV82QjZaT1ltYUQyRHBVdHZvQ005UGRTYTk4R2lZcWVHRDljYThhM1dyRU1ybzd6OF91QnYzaFI2NXNfQWNwSm5pZz09 |
>**Abstract**
We stand on the threshold of a new era in artificial intelligence that promises to achieve an unprece dented level of ability. A new generation of agents will acquire superhuman capabilities by learning pre dominantly from experience. This note explores the key characteristics that will define this upcoming era.
>
>**The Era of Human Data**
>Artificial intelligence (AI) has made remarkable strides over recent years by training on massive amounts of human-generated data and fine-tuning with expert human examples and preferences. This approach is exem plified by large language models (LLMs) that have achieved a sweeping level of generality. A single LLM can now perform tasks spanning from writing poetry and solving physics problems to diagnosing medical issues and summarising legal documents. However, while imitating humans is enough to reproduce many human capabilities to a competent level, this approach in isolation has not and likely cannot achieve superhuman intelligence across many important topics and tasks. In key domains such as mathematics, coding, and science, the knowledge extracted from human data is rapidly approaching a limit. The majority of high-quality data sources- those that can actually improve a strong agent’s performance- have either already been, or soon will be consumed. The pace of progress driven solely by supervised learning from human data is demonstrably slowing, signalling the need for a new approach. Furthermore, valuable new insights, such as new theorems, technologies or scientific breakthroughs, lie beyond the current boundaries of human understanding and cannot be captured by existing human data.
>
>**The Era of Experience**
To progress significantly further, a new source of data is required. This data must be generated in a way that continually improves as the agent becomes stronger; any static procedure for synthetically generating data will quickly become outstripped. This can be achieved by allowing agents to learn continually from their own experience, i.e., data that is generated by the agent interacting with its environment. AI is at the cusp of a new period in which experience will become the dominant medium of improvement and ultimately dwarf the scale of human data used in today’s systems.
Interesting paper on what the next era in AI will be from Google DeepMind. Thought I'd share it here.
Paper link: [https://storage.googleapis.com/deepmind-media/Era-of-Experience%20/The%20Era%20of%20Experience%20Paper.pdf](https://storage.googleapis.com/deepmind-media/Era-of-Experience%20/The%20Era%20of%20Experience%20Paper.pdf) | r/machinelearning | post | r/MachineLearning | 2025-04-22 | Z0FBQUFBQm9GN3JHLTJQYWZ4dURoX3V2eTNoYnNUZGF4VWNPVkFjMXJ0d1JfQ21MTmVaTHpMWVl1UmFNRDhWUHI1akZ3WnNSdFBXczl2Ry1NNWwzVTM3cm50ckZxRW1jREE9PQ== | Z0FBQUFBQm9GN3JHNmd1azdtUGF4M3Y5X1phN2NRYXlveEYwQ3ZMN3JDZF9nbm9lWnpIVUR3eTBYWVctSzdEckhXVTFOdW5mVzlkNDdLYWlJUWtzY1dwU2JNYWIyc0k1UDBLQ2xGWEFuV0tfLTRIMHRkRDY1ekJ4dnpJaUtwRkIxYVp6b3pXcXcwbFBFTF9VX0tGaTVRQW10b2IzbjY1TlJLSU5zbm5GdlVHeExOdmRsMTJ3QzFwVUREUUlucEtnSWZMTXgtanFSUjM0MFJtNWRQUXpXcEhHQk1NR2xXNGVxUT09 |
This is a real story that I lived in 2018 and one of the main reasons I have been since an advocate of Bitcoin Cash for years. I hope you enjoy it and pass by to leave a comment, tip, share and more. Have a great day ahead | r/btc | post | r/btc | 2025-04-22 | Z0FBQUFBQm9GN3JHRDJzYlBxcTl0MU1PZHpBRkFobmdnSTJYeU5hUU1qUk1LajYwbG1CYnZIZFNNUVNGSHVWOGpVTTd3djNCTEJtRV9EMVZfQ1A3ODFxMFlVUXBZS0M4cGc9PQ== | Z0FBQUFBQm9GN3JHX1RoRzlaRGo2czFmSF9xZkdIbmxVbUpVeHliR2pYdHJKVkdtemdBZzZuaFQ3OWtjNlBDbEg3UEt6WnZVazA1Z1FCcWVnZENzc21hSThDeXBTUlBHc1c4RmVRc1drR3BsYXBnTEFwUHkxcUJTMVNhd2JWS0dDVDBwSEFJWTNiRVZFVTM4dEdrOFNZeDZ4MTBtSEdKa2FYZk1RUkZTUnkxdHk1SEhUTFh3bGJ5QzVwUXRfMjB2NF9QZngxUjBLNlZR |
tx to https://x.com/taoinsider/status/1914603936595538131?s=46 | r/bittensor_ | post | r/bittensor_ | 2025-04-22 | Z0FBQUFBQm9GN3JHVmFHSmJZTXpONGtfbUNZQ2o3OHhmaGRQbWVLRmRlOTRLM0duQUJCUVQ3bV9VVVk5YlFwZXp1dUdhZnJkcm5oUjFZM2NxTEI1REkyTWNmbWdMY0RfbFE9PQ== | Z0FBQUFBQm9GN3JHOXNJRzBOTm43aFU4T2hpcHUtQnBLTXJKQVFKVGRCZWpNNW9UVlRrdUFsalFuaGhpYTlDQUZmT3I4TS04bjBvb0VTWHY0Vzg4QWRYN3VkM0p1amtHcUJqb0VwTU1pZURBZDZkV0JtS2dBcTFodFN5a2ZGcjEtUVU5QUNwM1NEakNycnFJYjFadWZ6eHJXankxRFhBMlJ5Y1UxNHpBT2NZS0puUWIwME9XUU5VPQ== |
monero currently is one of the most (if not THE most) private chain in crypto. but after [vitalik released a blogpost about why privacy is important](https://vitalik.eth.limo/general/2025/04/14/privacy.html), its like every single blockchain now is suddenly focused on privacy... AVAX is launching eERC-20, Solana is getting confidential balances, ethereum is focusing on private L2s and privacy pools..
i know monero basically has a perfect distribution system (ASIC-resistant CPU mining), but will these privacy solutions from other blockchains pose a demand problem for Monero? | r/monero | post | r/Monero | 2025-04-22 | Z0FBQUFBQm9GN3JHbDNXZUFUUmxjN3g1M2FVdC1lSGo4TmpPMXVnYnhsVlgzTm9OSTRJT2lfZWZXdVloSF81aTVxU1ktc1VKQ3NJNGtoaTR4SU1oLXJLNnFpbFdOZFhyWmZxUFpFeERqM0tLdzBOZ1BlTm91RFU9 | Z0FBQUFBQm9GN3JHRWhzbnAwb3hqUTB5YVp0V0YyNEZnWjFtTFVHSEVBZC1FY0Njb091R1pxVFMyUXh5LW9ibmN5RzR1VzRSS29WQUs4NWpyMk1POFJ6RkF2b3BySnQ1VkFkUE42Tmkwb3dwYkFGaUJ5ZjhyS01aSDl0Z3JORlpIczctMHYzLXF6c0xkSFphT0dFc2M1S2o1ZUpkVnpod1ptOUQzMGp5a3BGVFBISkJVY0xmeV92Ykt1eE15U1BvVy1fM2NURnFDZXFQ |
TL;DR: The market for BADGERS is getting exciting.
Here's how to interact with the markets:
- Divide current the price of BADGERS (in sats) by 20.
- The above number is the effective annualized staking yield (APY).
- If the yield seems high, stake BCH for BADGERS to sell them.
- If the yield seems low, LP stake BADGERS on cauldron, until it's higher.
- Active users of BADGERS markets can reliably get more Bitcoin Cash.
Example:
Today, BADGERS [are trading for 70.4 sats per token](https://app.cauldron.quest/swap/242f6ecedb404c743477e35b09733a56cacae34f3109d5cee1cbc1d5630affd7). So staking BCH to sell BADGER would yield a roughly 3.5% annualized return, with minimal risk exposure for the underlying Bitcoin Cash principal.
The yield for Badgers is **higher** than the current rate for FBCH of 2.1%, and higher is generally better for yields with comparable risks.
This is hard L1, fully-collateralized, always-auditable, time-deposit, low-tech staking with NO LOANS an no funny business with the underlying capital.
## Intro to Badgernomics
Over the last six months, the market for BADGER tokens on [cauldron DEX](https://app.cauldron.quest/swap/242f6ecedb404c743477e35b09733a56cacae34f3109d5cee1cbc1d5630affd7) has crashed from upwards of 2000+ sats per token to roughly 70 sats per token now.
Typical pump and dump... right? Well, nope, not so fast.
The market for HoneyBadger tokens (BADGER) is about to get interesting, because it might be the **ONLY** active open intrinsically-priced decentralized token market on Bitcoin Cash. This is a fair market that users can affect, individually and collectively. And the token price and staking APY are closer to where they may be long term.
Another interesting, or boring, thing is that: a million people could lock a coin in the badgers app for a week, and they should **ALL** get their whole coin back plus 1000 BADGER tokens. (This isn't a Bankman-scheme). And since the BADGER tokens will always have some non-zero monetary value, there could be a million winners. And they can all know how and what they'll win from the outset.
Like bitcoin's issuance, the "Badgers Test" is a simple checklist:
- [ ] Total token issuance was contractually controlled.
- [ ] It has a fair distribution with issuance not directly benefiting the project owner.
- [ ] Token price is allowed to float based on intrinsic open market forces (not pegged to an extrinsic oracle or BCH itself)
Very few CashToken projects check all these boxes. Badgers does with Fungible tokens. The [Emerald DAO](https://emerald-dao.cash/) was an NFT project that passed the "Badger Test". But to date, I'm not aware of any other token on Bitcoin Cash that meet the above three features as cleanly as Badger.
WBCH and FBCH obviously peg to BCH, which is less interesting because we know 1 XBCH is (or will be) 1 BCH.
While there are certainly meme coins or NFTs that have contractually controlled issuance, and lots of token derivatives tied to other assets, BADGER is interesting because supply is NOT controlled by a single actor, and it's NOT pegged to something outside. It's firewalled. It's a realer market than a derivative. People in BCH can actually impact the price in a decentralized way. And it's not like the issuer kept a bunch of tokens to cash out later, meaning a single party could dictate the price.
## What is the Badgers Dapp?
[Badgers.cash](https://badgers.cash) is a decentralized finance app to get token rewards for staking Bitcoin Cash.
What do the tokens do? Well, for one thing, the token price indicates the prevailing rate of yield for people to stake BCH without impairment losses. So not only can users get a *yield* on locked principal value, which is huge, but everyone can also see the *market rate* for that yield, which is bigger.
Badgers uses the [BadgersStake](https://github.com/SayoshiNakamario/BadgersStake) contract, which anyone can view, interact with, or audit. And the total initial supply of Badgers was held by that contract. Anyone can stake permissionlessly. There is no way to withdraw that BADGER token supply except through staking. There was no developer reserve or Badgers Foundation.
[Badgers.cash](https://badgers.cash) has been around for a year, it was released around May 2024. The contract address can be viewed [here](https://3xpl.com/bitcoin-cash/address/pvgcl3xk6nwqlngkk09e7g67x5vxs57jv6v2q4qm4ct5yv4d3ppfgl3tq982v). And the tokens can be [swapped on cauldron](https://app.cauldron.quest/swap/242f6ecedb404c743477e35b09733a56cacae34f3109d5cee1cbc1d5630affd7).
Badgers was the second dapp on Bitcoin Cash to pay a "safe" yield. Along with the first app (EmeraldDao) & FBCH, it's "safe"er because staked coins aren't loaned out for interest, principal is simply held on the contract and released later with some bonus. In contrast to protocols where coins are loaned out to a succession or riskier parties, badger staking has less risk in practice, because it's always fully backed and easily audited at all times―like bitcoin.
It's very easy with BadgerStake to see that all the coins are on one contract, and that everyone who staked in the past year got all their coins back, with token interest. There's been about 1500 transactions, with 75 active stakes at the time of writing.
## But we had open defi markets already.
Ehhh.
There are protocols on Bitcoin Cash to engage in *currency swaps* tied to an extrinsic oracle, which risks the principal of an investment and doesn't directly impact price.
A swap is not a timed deposit, the risks are very different.
It's simply not a market if there is no price discovery. It's an unplugged controller if orders never really go to the lit market.
Additionally, there's a risk of loss of principal. If someone hedges 1 Bitcoin Cash in a swap at the rate of $350 for a pre-rebate or coupon, they're risking a fraction of their principal in coin denominated terms. As an extreme example, if it was revealed tomorrow that the President of the United States promised all national stockpiles of gold and weapons to another country, and the price of Bitcoin Cash shot up to $350,000, a hedge position might only get 0.001 BCH back in principal, for a couple percentage prebate.
It's not really a straight yield on principal, if the principal can be lost.
On the other side of a currency swap, someone can take a leveraged long position, but they aren't really participating in a market if the strike price for the swap can be determined by a single party with a lot of dollar tokens and advanced market making capabilities. So someone bullish on Bitcoin Cash can risk all their principal and not be participating in a decentralized market, if they enter into a leveraged currency swap settled by an extrinsic oracle.
Places to speculate on asset prices in ways that don't impact the markets have existed for hundreds of years.
## But there are lots of token markets...
It's also possible to "stake" assets (BCH+tokens), but again, there are risks.
Automated market making on BCH involves placing both Bitcoin Cash and some token in the same output or vault.
If someone mints 21M scamcoin tokens and creates a market where each one of those tokens starts trading at 1 BCH, it's not really a decentralized market if one party starts with the entire token supply and can dictate the initial prices.
To provide liquidity for a token that a single-party issued is risky, because the LP staker must hold the token on their books. In practice, the issuer of liquidity creates considerable downside risk for any party that didn't control the entire initial supply of tokens, unless all the tokens are provably issued to a permissionless contract.
It's trivial for someone to begin an AMM market high, and harvest value from parties trying to state liquidity at inflated rates. When someone stakes a token at a high price, they're essentially offering to buy more at that high price.
## Moving Onward.
Badgers.cash has grown over the last year from an app with 10 BCH TLV, to an app with over 150 TLV (at times). If Badger Staking offers the best yields in Bitcoin Cash (better than FBCH), than liquidity should go to Badgers. Some kind of positive yield, no matter how small, is higher than staking in an app with no yield (like the HODL-EC plugin for example).
With the way Badger works, the user chooses a predefined future locktime to hodl to in advance. One of the nice features of this setup is that locks can "auto-complete", anyone can execute the code to repay the staker their original funds and BADGER tokens. Which is great for getting everyone paid back.
A competing app could be more responsive. Markets could be more responsive, and users might stake more liquidity, if a dapp offered the flexibility to unlock at any time. So someone might choose to keep the bulk of their reserves staked and simply wait for the price of a token moved slightly higher, then they could unlock and sell dynamically in response to the market. Or if the positions were tokenized and could be released for liquidation as NFT keycards in response to the market.
There will soon be new dexes, new auctions and new uses for BADGERS in vox.cash. It will be possible to create transactions arbitraging orders across transactions. It will be possible to subscribe to apps using BADGERS tokens.
But for right now, anyone in Bitcoin Cash can collect some free BADGERS by staking. Anyone can put in a little money, see that it's locked, and see that they get it back with some positive reward. There is no outside lever to rug or liquidate everyone's claims.
Right now there are 75 locks on badgers.cash. There could be a thousands locks, or ten thousand, and all the money can be seen and accounted for at all times. And everyone should win something, individually and as a group. | r/bitcoincash | post | r/Bitcoincash | 2025-04-22 | Z0FBQUFBQm9GN3JHRUFwYzViRnpFZW55bTlpejV0YzhzbzU4SFp4LWczT0ZNUHJJUC1iTzhxcWNxMUxFbU9YeDNmRWlOVkRxbXJpem51aHFiVUpRRkJZWkRYWlIwQ0t3ZWc9PQ== | Z0FBQUFBQm9GN3JHSkpQSTJmb1pJTHYwQ3dmS2NNOWRFOG5ZNDVqTEM3UHpHRlF2RFRaM3A5VWNqWkxHX1pLdG9PdGZoYk5QSHAxcnhCVGhrYVJkdllTVjdrRE5GbnZVbHVVS3lmeXJWOUxIRWVqUFpPNTVqZy11bGkzaFN6R0lFZmt1YmVZZjRqcktFWU1sbWpHSFJydTlGcXN6SThOcnFxaXlCWFVETDUySGVUcHRMck44RmdseVg3dGNGZUlpQXl5NlJQMWtEdXViQ2VNUVZmeGNJTTVlb29lYVJjc29WUT09 |
Pinterest researchers challenge the limits of traditional two-tower architectures with OmniSearchSage, a unified query embedding trained to retrieve pins, products, and related queries using multi-task learning. Rather than building separate models or relying solely on sparse metadata, the system blends GenAI-generated captions, user-curated board signals, and behavioral engagement to enrich item understanding at scale. Crucially, it integrates directly with existing systems like PinSage, showing that you don’t need to trade engineering pragmatism for model ambition. The result - significant real-world improvements in search, ads, and latency, and a compelling rethink of how large-scale retrieval systems should be built.
Full paper write-up here: [https://www.shaped.ai/blog/one-embedding-to-rule-them-all](https://www.shaped.ai/blog/one-embedding-to-rule-them-all) | r/machinelearning | post | r/MachineLearning | 2025-04-22 | Z0FBQUFBQm9GN3JHaTl2cDZTSVdkcnJyNHdWUnRmZ1BKeDd2RFdYN0RIM2RQUHo2dnlpRkRCU0R1YklBSFgzUEhKU3R4R1hNWE9sbVVpNHpONVRRNVUwLTVPQUZuSmh6R0E9PQ== | Z0FBQUFBQm9GN3JHZE5Pd09PNEpoTzJfU2pxM0tLbjcwUGhtaTFzV0hpYzRPTmxsZzg0Z2tDcDJGeDVvZ1d6dnlWM05vZVV5WGVzMEM0MUJ4NUpsQzJPVlkzOC1KUE92M2JQVVZQX1ZleEJyOUNtLWpQWlVIZ3EzQTBYZFVpTGxReUF0a2JtckkyeE5ZbEREQlFVTWR1R0dsZ1FMWG1ROEtPSG41SWl6a2t5U0xwUE1nenBBeGxWNHRXZGcxTEJCaHA5bEpVa3diaVRv |
Getting set up to sell BCH Global Lotto tickets to get paid BCH instantly is super easy! Selling tickets is even easier when you break it down to the simplest concept that anyone will understand - it’s only $1!
Let me know if you want to get set up selling or you can head over to the “Ticket Seller Rewards Program” in the menu on the site: https://bitcoincashgloballotto.com | r/bitcoincash | post | r/Bitcoincash | 2025-04-22 | Z0FBQUFBQm9GN3JHZEtLMTZWbXc3MlJDRkhXZ2h1dGM5Q1pXdnp4X21SVFlnNmxEa3RSTjRtQUpCSU1jRUkxZEJzdVNaY2lwXzFIbHJwYVZGMURwdDZpWGhiYUdLWG5nUVE9PQ== | Z0FBQUFBQm9GN3JHTDA2TGp4MzhLOF9ldmczMHU5cEpnS0VjWWtUS0tjU01pWlQ5MWNaZTh2OHQ3dXZLNmU3U0JjdzM4bjFDYUk0QlVFSXl2RlNxOHZLQWRKZGNHeUVGa1E1a2xMUWhnMUwxVkFZTE5jaXE1Z1ZFZGdYZ1d6QXZVeTZBMGdrQ1BJVl9qMUI1QlVjUFFjZHFiMDBDRWlLX1g3RjdrNm15VTBzNURvbHlfQ1hLdms1THg1T25lRFM1UE9qcVp6RmZfU2F5T2ZzSkpCa282OFBOQ0l1elJaZS1wUT09 |
Did he sell his 0.2 Tao? | r/bittensor_ | post | r/bittensor_ | 2025-04-22 | Z0FBQUFBQm9GN3JHNXFheF9OZ1o3VElXYkZESUhFUFphWTRwLXg0RUp0eVZGaEpuX3MtRGVRR3BwZW5HVjhJVlpwQTdScHlPV0dsY3VmMVVFTVBlNkstakFfV2FjUFo2dWc9PQ== | Z0FBQUFBQm9GN3JHQnkzSGxnb3RqNmtHZTUwUllrdlJsc083dGtUWW44blB1cjFlM1dTREJ4QXRwenB2cGhhSWNZaV9oNnM5TnYwdElvZHNfMnRrZTRxSlEzUnhnM29oUkF3bndpYWdCdWlwSjhtX2EyaEJadm5iR1JZTTN6ZU42TTFtSlR0X2xTNWxNMVJCU3JFZDNnX0pFZHlUTVFZeG9qSHhUd3ZYNzlzOXh2Rlg0dDBpZGpRPQ== |
What’s everyone’s take on trying to accumulate the highest Tao return on their subnets?
Originally I made a nice amount by spreading my Tao over quite a lot of subnets but now with this big pullback I’m not sure whether to just stick to maybe the top 5-10 or still try to find low market cap subnets and be invested in nearly 20?
What’s everyone’s take? | r/bittensor_ | post | r/bittensor_ | 2025-04-22 | Z0FBQUFBQm9GN3JHUzQ2UFVPSU04dnREVHdKQkgyNzhGM212eUFaYmZ0QjVrV3RweXdVNW9EWjUyamQtTDhURGE2MjlOb1BXRTJ3dXpaa01hN0poUW80cnRQNHNmNE04U3c9PQ== | Z0FBQUFBQm9GN3JHUTNRVmJNMTBkam1STGliWlVXU0lCS2YxMW1YbnRhSzA1a0JrZE85YUMwdGdRN3VXY1YtWk4xSVZVZFA5QmFVNHhqOHEyTXF4djUza1UzV2JBUFRLM1UxUC1CQTUwUjlOM0piWEs2Ym5ZY1BvTlZhaUJfNjVUWlN0UURMUFBlcERRVXVETW5COTA3aFN4THIxd3hEbUNwMHhqNWlkQk5FNjlUV3FKcWFLc1RvX0Z2VE03Sy13NVJsa0FrX2tFNmJ0SXJOdDBjYkV0N2s3dWtiUEJGN2trUT09 |
Even with btc going slightly up beyond 91k, you still have people saying “bruh it’s nothing, same place we were 1 month ago”..
MATE look at the stock market, s&p500 is decimated because of tariffs and good ol’ BTC is not only holding its own, but actually climbing up.
So take notes, btc is not just another stock. It behaves differently. Bull run didn’t start yet (right translated cycle). We are all here for a reason…. | r/bitcoin | post | r/Bitcoin | 2025-04-22 | Z0FBQUFBQm9GN3JHSy1fQWo0T1UxeFF1cFRDc2dULUJzc05WYUJSel95RGdtcjBGaE5YUVlTWTd1QTBqbHZfYTlGNFNoNFhJWER6Mm1WWEtMZDhzcXVqaFlUa2VhU1o5anc9PQ== | Z0FBQUFBQm9GN3JHUUM4Njk1TGUxTkJuaDhSWFFzLTRiYXROWEtjTWpDMGhCMXBlM3lUbFhxUmF5MjBBRWhKY3dMSnFGWGFodl82eG1WbTFkYVg1REFwYUFBT1dielVUcG03dnlpbkZCUVFOckx6b3pUU1NQczA4X3VJUjVUaWkwcVBJRmhHbldacjJWS05mVzdCT3A3aUplOXlMRnBmWmFwb0Z6ZHBLMDRyVzE1aUZMYmN3ckJJPQ== |
Rule: 6: Off-topic. This sub is for Bitcoin Cash (BCH). | r/bitcoincash | comment | r/Bitcoincash | 2025-04-22 | Z0FBQUFBQm9GN3JHZWN3YW1YWDNwMk10ek5DUUx2MzNIbUtSTnVoeENReUYyMF9kbzdkSTlVNHQxN25pcmxVTGlVdjRHTUM5OFdJOGItQk9YTDJ2OE9hZjdLN0UxYU9rY042VFBJX3RmdGxua05mOEp3OWJydkE9 | Z0FBQUFBQm9GN3JHVWNfNjJYVVh3dTFxS2JKSFJ6c3R6NFRQTzFyOWREZnlOUW9RWWhvQTRQVEF1VjRlVUpIYWg4cXUwUnhJRWJVWGR5WFJhTERLbEcxV2NtLU9yanRYSnFIYkJtdEJiZ0Jnd0xhVjFCTkZPcWV2bUdjcW0tQVJCempfYXNLZjRwZl84NTd2LW12VmFod21GYnNBc2l5N2k2VWNSMksyb1BqdzNLWUZ6dVkzNGZUdmlFSUpRV3lCLUtzN0xkbEVsaDRRR3VNVEt2ZW82WDFwWDB0ZGpoa2lBdXNmbURzQ19kQU03YjdmYTJMN2o4MD0= |
gm, as always 7 highest signal Ethereum links you probably missed last week!
**\[1\]** [**"We are not giving up, so don‘t give up on us!"**](https://news.kiwistand.com/stories/We-are-not-giving-up-so-don%27t-give-up-on-us!?index=0x68062eb65849872961638be922c8fe47f501368a1c349d5d9f49a3146f38957e3326e0b2&utm_source=kiwi_weekly&utm_medium=newsletter_owned&utm_campaign=episode_92) **- says Tim Daub**
Kiwi is in a tough spot funding-wise, but Tim shares an encouraging perspective in the comments.
\-> [2 comments](https://news.kiwistand.com/stories/We-are-not-giving-up-so-don%27t-give-up-on-us!?index=0x68062eb65849872961638be922c8fe47f501368a1c349d5d9f49a3146f38957e3326e0b2&utm_source=kiwi_weekly&utm_medium=newsletter_owned&utm_campaign=episode_92)
**\[2\]** [**Why would you even keep money on L2s?**](https://x.com/evan_van_ness/status/1911781739363475558)**, asks Evan Van Ness**
It sparked an interesting discussion on Kiwi, where misha, timdaub, tomw1808 and macbudkowski shared their takes on Evan's tweet.
\-> [6 comments](https://news.kiwistand.com/stories/@evan_van_ness:-why-Im-moving-assets-back-to-Ethereum-mainnet-from-rollups?index=0x67fe46870454dbdbbf9be910f3787dd80d705ca5aacffd84d48cbd1c7d9963ebafa597f0&utm_source=kiwi_weekly&utm_medium=newsletter_owned&utm_campaign=episode_92)
**\[3\]** [**Vitalik equates privacy to freedom**](https://news.kiwistand.com/stories/From-Vitaliks-privacy-article:-Is-this-also-the-case-for-normies?index=0x67ff73b977a8d7ba14103a4764f1cfadda87ecdfd10d3f3460b3123e9be5aa91bbf3717c&utm_source=kiwi_weekly&utm_medium=newsletter_owned&utm_campaign=episode_92)**, and Tim asks if it's also the case for normies**
Because do normal people really need that much privacy if most of the time, people don't even care about their lives much?
\-> [3 comments](https://news.kiwistand.com/stories/From-Vitaliks-privacy-article:-Is-this-also-the-case-for-normies?index=0x67ff73b977a8d7ba14103a4764f1cfadda87ecdfd10d3f3460b3123e9be5aa91bbf3717c&utm_source=kiwi_weekly&utm_medium=newsletter_owned&utm_campaign=episode_92)
**\[4\]** [**Chinese Android phones shipped with fake apps,**](https://thehackernews.com/2025/04/chinese-android-phones-shipped-with.html) **targeting crypto users**
Scammers have reached the next level of sophistication, and received over $1.6M in stolen funds in the last 2 years.
\-> [2 comments](https://news.kiwistand.com/stories/Chinese-Android-Phones-Shipped-with-Fake-Apps-Targeting-Crypto-Users?index=0x680031ea90d5d34c36b8e2ad1a4d8d11041def6ddb8fea9b1e155ec03351783170903db6&utm_source=kiwi_weekly&utm_medium=newsletter_owned&utm_campaign=episode_92)
**\[5\]** [**Privacy as a social problem, not a technology problem**](https://blog.citp.princeton.edu/2009/10/07/privacy-social-problem-not-technology-problem/)**, by Ed Felten**
In this 2009 essay, Ed says that technology should support social norms, not try to replace them.
\-> [1 comment](https://news.kiwistand.com/stories/Privacy-as-a-Social-Problem-Not-a-Technology-Problem-CITP-Blog?index=0x68063625b520ba4068baccf5684cb178717d0c30a2d00f3419247a2654bc2f167ab37112&utm_source=kiwi_weekly&utm_medium=newsletter_owned&utm_campaign=episode_92)
**\[6\]** [**My first time using stablecoins**](https://abbmemo.substack.com/p/from-theory-to-wtf-my-first-time?r=1pc1kn&triedRedirect=true)**, a story by ABB Memo**
ABB shows how complex stablecoins are for people outside crypto, as he spent 75 minutes trying to send USDT to a friend. He says that we need to get as easy as Venmo to achieve adoption.
**\[7\] Product:** [**Enscribe**](https://www.enscribe.xyz/?utm_source=kiwi_weekly&utm_medium=newsletter_owned&utm_campaign=episode_92)
Assign an ENS name to your contracts from Day 1 so that you can resolve them by the name.
\*\*\*
All links handpicked by the Kiwi community :) If you don't want to miss the recaps, you [can subscribe here](https://paragraph.com/@kiwi-weekly/kiwi-news-recap-92). | r/ethereum | post | r/ethereum | 2025-04-22 | Z0FBQUFBQm9GN3JHVk9PeDNqdENJakxtZ0lfRWk1eDl3TWlUa2o3NG1nR3BrbndVeEJmQmlVUUNma0dubEpnc0NyRkx5Qk10eWFIcXNvU282ZEpvdVA3djJjbHo5UHB6cVE9PQ== | Z0FBQUFBQm9GN3JHb1RYQ2hiZTlCOWtueHpGbjFNNlFOOTlzNDJBNUFsZ3kxSW80TjBkeXB6Z2xQV0JCclBVUllRcVFvQjJNYlJIV09ic2t4N1NuUE1MMVJMT1BzbHdldXVjZVpNQXRSdU5PazFkTmUyNzUxUkJqbzRVOXljQXBlVmlvdTR5LTBGbFVtRXFMTkpJMkxscTNCYmFmdmdhdkF1WmItRlkxT2lJMHVuVWFDbFVZZ0N3NmZyYzdCeGlua2VEZDRlQmJHZExu |
In my opinion, one of the biggest stoppers for Monero adoption is bad user experience. Having to write down a long list of words (seedphrase) without loosing it, is complex for the average user. And the risk of using a hot wallet or additional complexity of setting up a hardware wallet that only connects to PC, adds another layer of bad user experience on top of the seedphrase.
This two problems would be solved by using a plastic card with a chip that allows signing transactions. Such a card doesn't require remembering the seed phrase as you can create multiple clones and simply store the cloned cards. You would then only need to store the cards themselves as backup. [Tangem](https://tangem.com/en/) has a solution like that but they don't support Monero. My understanding is that [some extra compute power is needed to sign Monero transactions that this cards lack. ](https://www.reddit.com/r/Monero/comments/117hopf/tangem_wallet/)
I'm sharing this idea because it seems like an important gap pending to be filled. If we had a seedphrase-less hardware wallet in card shape, it would make user experience greatly easier. The card could have a PIN for a spending account and an extra password for the savings account, and support NFC to make transactions on a mobile app or make payments to any vendor device supporting NFC. Then, it would be as simple as using a common credit card. | r/monero | post | r/Monero | 2025-04-22 | Z0FBQUFBQm9GN3JHWno2eGRIcjcxSHVQUW1yRDZDODVweVQ4ZG9LUHlrQTBQRHExbjY1VC1hZEdncURhRlZqd19kZzQzMGlaN05kTXY2QV80b2NwbjEtTURIaTZCdDA1QVI0Ymh4V0dkMlpMZU1UdFprclFfam89 | Z0FBQUFBQm9GN3JHbzA0a3I5MllCaldRMnV6aUFXWnlfTkJiMzkwcVRiaHJIeXRKTWQwOWRwLWFwWHVvNVh4WllWWjhKNFFsakE2RVVTSXhCM1NCQnZYaURZVG5FZmhGS1Y4QW4zQk9ZLW1Wb3dnN1NTanZpSDdBd3BUTllfQklwZlQ5MEFwM19SdHB3LVE1djBHLWxCRWhhNzVwUVNMcFdtSmo5bWdpX0hvdF9WZ2pZWEpQQmtrMTBSZ1Uza0R3YTJ2WFR1eDhLVkM3aGhSZ0tMaEtGS1ZZcm94bkVVMnk4Zz09 |
Hey folks,
Applications are now open for Cohort 6 of the [Ethereum Protocol Fellowship (EPF)](https://efdn.notion.site/1d0d98955541805481b6da8786883bb3?pvs=105), running June–November 2025.
If you’ve ever thought “I’d like to contribute to Ethereum core, but where do I even start?” — this is a great starting point.
Each cohort brings together a group of engineers, researchers, and curious protocol nerds to work on real projects with mentorship from client and research teams. Past fellows have contributed to things like:
* ePBS (EIP-4844 follow-up)
* Verkle trees
* PeerDAS
* Light clients
* SSZ optimizations
* Testing and tooling across the stack
This year, we have the target set on **seasoned engineers** ready to make meaningful contributions. You don’t need to be a “protocol wizard.” But you should be comfortable in large codebases, ready to write tests, debug weird edge cases, and iterate with feedback.
Past fellows have ended up on teams like Lighthouse, Nethermind, Prysm, or the EF R&D teams.
🧠 If you’re not ready for a full cohort, [epf.wiki](https://epf.wiki) has resources from the Study Group — free and open to anyone.
📅 **Deadline to apply: April 30**
📺 We hosted a [town hall](https://www.youtube.com/watch?v=t0evZ6NX9J0) where you can see some more details
More info:
* Program guide & structure: [https://github.com/eth-protocol-fellows/cohort-six](https://github.com/eth-protocol-fellows/cohort-six)
* Application form: [https://efdn.notion.site/1d0d98955541805481b6da8786883bb3?pvs=105](https://efdn.notion.site/1d0d98955541805481b6da8786883bb3?pvs=105)
* Past projects: [https://github.com/eth-protocol-fellows/cohort-five](https://github.com/eth-protocol-fellows/cohort-five)
Drop any questions below and we hope to see some of you in the cohort! | r/ethereum | post | r/ethereum | 2025-04-22 | Z0FBQUFBQm9GN3JHTUZnSU1MOGZsS1JVRnNDNEJnVy14aDREV0hvOHFYOE41NTRPclhmcS1TMkpjYTdBeDU1U3NiZ2YtMFpZblFQOVpfVDl4Tl9EZFpHdEZlZi1ZcHFoaGc9PQ== | Z0FBQUFBQm9GN3JHTEpLa0FIRU81enZzbzdMa3dBdzRwNFdUR2tQSUhLdUtyWlAyYmNvTlhydkduMWpIWTdTQXlnN3o4VFVreExNVlpsS0c5ZFZ0NEpnU243LTd6NGhObHJ3Q3BMRzRyWW5NMnFyYVJzZ1FIdzNrQkRsb0NKcTlkR2x1a0V4OENCemQ3NjQyZDNFSmhrUzJmbDVkeF9FV1c1U0s5VXhYblhPVm52c1g5eTFTSldkQ0pjU3JiRlR5Z0NQMDI2VUpFQUpC |
The Taoshi team is headed to Austin, Texas this week! Thomas Dougherty, Taoshi's Director of Research Development, will be speaking on two panels this weekend - “Building Alpha Generating AI Trading Agents” and “Code of Capital: Building the Future of Finance on Bittensor."
We hope to see you there! | r/bittensor_ | post | r/bittensor_ | 2025-04-22 | Z0FBQUFBQm9GN3JHM0ppQkpiRFVWTkhVV0dmQ3VpZHRKYlJqRlFlVmFaX1l6eHpxM29tZXloMHFnS01HZWFkWWZJNnc0TmowTmdoUS1tU2N1Xzg0Tlk2UDVGUUxoRWJYZ1E9PQ== | Z0FBQUFBQm9GN3JHd1lLeFhKeTFXRi1SUTM5WEU3S0Y5Wno4RFVYcUhWNWFzLVlOSUt3UlFnOWNzaV9Ka2lXdGVVcVRUMzBmRlEtVHNWUC1KZ3lHMktXLXVoaHpfVlpVMi1FemRPeDJMVjZCdVZCSlBmZFdrOXpnTlRWTkdvZnozQWhQOVJCSVNKVzRaMFl5ZC1iZ2tvM1pBQXUtSFRQSU41RDI1NF9GVzRqQ0E5NWxWYy1rX1ZSZmZSOFhJOTB6NUU3SmktQ0VDUHlP |
Is it possible to store subnets on a cold wallet? | r/bittensor_ | post | r/bittensor_ | 2025-04-22 | Z0FBQUFBQm9GN3JHTF9NcDNhVzVsel9NUzFOZk1ESzA3aXF6bHozUzAwSFlvR1FibXc4ZW5CQ2tRMUpfMC1xVGJVQWNWeXJIRlBZV0FFT3hONEhZbTNvOHhJR0h4OVM0M2c9PQ== | Z0FBQUFBQm9GN3JHU2dTcEs4UjE1QVdPSFdiWF9yazdubjFKUS10VW1YajhsOEVCTGxYNm1kTW10UW5rLWZsUnd1bHBvNXlkRVFGa1RTcFlYLURmUVhMZ1NDM0FOY3UxR1ZPU093U084YXVkWGRHNGFBMXVzR0M4OWt3dzlNcTN3YnZoLWtNUXZ3MHB5S0hYeU9MZzhGV1ZXM1BmZVE1QU5YTHdEd1dOR2c5OHdFa2ltcFlBMzBYZWt4aTJIVC1LMWdnWndhT2Z1UlRZ |
I'd like to transfer ETHW to MetaMask. MetaMask says it supports ETH and ERC-20. Does ETHW fall under ERC-20? Am I able to sucessfully transfer ETHW to MetaMask? | r/ethereum | post | r/ethereum | 2025-04-22 | Z0FBQUFBQm9GN3JHQnYwSExhY1BNSl85aWlVMV8zdjVzRXZxWXp1bGNnbXp0MHd4Y3kyd0JYOTlKdFNaaUJFX0doUG1TTFdoYWdsX0JHQUtoOVZjLXN1OFNEdUFpQnFaSkE9PQ== | Z0FBQUFBQm9GN3JHdUdBV0ozUWlBLVBaUXNUc20wb2NrYWVfdTg3RERvZFBhSW9ObXBDN3ByLXBPdV9UczJCZkpNUjhwTGJjRmdGOTFOUDExTU1OdVJKdGxHSEgyejM5NngtNUtUVkxRNi1pVDlzLTRtMXdtUVBlYnlxeXdYcDZJOGdYS2ljZjhENGlzajV1Q1R5VnkwazNYdkp2U1Q5RUNydkwxa2sxRWhGMEdBSWc2UUc4bWFvPQ== |
Sounds great and all but umm…….no. Why risk losing bitcoin for some honey badger bullshit that’s already collapsed? | r/bitcoincash | comment | r/Bitcoincash | 2025-04-23 | Z0FBQUFBQm9GN3JHd0tPbVMxUzNPeC0ta0VDNEROdk1rbXQ3cFAwVUZ0elhZZG9vaFpVdWpaUmhGX1I3b1lTT1pIY2xEQUhSaHhRTDF2X2ZZY0Q4SFY3QlhoV0RHYzlkVnhpcXV0TENBXzl4SlZVa1NlTWJ0QWs9 | Z0FBQUFBQm9GN3JHZVE1V3hPQVMxMlZnc1BFTHA5amdxQTVOLWY1dWR2dVUtQjNOanNmVkZvVklOUVpndFJBTXdoeC0xcXN6RFAxVnJOa2NndGRPdjczUVlILVlneXcwSXpXV1lBc0VObkx3MGUwQ0ZsSzRoczhZUWRSMGxHRGJqRndTRW5QRDl6azFFT0FlbHkwOUlPU29Qam15Nm8yNl95cTZjNU51RGw4YUxWRXAzSEZUX1RpZF9oTURqbjJvM094T3FVUktXTUR3RlNxRmR2QmhPVHVXSkJfcHZQeUJJcDdSVm10V2FSRUsxLU1jTWptVkdXOD0= |
There's been over 700 transactions that made money with it. 75 locking now. No one lost their Bitcoin Cash.
The longer time does on, the token price may keep dropping, but the number of users that got a return will keep going up. | r/bitcoincash | comment | r/Bitcoincash | 2025-04-23 | Z0FBQUFBQm9GN3JHMVpTU0ZuZ0ppR3B3a2IyQWtwNmFmSVNxVk5MR2hiNk5GdUtpT1JqNmZVbFhMd2FCR1lYWE10X1RuVF9aYWprcXltSVBxYVlBWU5LQ2gtS3FwbDZaeEE9PQ== | Z0FBQUFBQm9GN3JHOXNGUHhWbzhpRzRfa2xMUWpTdVBoRjNIYV9lekFsVGYtYzBEc1VON21LcXkwc2JjdDdXSWhxVm5sdTkxZTd2cF9tMng2bTdUNVRueElfWGxDcjBBMFFNQjIydzEycVhIZWN1RkpMemdYXzVnZktrQTRPOF92aVFuS2g4Mmo4TFdlM0FIQktieHd3VWdidGVSdC1IdndJNjF2bDdTZ21SYWFnTFVCOUtvcWZUQlVuai1oSzNlRElnWVRQdW9KYzM1RURFZGxpQjBGZ21RbzFwalJLbzFzYjNlVFljYWxWMW1NWW9FR3d2OGFtND0= |
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