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I never really understood the sudden importance of the gold reserve. It’s been like half of a century since any currency was backed by gold. | r/Btc | comment | r/btc | 2025-03-23 | Z0FBQUFBQm9CMHl0dzN5eE5DOG9SaHVnSTg4T3lFd0pkbFpCMVJhZjhPa0lLTUNPQXVHN2hiRjJyTi1WMkluTnlWQmQ5aE9VZlp0NjYzOG02NmNWUkFhdzRuNHNDcy1rLUE9PQ== | Z0FBQUFBQm9CMHk0VlgxcTdLSkZyVy0zUEpZTl9iNmZYT2FoRFZUcU00NzBaX0YtbEdFSFJXMDlhZlFEV3VoNFdKQ3ByOVhidnExS25laVhqU1NZazRDTGJoeGNfSklxWUVjSGd2R2JPdVBhSFQzbGViT3BPMVE3WWdnalg3OUN1LS1kLUJadUgyU2NaNGZ5akgxQy1fS0FxeUQ3anBreERPWENoMnBVTlJfUzJQcU1pMGdkM0tZPQ== |
Pretty easy to think mn, wi, il, nd, SD, as one state. Maybe out even one more ring. | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0bWt3UXctNWR6X01rOXVfbzBEeElyY3NsWlkyTWtBYlk0dWpOTFQ4Ykg4X3Z3QmNxd2FFTHgyRjYwTllBRVdKRHNjd043R3c3c3FrampwT0hBY0NwREE9PQ== | Z0FBQUFBQm9CMHk0M3k1a2ltOUhMdDlDWlVOTno0bHdKUG50ekxJd0QtMUtSZUdyaFlrS2hEUUlnOGVBWGdjUnM1VVZCSGpxNlZmT0ZQZTIwZVFNN1dyN0pqSHVWeEdmS0VDMF9HX3JnckVybnJNYmhrZG5CdUx2Mk5iNm5ja2VKcm9Md0V3SHp5cWNEeWNoLWZmX1FBVjFncXdkWnRHSXgzSHU3aEVOMDh6Y1hBR0RyYUJXZllrWFdnQTJERGNQMUFsU3l3VkUxSzhmVFpWa2pLaUFTV19Ielk3MzMyN0wtZz09 |
This sub is dead, I will not promote | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0SWFDQlpGdG8zMjNkUnhQOVB0a1dNU1VKS3FjLVp6alFvbGdFeHNQUm1Rb3M4NFRZeVRNZ1R6c2tfWm05RWE3YWk3ekRDUk1WUUlFY3hES043UnhFMGZwRTNjMi12MHRWbDc5dEllS0tJbVE9 | Z0FBQUFBQm9CMHk0X2dndzJMdWFBZE5laHVzWDVQYjcwcTdrcXdGSXpiSjBQZllsQjdURFBBTXlHbWpydDcwOVBBYnZ4WEVBTmRCVlV2blJ3QTFsQjNsanJGSV81c1hxZjJVcWZUT3Z1NmgxOWVNeTRXcXBvVEdURTZIZkFLX0xJeGRvLXRjdlU3UTVEbXFQS3NYRTZodXVGeXJ5RkpNU292M29oZGwzdGhveW0ydGI2cE5mdDJsTkduUTZMQVFBMzVyVkFZQXlmTWdj |
[deleted] | r/Cryptomarkets | comment | r/CryptoMarkets | 2025-03-23 | Z0FBQUFBQm9CMHl0ajZKTTNCU0JoTzJ6a1p6MVctaFpOU0hxam9pTTZJZVlrZDU1VTRHWS1UUER5WEpPWVBGZmhzVkpLMlNRanN3UFJrYW5uSFpNWUV3ejVyTGtWNk9mdlE9PQ== | Z0FBQUFBQm9CMHk0eDV6aElZRnJtcFBoU2xTNDA5Ml9DLUJSNl8ta29XUEhCT1hkY1NiTHUtc2JVcmdrdUE0MTA2WnRwVGNiMWUxdnNONURtMVlJZktJWktGQU9QSkRwek9pSUZZNDZtWXpiR283MzR0MHdhVGk2cEdtYm9ld3JaYmw3eWNHM3VCdWVrcDhYeWVqNmswc2ctLUtISGNSLV9PVS1UY3ZSa25jWnZGdlRsWXR4bFBaU0ZwN1FGUFNSQlQ1Ui1FQkxVOUVC |
makes sense, their parent company lobbied suuuper hard to keep the minimum wage across the us low for years. | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0UkpuNWFJZkNnQjlTM2R2Z0pyYVZDOGRvYk1KUmt0NklsbDFzazg5TEZNZC1qVWlwZkExNjZDamF5TlVNSmo3anVQa0s5MXdSVkk5NDNkUHd4bGwzb2c9PQ== | Z0FBQUFBQm9CMHk0dENkd1p0QkRpOWMxX0o5UC1XVUo3YnRZbzRONHpyUDlxbnlZc3lwaDZqZ0E1Rk1DX1pKLXpqM1VSLXBYTWVHeGlubW1HNzltNEM2MGFXN25LaDNBdnplMjNiaTZRbFhxZDV3VVA5RDBBZmVGVlBKTlF2QW83ME5xZG1WSXh2X1VCZVViY1I2OEdSS1R3Zmo0U3Y5YWhkU3JJWE8yQVVlNHZ1MW1HSFlIbUJxbEx5UkY2ZGhpcGlBQk5LVEJkZTVuSUR3MnhhYTlCM24tRW1jZl8yd1RFdz09 |
Things I want: quick notes.
Things I don’t want: MS Office 365 and DOING A FUCKING WORD DOCUMENT IN THE GOD DAMN CLOUD | r/technews | comment | r/technews | 2025-03-23 | Z0FBQUFBQm9CMHl0TTMwdlhURUNPUlVJVmNKN1o3UFBueGR1TE53eDd6ZHNndGNVZlkySVhHNUxLTzFSdGpLM213S0poenZxMzdyQXEtSGJBNTA1S3V4NENhSW05Z2h2ZlE9PQ== | Z0FBQUFBQm9CMHk0Mi1CN21QcGZYcGFBTkYyTThINV9WVGhmWHBuWUYtMnRQcllMMWpQYnNhVjU2LUhqWDYySjJLMWtoRVREVlRTR2NWY19CU0h6dkpwSWdIV2dic3g3THMzbXBZT1M0dUl5S00waUlNRUd6X0ItbDhzR0pUMkI3bDZBa0VTZDVTeDRmTXM3OTBiV3hZOUdBamFKMG84Mm5JdEd1VVU4Rm1hOXlpMFVVU3E5bmdfODhxNHVONTd6THVDU0FFLV9oLVdqdFlMVXB3SklybVVaOU5hOXBqMVRSZz09 |
Saw yesterday someone is recruiting for pytorch edge. you might be interested. [https://www.reddit.com/r/pytorch/comments/1jguo7i/comment/mj2usxh/?context=3](https://www.reddit.com/r/pytorch/comments/1jguo7i/comment/mj2usxh/?context=3) | r/machinelearning | comment | r/MachineLearning | 2025-03-23 | Z0FBQUFBQm9CMHl0d28xaldYMFhuNFJhNk9IT1RpM2VzcHMzY25hTVQ3cGZlbVpqWVB1c1JMYXpsQXpvMVUzUXRGbjNwczlJYkxRc0ZqNlpOTENMR01jUUpxVVdpWkxIeXc9PQ== | Z0FBQUFBQm9CMHk0Um94OFhKZGtzaWpJaV91UEpqZEN1RTZHWHZiS093VktzZnJLOXZJMWljSHNKSnNtSEkyVXJmY3ZNeV9UaXdkOF9DWGhfeFdLdWtRSFNPRVRucG80YUZOZThBa0ZFOWRRZkx2X1Q2elNJeERoejl3d3BKaVVtOHBVZWFRU3hOT0xFX2dFQk5DRHE2S05Zb0VXZ3VHMnBVWFFtekg0NWlkQ1NidDFybG4weHBWeXAySFRBT3NBTDRCLWowaHBzaF9jUGkxb2VTYkR3Y1FGcFVlUXEzeW5yLTdhMTdCb01sWW44bHpBWlRxVERGYz0= |
This isn't normal. The kid has extremely serious issues for him to be set off from something minor. Don't blame a damn chat generator. | r/technews | comment | r/technews | 2025-03-23 | Z0FBQUFBQm9CMHl0R2c1Q0cyRGtIU3kySThqQzdqYXFqYlM3QUNMZHFuS3B3TXNCWG5sU0lhRTJnUHVldEREelJ3SWJjMzRNdnpDTk9aeC03WC1lSG0tYXZpSHozQ0dWZEE9PQ== | Z0FBQUFBQm9CMHk0VndIZjFNb1V3UndVQ2JEam1BVTNONjZsMWxTMWg3WS1SX210WVUyZFl6S2lKRGVmLTRIRVFZbzlUb2JheFV1VjZ1YnhGSl9ncFd6Y1ZEWFg2ZnpFdi02T0t6T2dlV1dodjJfTDVrNThaT1BhaXpsWmF4ZkxWdnZXTXJCUnNGeXRoZksxdFBjU3pNaDQ1R0JycF8zSldpU3A0dFhRci1SN09SdzlJc1BlWk5JaFJKZTR6akVNcWJhUV9jRUhfU3RTNk0yS3kzUGVQUVdZVGdyRGtXQWJyQT09 |
AI is a mix of processing power and software design. VRAM also plays a part but that is not a technological issue, that is Nvidia leveraging its monopoly. We could easily put enough VRAM on cards to address AI without extreme cost.
For the processing power we need to look at GPU progression. But unfortunately, only the past 6.5 years or so (3 generations), because only the current progression matters. We are predicting AI progression from today, not 1956. Which is about 150% increase. So 20% a year or so, with a slowing trend. That said AI specific performance been increasing at a much higher rate than general GPU performance, but it is hard to get solid numbers because NVidia is so shady with performance stats and there aren't a lot of people publishing LLM benchmarks across GPU generations.
VRAM bandwidth also plays a part, but I am too lazy to look up the statistics on it.
Disk, however, is completely irrelevant. | r/artificial | comment | r/artificial | 2025-03-23 | Z0FBQUFBQm9CMHl0bjNyY3JxaVluUHlpMUFvT0hqdmsxZGhadWFiYnJDS0RyMExJWGlLZ0xwdDRGc2tidUYzNXZtM1BsNkF2djNEYWdUbUF1T2Y0SUIwWnh4ekVtbXN5a0E9PQ== | Z0FBQUFBQm9CMHk0Z3owa1RRUmRzbmNrcmxPWldoTHZSWFZwQUFQNzkxekthTjBjWl9EazJDY0hMbVNEMjEycWl4ZmNVMDd2OF9SQnhhLS14R1V1c1ZiMmhWX1pvems4NE1ZNXQ4RkhCNzZ5MjlIZk90Sml3NTBuSDhrRHdMcXZBMG1KX3lIWDUycGFhZm9DRGtfcXQxRVBBdEFYOUVoVF9lQVJtNkdLOVlXZTc4WE1YWEdMRnRfclU1WU0xMTBLb3duUE9vZ2pCd2Y5Ul9kcGo2bmg3bDhVZHBqZzEwRmkwQT09 |
Happy I migrated all my old OneNote files to Obsidian. Somehow standard plaintext files that any application can edit is a novel concept in 2025. | r/technews | comment | r/technews | 2025-03-23 | Z0FBQUFBQm9CMHl0RnVxWEFYR3dfWldQQUt6NWxWMTZaZngzZXk5eUhLRlF3SEhWS2c3MWZSMjdtdWRVX2IxUDQ4UWtmWGFnQXZLdFJtU2lWcndIOUE3TE50blRmRUZpdGc9PQ== | Z0FBQUFBQm9CMHk0em4tR1FBN2s5clRFQXUwVlN5VFlmY19sN25SRmNRX2ZmS280QlV3ZjR6THg3QlVvVl82cUYxQ2pVRjQwMFd4aGtETTVEVUx2TFlvMzNTSW9EZGJwQm5xUklaZ1k5a3BCTWZjZWZTMXhEWjJZcWFxTVEtYUlRVmZKNzZKa3RfUTFDVTlYM1BpVkpTNUFLY2xGU1RHU0lDcV9KMHIyQXJfN2lSQm0yRnRGb0VQdS1Xc3RLRUhpQm9ua01PTXRDTGpxUlgwc09nTkNzRnFkU0RmaU1TMkFRUT09 |
If you enroll with any incubation centre you will find many mentors, industry experts, and amazing entrepreneurs from where you can built a team as well, find out the right co-founder for you. Connections and real guidance as well. Try to find out the right platform for yourself. | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0U3V3U3lWWHEwdGctRXZUU3AwcXo0Wk5aS1F4RzZGZERELXJwRVMzVXUyV1hBZzlFdURsMGphYlpSdlZCV1ZEdWxXSGtTYzRaSjFsQzNaUkRwckFITGc9PQ== | Z0FBQUFBQm9CMHk0aXBCVFlQalZFekJIUFRfMHFDT05aRW9fRF9kLW5XRGx1SG5mNDNLeU9sM015ZG5rS3F6ZmkxTGp5dld3ZWh5TWN3Nk5pdkJ2NFlIWFZQQUZyN285YlJrREZ1OVZHbTcyMDgzYnl6SFZvaXpTRFNNQUZKeWxEYUFLeFZaWklhYTcwUFhHRWVES3N5VDRSeGxFWC1VQjJfQ29QaEtaWmZfeTlSaktFX0l4d0NmNEptbW50dWFxLVdKcWh1bEdYNVFPQUJuSGVnZHpOVU1fbTdrU1c0XzdMZz09 |
You've been able to do this with a lot of things for a long time now. Like for years. | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0ckJwSU05SkFLVU1HVEZzRmo3cE14cGVlSUdENTVnSTNmVkZFbjVfRFczZTZaRVdqTy0zdmV2WkhfMXRHY1lZSlRMUU9ma2FqQmdiZ1hjWGRXcml4Z3c9PQ== | Z0FBQUFBQm9CMHk0MXMwcVUzZTRrXzd1THJGWXlGVks4NDJlbmd1UVV6eG9CcVh1TGpSRXNSUU1fdnRSNTMwcGtIMXRibDZpMEdqc2hpT1VIODZRX09DcjA3Snlod3luRXVfZFItaEdoWXZVTks3YmtVS0I2VS12clhiMUFPNlI0LU9aTVo4Q3VWbzlVaHpRYXlfa1V6T1JkUGFJeDl0WkJ5UEFyUDFmaTlBZWlZdkpnb3N5N2JHY25wSFVjUFBvbXNVZHdNcTNndkFSWXl3dFlsckplTnJvWU5JTTA0SkZfdz09 |
As a B2B SaaS, we used a CRM from the start. Tbh it was not useful at all until we got over 20 customers, and didn't really add significant value until we got to 40-50 customers and started adding dedicated growth / account management roles. | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0VGpRWXEzeFktZ2hka3pCMnNUM1d1djA0V2ZGcERoVU5tZEsxNTY1SHNkM0hCbUlWQ09VYlFHSXZvNUYzSVVYem9kNmZLMWRxZ0tSSEJfeU91eUpJMXc9PQ== | Z0FBQUFBQm9CMHk0UFdkSW5OOU5scXdoSjhWN1ZrQkFmckZYaE15aFlXaHNhLW5uNjRHbHZsSkJieklsRDJrdXFZZDZGamJTaUQwWVJOc2xNa05WYnNybEVsX1F5a00zMWVVTzVsX1VTTUk4U3I5NVFzcDFtRjRpckFnNFZNTFhxXzJUeTlFN2tHdjRDODM2cnJCN21tdDl2bjFDUFRvNjZ3SVN1NjdvWHRZaXZiS245bWVKVnpGRFFLQnVKcnl5c1ZKSVN5SGRNRE93NVNWeVdCbzBFUHVoVzF6dG9WTlp5Zz09 |
Just read a new paper exploring how to make small language models (3B-7B params) better at reasoning through reinforcement learning. The researchers compare different RL approaches (PPO vs DPO) on mathematical and logical reasoning tasks.
The core approach involves fine-tuning small LLMs using reinforcement learning to improve their reasoning abilities, with careful attention to dataset quality and reward design.
Key technical points:
- They evaluated PPO and DPO on 3B and 7B Llama 2 models using mathematical (GSM8K, SVAMP) and logical reasoning (LogiQA) benchmarks
- PPO performs better for mathematical reasoning, while DPO excels at logical reasoning
- Combining PPO+DPO yielded the best overall results, achieving up to 74.2% on GSM8K with a 7B model
- High-quality training data with step-by-step reasoning traces was crucial for success
- Reward modeling focused on reasoning quality rather than just answer correctness
- 7B models consistently outperformed 3B models, but both showed significant improvements
I think this work could change how we approach building reasoning capabilities into LLMs. Instead of just scaling to massive models, careful RL training could make smaller, more deployable models viable for reasoning-heavy applications. This feels like a step toward democratizing access to reasoning-capable AI without requiring enormous computational resources.
What's particularly interesting is how the training methodology seems more important than raw parameter count for some tasks. The 7B models trained with this approach performed competitively with much larger models on specific reasoning benchmarks.
TLDR: Researchers showed small language models (3B-7B) can develop strong reasoning capabilities through reinforcement learning, with PPO working best for math problems and DPO for logical reasoning. The combination of these techniques with high-quality training data resulted in performance competitive with much larger models.
[Full summary is here](https://aimodels.fyi/papers/arxiv/reinforcement-learning-reasoning-small-llms-what-works). Paper [here](https://arxiv.org/abs/2503.16219). | r/machinelearning | post | r/MachineLearning | 2025-03-23 | Z0FBQUFBQm9CMHl0dkpjb2lFaUFjZlJZWGtiSWljNWQ2MVVlcnNlU1hrbjdTVFllS3NKMkJHR0E1Y1B0SDBJWEJJZk5tZEw1MjJfQUtrUmhmUy1DNUJ3WE9xZ3I3MDZPYUtSX1ZCWFZvRVJRWnBYcERzcHpCb3M9 | Z0FBQUFBQm9CMHk0Ml9qNUlEVlJ4d0VpNF9aZkc0ZzRJNTU0ZExaUjd1XzFXZ3N4bS1GdXpZNWlYMHR2c0ZYWjR1bHFGd1U2SlVqOFdWQXNONzZaMVBMN0tNQnFHb0l2M0s1RmlTZTlQQ2hsMXhWSzFEaG5sX3R5WDQ0Snk5OFg2TUt0QnNLUlZEVDhIOGxraloxLTBVbk8tTHJkc0xzZ3VMd1BiWkt2ejc1OTNiRDZ6bUo4TVMxT2h4NnpBRmNWSUtUSVFxSWE1S18xbEFVR3dobDVGT1RZV29va0JValR6UT09 |
More relevant would be to plot a chart of HBM cost, DDR cost and cost per transistor at the leading node. | r/artificial | comment | r/artificial | 2025-03-23 | Z0FBQUFBQm9CMHl0Tk5pa2V1SThTOTQ2U242QnlOa2ZLaEFhT1VqeFhGVmQ3X2V3bHFGdnE4enVYcVlVX2tSeEV0N0c1Q0dvZUNJeTgzVUJXY0lQTW5MZFhkYUh4Q2M0REE9PQ== | Z0FBQUFBQm9CMHk0MWZZZ2VmUXdaYzNaZmEyY1IzRWdfanBaYWNqT05GbGhYRmFWUVI3MEtvYXpHd2V0M0k5M3BVNkViM1UtWnlacl9GTkV0N3Vsc1RrcDhucVRGNEN2Mkd1YTFSMEY3OUN3bXFvazFFQU9JVWxYLWJrMFgybEVrX29LdTlmUEFNb2hqaDF5SGd3Ui1UZDdLVl95Uzg0ejF6ZTI4Nm9sdWpGZWZnWUE4ZllnQTR0YWxMeGZSd3VFYnNMWnM3RG4wUEZ1WHZaUzYyRkIzQVh0eFlIeWptOEZhdz09 |
Another reason to stay away from crypto obviously | r/Cryptomarkets | comment | r/CryptoMarkets | 2025-03-23 | Z0FBQUFBQm9CMHl0NVNJTTh3RUVzTmJ0V0hyTFl6d2E4YmV3UHcwX21fcVUxSy1Xdi03amlzQks1a2puTWJSWHFCTmk4aTNoVlpiUUlzSy00S3N4MkpzYUkxYVh4dHdDT2gyME1hU3B1SWZja0xPQ0tLT3NKTVE9 | Z0FBQUFBQm9CMHk0ZV9Ha1B6ZVluRDZ6UDYyQVRJWl94SlF5WnNuUjJzU0ZGR2V4NWF2ZXdEZ2paNllaZU80WVk2b1lvdE9haU1wWGxOOE9EMWpYWXlXWVc3cWQwUDlRM0dhaHZjeGp0MThIWk9YR1E5Y2UyZlJabzhZY3VZOXhHY0dFZHJRNG1FQWU4VlBSS2hiek1TRENQdFhLOXY2RTdKZ19EOEczNVQ3YzJyczRjMXJzRUFZT0VERjF0NVFNS2xjQVRURGtNNDljaW1nbVRYWjVlRWdHRjhPRDBXandCQl9MRVozRUxmZ0xyYTNnUHp5ZGhBTT0= |
r/artificial | comment | r/artificial | 2025-03-23 | Z0FBQUFBQm9CMHl0U2ppMTFvMG93OUVaVWFsR2pvSjBnUVJpUy1PcjlYbHl2ZHpHaUw0RlhrT2FjRVhhczVxaGZYLTB5MnUxWGNTc2VKRW9LTzlnblhBR0ZnbEJSUXRyR3c9PQ== | Z0FBQUFBQm9CMHk0VHFBMGJtckxzbkVhMFZsVzdHckFzSU1VTFU1YUFvc0xNOWtFdElMV3Z5dmIyUUhwOGx2UmxzcGE0Z040TmhNem5mRjlnQ1lWU2R5el9Fem95X3UxZFVjbHE3cVBhMUZ4bV9wNUxPTzE3MG5LWnlzcF9oQk1fTndZWlphQThHRFZuRzkzR01EcnZmYXg4U0hDVlItLVVNRWVwOW1wOVFpMnJ1RV9JaG93TkpnPQ== |
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You can start with a spreadsheet, miss 2-3 opportunities once you reach ~500 contacts and then move to a proper solution. There are more modern tools you can try like Attio which have a free tier | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0dGlfckM1a2ZTOEZjNHgzdDFxNGhNejFIelUtUjAwdjE4N1FyOFdnTDAzZ0ZYcU1QcmlQb21pYlNvUGtfUG5iWkZwV0MtQmdnUjBVNGxxdjNYQTJSSXc9PQ== | Z0FBQUFBQm9CMHk0ZzZFMEUycklXTExra2NiTFNmdDZJVmdFODFJNjNQNm1GNVg4QUNXY2E5cGliWHdvaFc3WFFhbkFFaTlHRFluZ0FhN1Y4amtqZFhWcGN2U0ozenBUOUI2STQ2bzZBVjJIWWpGdlNHOWQyNUxVUVhuVTBuMmVGbWh6QlR3dTNkbi1BenpoVjM2VDktNDh0Yy1GenJQeTA4Zk84cURVaW9KQnIxcjFtaE5MdXppekY3UG5wN2JqUEQySHpWT0oydkVJT0hjZ00tdGhnVGdfcEVzNWFybnJKZz09 |
Focus. Too many things to do, difficult to say no to anything | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0Qy1GOXgzNV9VNDlCa0xvOU43cWpiQWNNLWdLT0g3Mm94S2hDc3Y4V3NXSWZpbnhuSGxYNFFlUGpvUnhGY2wwYlFRazZEd1ZaVkpRNUg4SllwNGJSOVE9PQ== | Z0FBQUFBQm9CMHk0Si1JWHRXRXkzZElSc3VLcW0wc0tvVkZzY203WGl5ODlQM2tDdWZpanFRSXM3YzNSNnpFYWlia0IySWdVSW42d253Rnh1T25wNmFvdWpZeGhOR3pQcGpQdkZUbjhTRm5QWi1ETWw1WXJ3WlFmOEtvUjgxSWJTTHpnYjVZaWRPYm1IY1NWNXMycVMwY3lFMklJenIyVGkwa3FNbkk5czFpUFpBemJXRjZXS3RCRHZCa21Ea3FOUjBJZFhOYTJiazhNSU5FZXhLeS16WklTTklDNVBXM0pnUT09 |
RAM would be more relevant. But we had DDR5 for 5 years now it it does not seem to get cheaper/bigger. | r/artificial | comment | r/artificial | 2025-03-23 | Z0FBQUFBQm9CMHl0Y2ZuTlRJRnZhV0xJYVdsNlB3SW9nbHl2ZjUwYjg4R0FaRmhpVDladzltLWp2ZE5OS29mWDQyaFNRTVBqTHl1dmVUdklBdEtLZFhUVm1TakQzUlREeDF2N3pBU25XcGkxdTdPeGNQanE0WWc9 | Z0FBQUFBQm9CMHk0ZU1qb21CWUNwa0FWUFFjR2RFWVJBZFJVeU05cHFrakJIaV8wUlczX3U3OTdIV0pCN0hrQl9ZalBtMGxHSTRsT21VLXF2Rl9BU0hGSzNDNktyU1l0enllRmxrejFMTDNRMEM3aENOdzRhRExSTk81YVlxZ2ZmUGdYR3pxb2J6cUhjS2Z2b2lkQ3hVU2lWSmZEQ0hTckFITjJLaGNPYzBnYTV5ZnRuOV9nczZrbk5YU2dmN2kzbmFTS3hiemNJajdROEtaMXFkNmNLdnp4MWhzZllKTWU4QT09 |
What are similar alternatives? | r/technews | comment | r/technews | 2025-03-23 | Z0FBQUFBQm9CMHl0RjA2ay1PUGk1dEx6MS1XWklreDFoMzBJT0M4RUdzVmEyVmFrVmJUcGcyLTVQY0t0djMwWGcwejZzbXJuZTVvdGF3YzV2MnZFQ0YyNVdhVzRNRmIxN1E9PQ== | Z0FBQUFBQm9CMHk0el9IQjZxcFZMU29VNEVGYU94TVBFNzlJalhVclpPMV8tRGRIYThNUmpuV2JkU2llWDFEMlVvaTJ0X1ZWZ3YwRmNWSWdQV0lPWjZyRkMtY19COGluU01pNHExeERHcDBNa21MVFpMcEpRTzhyR1BtTWo1ZE9RNHZKNDFRWHl6V0sxS0JFNVlYeW93T0djVGh6ZnFfMmcyUm5JQTR1YTA0T0tCUThLMC1GamZiSEZkdEdVdndLV3djV1dsZXhoX1gzVFBnM3M0RmhlMENYVFV6c1BHdVJhZz09 |
M3 introduces a new approach to AI memory by creating a 3D spatial representation that connects language understanding with physical environments. Instead of relying on 2D images that lack depth information, M3 builds a rich 3D memory using Gaussian Splatting, effectively tagging objects and spaces with language representations that can be queried later.
The core technical contributions include:
* **3D Gaussian Splatting Memory**: Represents environments as collections of 3D Gaussian primitives that store position, color, and language-aligned features
* **Multimodal Feature Integration**: Connects CLIP visual features with language representations in 3D space
* **Hierarchical Spatial Organization**: Creates an efficient tree structure for spatial queries at different granularities
* **Real-time Performance**: Achieves 45ms latency versus 5000ms+ for previous methods while maintaining accuracy
* **Improved Navigation**: Achieves 92.1% success rate in Visual Language Navigation tasks (compared to 88.3% for previous best methods)
* **Efficient 3D Rendering**: 37× faster rendering than traditional mesh-based approaches
I think this work represents a significant step toward creating AI that can understand spaces the way humans do. Current systems struggle to maintain persistent understanding of environments they navigate, but M3 demonstrates how connecting language to 3D representations creates a more human-like spatial memory. This could transform robotics in homes where remembering object locations is crucial, improve AR/VR experiences through spatial memory, and enhance navigation systems by enabling natural language interaction with 3D spaces.
While the technology is promising, real-world implementation faces challenges with real-time scene reconstruction and scaling to larger environments. The dependency on foundation models also means their limitations carry through to M3's performance.
**TLDR**: M3 creates a 3D spatial memory system that connects language to physical environments using Gaussian Splatting, enabling AI to remember and reason about objects in space with dramatically improved performance and speed compared to previous approaches.
[Full summary is here](https://aimodels.fyi/papers/arxiv/m3-3d-spatial-multimodal-memory). Paper [here](https://arxiv.org/abs/2503.16413). | r/artificial | post | r/artificial | 2025-03-23 | Z0FBQUFBQm9CMHl0N2M2RmdPdUpxOVEwRUtURDBuaXgzckNXdDZRTEpEUzNxbWE2amhKcXVhc2pac0VKazI4VEc0VkpkemlTNkZzcm55cGRMNjJOQzhIQVF0UUV1WWxRcnZkU3FnWDVhdDNXWUVCVk9yWkRrcW89 | Z0FBQUFBQm9CMHk0Tjltb2twSVRYLVk5TGttSHhCZ3hXV0tjOGZyNGplVlNoaXJ3dnF5b2QtLV9WUl9fV2pKWk1jaTNiTnN1Y04xSHRSY2NvNktnWkdocWlsemhiTnNEb1Nnbk9lVXFZazhsY0JWUFVQY285UjliUzZLOVB3cTJBZjRad0h4S0FmSDR3NHRRRnpObXE0TjBlaUhzd2pfTVdJMmhyelVTR2tlcjJnbU1wTHFRLUhQWF93NE1FOXZfTFRVZXJZb3ZCSmxpUzM5WnJWVUdIUVZwa0t5eGZHa1NYQT09 |
If you have consistently observed data you can just do this using logistic regression using a sliding window and feature engineering. If your dataset is large enough you can consider deep learning methods, like LSTM.
If you have sporadic data it might get a little bit more difficult, perhaps ODE or neural ODEs will do the trick | r/machinelearning | comment | r/MachineLearning | 2025-03-23 | Z0FBQUFBQm9CMHl0NndsclIyeXhET01QTVJka3B3Ukl3SWhBLVZXLVo2SmJMdWhQM3lncThLMEgyeXFGQmdMdXRaSFlCVkFfVmJnZVBteTVrUTM2R0NNQVo2eWpyaFl0bWc9PQ== | Z0FBQUFBQm9CMHk0NzRGUDg2eUs0YW05Uy1DT3Nhb0pGeUhnMXptV1NoNFAxOWg5NzROa0prcHpEOW5IT3BUMGtXM0ZtS0RlRS16amZGOXVhWmdzNFJxQ3dUeFZmQzZ3QWxWQzdzRHlpWkp4cWNhTGJXZHV0bjA2RW01MVJaVF9MdG1lanJzcUdOdmhYZWhSY2lsRk9KZWtBWmR1Qk5mTncwVTBiMGsyNG8xem9qMTB6U0FfSkVNU2hhcTRSaHYzYjdvN2l1ejg3Y285YnBaX3B3VnhISmZyVi1ZTUc4aHlSOUNSVTFxc3ktcm83cmo2RWd0b254Yz0= |
thats why im all in kaspa | r/Cryptomarkets | comment | r/CryptoMarkets | 2025-03-23 | Z0FBQUFBQm9CMHl0SzR0Q042Nl9mLW9OYVl0bFQxUWFjX0MtVV9VakNHemNQVmcxbjhzUGhRbUlzbEg1MVlDNzBTYy1KVHphbll5bE5qNnM4aFF4TmdqTnZJbWJJb1Y4TFVjREVqTEd6dEFMTEdHdExMYUtFY2c9 | Z0FBQUFBQm9CMHk0R0FFUU5YWmJKODR2Y0FldzNRM21hdEJIamdhYlc5YWZRcThtSE5iaGVvdFdiaWxsSVh2clVXSmNkSjI3WVRhZkRpdkNFMUFyb19HVzU1eHc5UUFHY08xREItd0c3LXdPb25EYWtmUGJGeThVTUc2bWJtTDM3d25QOFRYNWw1REhpeWU2b0dfT3VrVTNVS1NDc18zWDBtRDFDczFLVUVpSzNfbXM5SzZsQm92WFFGRm9YYmk4NWotQmc3Unl5eDFo |
If the USA ever dissolved, the pleasant Democratic parts can always politely ask to join Canada.
No new rednecks allowed, we have Alberta already, it's enough. | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0cHhLRDJkN0FKQnA3bTNxand1Q1JvdFFYRGhHanlzTkladlVzLVQ3c2wtUmcwdFo4a2t5TzR5SFFLY1plMUdJRFNUY2hQT3hEaW9iTjhzblNjbFJCUGc9PQ== | Z0FBQUFBQm9CMHk0WG1rYUx4T295TkMyVldFNUFwODRZRlJXZWxPYWUyQnFKN09JUkJKV25oNWp1Yl9TWWdOMnhSR01kcXFnLUlRcHNDczZ4YThlU2pnUE9ENklHYXZLWVlWVVZULXVPaFlkSlFBT01NWmZVNmJYdHFJUTJjaHMySUdRWDcxYzhxQi02QS10RllTdW1vUG1LWWI2VEN0d0p6Qm9sS0tWaWFaOWhMeG1hMXMxNUs5LXcyZUVILVpFWF9Vb3lEemRWemFGVVVWMFYtUzJ3eWdnYUIwd2NCTzhGdz09 |
Never used it. What does it do? | r/technews | comment | r/technews | 2025-03-23 | Z0FBQUFBQm9CMHl0ekVDNW1ROXBLN2RIM3FiQUh6aGt0RUR5WTVNR0UtZXFZeVQwbGxDYVJMdEJ4czBPSkY0akZfc2FmVlVPNGp1T2FqTjQtTzNmSjNGWjk2QUJ2ejhEOFE9PQ== | Z0FBQUFBQm9CMHk0S3JwVlZrajc0aVJ1dG4xYWI3N3lVMzNid1llRXc4NlptYlJzSGo4Q2U4Z19qb204WUVZeXZXRzV1QlpSMTltanpYU2drV0w5NGIyU3dvQ2lxTnNqdTJmdjRvVmcyOEJIMmpzR09DNzBoXzRtYjZGV0ZZZE1mbzV5TDJfSzE2YkhySlZSYnJ2ckJucmZvRXUzenFTazlzc3NzRjdtZjh1TDRPUlNMVVEyOW56NXk5MEw5bnZVajNKaGZXbEdEclVBQjE4R3E1OGpHUlpYb2x6cEdpY0hKdz09 |
DYOR- get a big bag of Hbar, then swap it for Grelf its (under the radar top meme) on Saucerswap.
Sit back and watch what’s going to happen, I’ll come back here in December to see if anyone took my advice.. | r/Cryptomarkets | comment | r/CryptoMarkets | 2025-03-23 | Z0FBQUFBQm9CMHl0RFJvbkFDem0tQkFmTHlnTzAtcWZnUi1tdkw0NVo5YnhtUzlmR3JhQjdEcXhfcEhPUHhXZWw2aXVxRlRoMkFrV0hpSldveUFVZW0xbHdyTjJzNHE5dmc9PQ== | Z0FBQUFBQm9CMHk0MWZ6YnBIUTIxNVBNSUw0TmZRWFBuUks1bzA5Ym13U2hkU2hKbm1WTFdjMm1obkM5eEo3ZWZCVVR3SVlvS3NyTWdRSHNmWUJJTWRfRnJVdDZnenl0bHNadmxQZjRROUZvVHdtUjczWVM2N3BnTm1DMV9welF0M2kzUmxMTVRpbjVxV0R4VXFMMEFVVWZXMkcxZDRGUi1iODEwQ0JUYkJUWHZxVjluR0NNUkhCMjdFTmFkMzhEcDJBR01NbHBXUzFz |
Whichever I like | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0Rzktd1lmcVRyd3ZPV1JuMEJ4X3c0aVBORDNZcW9zVlZibm96N1ZTd2FYZFVQazJsNXNaX0hYeDh4YmhfaWF3cHZNWWVMb2gzalZMS1JCeU9oUGllTnc9PQ== | Z0FBQUFBQm9CMHk0aWFfSlVNSGZWa1FobC1kcGtDQVlPUGtwcnB3bDBDTkR3M0hWc1N2bWkwX2FvWHotZ2l3NHlQa0J5X21ldXMyZXpiVjdoWjBXYktNcWFTeTZZWEFSaF9aYW55cDVENUg0RU55SlA3NC1FY1NoSHZZaElldng4LVZmQUl5QXczanRvSkEwallmNkFFZE1USGtidzhrZ2l5UDJya2owcll0RlM5YWFFaUM5V2FJMUFtQlVkREdiM3dFT1YxZGhqZmVlbnhrZ0VybmtJd0VYWXdQek81VmZpUT09 |
The south is a complete shit show, they are completely unable to support themselves without federal aid. California and New York are probably fine. Southwest becomes a warzone over water rights. Midwest probably cozies up to Canada and does okay. | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0ZzI5WjRfckh4WldaV0YtNjhaY19rWnB5N004UnlVa1BKcHBaRmNSOUlsLWpDOFRBRm1JZWF0TXNmMFJjcHRLMWRRVXFZWDJJQzBFUmRaQjcyb01TdHc9PQ== | Z0FBQUFBQm9CMHk0MlFkSkw3X1hfNE80VGFwdHlBV2QtR1hDUC1HcVg5WW9QVDJlcDdTM0dRT21WeTFyNXdudjdWc2t1ZDJNM3NpekdreTlucEJVeHB4cFZnZmJWellySFV1U01uUU0xTmp6Z2VMMy1hSUNMT2xHclF4b0xWcl9YTFBqN3VXRWpPZXAwWURHeVlsMmdvMmxfOG5RUGFRT2RGMjR3RjI4NkVtMkVMdldKYS1YMGxWV3lLYU1TMjNxNUxRbEVNMzlnRlFJUTljOWtSTTQ5eW9aRGNpZGd4V2lfZz09 |
SmolDocling: An ultra-compact vision-language model for end-to-end multi-modal document conversion
[https://arxiv.org/abs/2503.11576](https://arxiv.org/abs/2503.11576)
Model: [https://huggingface.co/ds4sd/SmolDocling-256M-preview](https://huggingface.co/ds4sd/SmolDocling-256M-preview) | r/machinelearning | comment | r/MachineLearning | 2025-03-23 | Z0FBQUFBQm9CMHl0U3NmcklLNGMwRW5VN3RNbHZFd0EwRVVFMFl3MDFTYkI3VHJjcDZCYmFtRkdfdHFxOV9DbjExWU1SY3lRVzBJYVI3bU1RZGMtSnBRVkgwVWVRU01mTHc9PQ== | Z0FBQUFBQm9CMHk0RjJZaGJRbThCTEpVOUIxYWN6VTdCWG9NOXYweGpnR0RYU0VTakN1Vl9ULXQwanJqdWpxNGZVU1NyVVNtb3drRjE3aXpZSlhYVVlQWEpCclEyVnllMFViSnQxVlpNZlhYUHYwZ1g2UVBzdXdQVm5lbWRGX3Y5TGNfRWdfakRjbmhETE9nZGxOd1hnZkU4R245eUZTVUtvRUF3U1ZlaElJRHY1SG9hU2Q4N3pwT2diSDVva0xpSWpjb01mUlBUNlZ2bUhyVVp0T0Y0SjNCLWxZOGgwVU1uWHR0bFJkV0tvUDN5Z0luZkVJZlVqRT0= |
We're looking for a single observability platform that can handle our pretty small hybrid-cloud setup and a few big air-gapped production systems in a heavily regulated field. Our system is made up of VMs, OpenShift, and SaaS. Right now, we're using a horrible tech stack that includes Zabbix, Grafana/Prometheus, Elastic APM, Splunk, plus some manual log checking and JDK Flight Recorder.
LLMs recommend that I look into the LGTM stack, Elastic stack, Dynatrace, or IBM Instana since those are the only self-managed options out there.
What are your experience or recommendation? I guess reddit is heavily into LGTM but I read recently the Grafana is abandoning some of their FOSS tools in favor of Cloud only solution (see https://www.reddit.com/r/devops/comments/1j948o9/grafana\_oncall\_is\_deprecated/) | r/devops | post | r/devops | 2025-03-23 | Z0FBQUFBQm9CMHl0MlpoM0d1Y1Z4a1hUZ0VSSDRuNklGZmdDem0zSXlZQVdROXd6NzN3VUxEWVZEdDJXTG9rcTRPcUVUYXE0OWlYLWFoRjBDdzRDNnZ2QkpIb1ItSG5hb0E9PQ== | Z0FBQUFBQm9CMHk0SDd2Ui00ZVNzVVFYZDQzbm5iNUQydnNpLWlQdHhnMkRrMEJzQnlybkd1dktIOTdYWnZjSFUwc294OHBtSDg1bWxXcGhESVRmTEdXXzFkZE0tU3VoMm1FRDljUGN5VWJkemhlelhIYy12Wk5DeUhsOVVld2EyRDVRTWR2aDVqV2MtOXpObUJlNFUzYzd6Z3ZrbmFaQWdIUFJWVFRwZHd1LUNXRnpWYzJLVDNRSi1QUGVja1BBYWdEX01RcGI2X0RpV2xYQ0Q5R3FNeG1GVDRlcmx2eEVnQT09 |
I would stick to Ruby because of Rails, the OG of productivity frameworks. As an alternative Phoenix is great. | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0Z09XZ19TTUVfUEdhbVNkQ2tKMlR0bGZ0V3RkLWtXM25GQ1pXOWN2bVlRZ1ZFQ05jdWdjNGFPbjJyaWpMTVh6QlFmc3BHdnpfRF9ETVdvd2NiTW1RMXc9PQ== | Z0FBQUFBQm9CMHk0MDRIRFk2UjJUOVJ2N3hSeFo3WGJfTV9XSFQxWWdzbmt6akNFdUh3SkIzMnRUWTA3SVhEN0ZDc2dHMEI0NHZOQ1JlSDJKNEJzaTRWUEtXcjYzbVVNMV9NdmlpY2FqSXR1WGljUExtS3Qwbk9waFRwbndIaS14RGN0THo3NDliLXRZWUtIOUZDb21ReS0wNlBCZEhlZTgzNkR5ekQ0QjhrcEwxelZ2S1UySnptaWhCamJudnNfdVVaWHNUVjdPbGFac0RKaWdIamxvclpaQ3h5em5pd3hwQT09 |
I’m guessing he will also use it to accept bribes throughout his presidency | r/Cryptomarkets | comment | r/CryptoMarkets | 2025-03-23 | Z0FBQUFBQm9CMHl0VDdsVnFvV1FNM3BwQ1AtSG9UdUo3bGpzQXZzWTRwVkRwcloxN2pkS09lU29RaEZ5LV9pbHliQ2ZJZVpibjFQTUw0bjlHVlVlMXo1cVZ2Z2VrT0NldlVOM2k5c2lzZzVuUlhqcWQ2enVMQ009 | Z0FBQUFBQm9CMHk0RHhWZUV3N0hHUWVab0hyQkhNNlRCZFFCak0ycHQxTUh6MVFBVndtQWdGR3JLSHlmb3hhWUpfWWlfeTZJRHRweXdJQlIzSVRla2dnWnVHVlQ1T0IzVThURjF1VElEcmswZi04QVBaTVZWZ3RycXBtRDdOU3ZJb2NSTDdrQjhCUFZaNHlOWVdjY3pTcEtEX3hKNFM3ajQxbzBVZ1RseFhRRFoyaTBhM2JpTzFJd0lYSkppa2lMRnlNODRHN1V3NUtpSHpqR1Y1aTJUSTRIX3ByS1E0TUcySnlZa1Z2M3lqSTk5N21Td3hHbzRYUT0= |
The issue we have now is more to cooling and energy, it's the bottleneck the tech industry is facing. It's sort of why you see the US wants Antarctica and Greenland (north pole).
Heck it's even why space exploration is important, getting that space cooling on these hardwares will be more important moving forward. | r/artificial | comment | r/artificial | 2025-03-23 | Z0FBQUFBQm9CMHl0eE1VZmVJRDNCY0s2QjZTamJ0QlZucExwaVBFSi1tXzl2U0hDWW5CMkRWN3Z4WWFCdFdONkNKdU55UE5iTmxuQ3o0VmRFN0E2R2NQTjg1RkdHclVpM1E9PQ== | Z0FBQUFBQm9CMHk0bF8waVpyYVZjYWNRbWdpdHBGWEFCdXFpRlgtdkQwZ1FIZlJuT1JkY1ZjVE5VNVNTbk9NUWdJeFpIVm9ycGoxVzlLbnB0OHNmS1ZGR2ZwSTJkWHB5Y1p0MUVzQVBDeFZ5QlBsNFJZcHZCQVVOVF9OWDJieFU5NDNKdzFjTnZsN3N5SFl0WV9KYVBiSGdmVkNZeUpXQVVhMXdYdVFMVlFMcjVpTnV2ei1Hem9UTlI5Y2E3OFdaUzNlN3owUURqQlZPYjFjTndadzR6d3k2cC1Gd1FSanB1UT09 |
Nothing wrong with LGTM stack. | r/devops | comment | r/devops | 2025-03-23 | Z0FBQUFBQm9CMHl0Vy1NZXhUb0dKSWlJZmJVTVNTWXhVY1VjQ1pzNEJlM05kUDZsYVAxbE5uZjNVS1dRWHJlajJHcVRoNkJrMzJiM2hMSThaMUtFTzhEYmNpYzNESm9sSmc9PQ== | Z0FBQUFBQm9CMHk0ZEVXdnRpRTd1LVFpbGRnQm91VF9xNUVLaTNOTldVQndIMm1ZenVmQUtnVDVfTVQyc2ZvemloNXl4VEo2aEdkZDNzQTZRN0RYdV90Y2l1RXRqTVRuQmNKVzRMVHU2dlkzTUpJTklHNV9Eb3ZyTWk3NlhiNDFKRFFJZnVHeV9vV0FoY1Nmb3hzZG8wZUZIQTYwWnRuRU9raS04bndfelpIRnpwSUlyVVRGWjVobFpBLXhVbzcxTWh4Y2l6aXRrZ1hUZnpGQXJsQ1VKSkdaaW00ZkZUZU1uUT09 |
You should run a binomial or survival model with a random factor to account for repeated measurements.
https://stats.oarc.ucla.edu/r/dae/mixed-effects-cox-regression/?utm_source=chatgpt.com
https://onlinelibrary.wiley.com/doi/10.1111/insr.12214?utm_source=chatgpt.com
Best. | r/machinelearning | comment | r/MachineLearning | 2025-03-23 | Z0FBQUFBQm9CMHl0b2xyTkhOOFF0QWpRTnlkN2VpZTN0cy05cWw1eDRWWVRQUkhzakVsbkZuU3BzcUEzLTNtNHZRUlFLeURTcFQ4aC1XUzQ5eXFXWHlhdVd2VDRqT1UwUm9zbUQ5LUZTMUZlZmxIZWR1Qy1Pd1k9 | Z0FBQUFBQm9CMHk0MDlscGg4Tl9IRzVieksyNV9xUG9TSmhoTldoaGlSRF9NWFZwd2JCVjJkS1NWVTZxZGthWGY5cm5zTjlTODBQdWRxVmpobnhxaElSRlJETFlRSU1nM2FfSnJPaWFtX3ZZaGc0blNTRS1NMWlIR1lwVUZTcWZBU0NJdEZpWVBXN3hVcVVldExrc3lOR0hfX0ZBbUtVZzVVTGRaNXJhZUlPNlpPLS0xQ0VFaVhQSGRCQzJuckxrX2Qtd19Rci1yZllhMEtURFBkWEZBZFdoa2J0emNKNVUtWGF2Z1FLUGlCUWNSaHg0bEYyaTNnZz0= |
Had sth similar. LinkedIn support solved it. But it took like 2 mmths in total. | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0R3NKRlRxcERRblBYUkxVRDFnMEFYdms4aFMzMHBsTHQyRWNzV0s5SlJjWExJdXBEREoxVWN5NjZwQUN2dDBlbHhMNi1VZ1U0YzZmbWRaenpZN2RjdFE9PQ== | Z0FBQUFBQm9CMHk0V3JUREJFaFdIU0luNmhwTU5QRWVvaEFCOVZ1UDQ3SDNrT1Y2Q2xyRWF4QngzSjRaSFdSLTVUeS1YMS0tX1U3NWppa1Y0UU5nVS1RdjVRNkZPbDJlSGNid1NFYy1HSUUwSmxGUmE3R1I3Nk96bUxjWm5nSUJsS19ma1AtaVNXZXVxV19ONHBJbkpPV09XOHJ3b2VVNEwyZkRDUUg3N2JvckVGNFdUWkFqNVAySG9JWG1RbE55SmVvWU9KVkY5Sl9CZXVkVFdCTmZJcndWdTQ0TmVlaUt4UT09 |
Your key zones are going to be
* California
* TX
* Midwest
* and NY.
Anyone not in one of these states is going to wheel and deal to get into one of these zones.
California, TX, and NY are major avenues of trade. Both nationally and internationally. They'll be fine and you're going to need their egress points.
The major conflict is going to come over the midwest and all sides are going to want a piece of them. The midwest controls the Mississippi river system and the great lakes. That's pretty much (hyperbole?) half the fresh water in the country - and that's before you consider the agriculture that surrounds that area.
I'm ignoring Florida as a major region. Mainly because they currently rely on tax dollars from the nation to repair hurricane damage. Even though they currently have enough money to float a region... they won't last past the first major hurricane season. And that's being generous and assuming that they have access to NOAA and the major weather satellite systems.
Alaska likely joins canada as a province. Hawaii declares independence and becomes a power house due to the navy. | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0U0NSbnYta2dEejNscUcyN3Jla1lBLXZ1dlM1MWtHaFlmVHVJc29wVEI3U283YWtPbGhBUzZLQ1lLcHNUY1hmWXptUnp3VXFYb2pqMmtBREwzTk4wMnc9PQ== | Z0FBQUFBQm9CMHk0ekhsOXJUekxQMlA0MzhjVHNhYlYxenZSdEF3Zk01ODlvdkdyb3FSSDdfQzMzM3Z3dDVncGhVS1FvUC1YblB5UjE2M1F2MWNYMmtCdERDSU1oVzVWbzRzRDdfUk42eGcxSEh1eWFJQnROUllLRVhValZaeXd2alZvZWtlX3lIZmFhQzhoME1xcGU4d3EzUkdoUGJuSDk1UFlybll4bmpBZ3hXV0pjSVBLRThUVEpUZlFVUWxTR0MtdktMZGI3MnNMNWhjZTR6bVdzRWMyY0lKUlN4Ti1iZz09 |
Lol. No it won't. I won't be going to them if they try. | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0UjN5TWRIbTV1YWVEZXJfZFdGV3V5czNLaU81bnZid0RUdGpva1JVSTl6dWhwMlhqdGR3SkdDcVNrV0dDMm5UeHBHVWFYZVhzNFlTYTdldEcxWkM1aVE9PQ== | Z0FBQUFBQm9CMHk0MjFWTlJNa1gxOVViMGRFWkVMbkNUT0JKVjhUd2xpUDc5RHRVWHllZi1sY1Jva2Q1bXhkS3lxUnRvRm9sVHZZVmFBVE93N3MtSUk5MENBMFUtTWpxOXlBUHpfaDJVVVNnTWZtdHpOaExWelJ2djRjcWdzU3ZlVVVJQXpUQWxDcXk1U0ZwMTB2aG5wanRTeWJSOExadHlvWlBmeGVDSmpFMWdSdU01Mzc1Z2d6akFKSjJBTFlmWUhwNGlid0IzSlRQUXM5RjdvajZHLVNRWUtLLWlId1k1dz09 |
Is xrp, hbar or acs a scam? And could I get your thoughts on ai coins in general, I’ve been really bullish on them even if it takes a few years for them to catch steam and actually find any use | r/Cryptomarkets | comment | r/CryptoMarkets | 2025-03-23 | Z0FBQUFBQm9CMHl0RHFWdTFCSDhVUEwxTWNERC1QamRXTXBXank0ZUtXRlIwdjZQRC03QkxRRXN4VnY4NVRnQ2g5TVBQRmF4dE13QzlxcFhvU0pnUXFpcVZKSDZjZl9xNm1Dc2VJckszQ21LeE1CYmNfOVRrM009 | Z0FBQUFBQm9CMHk0aWZtMldXanhvQm55bW1qOHdpSVZCaWlhcEd5czJDOGFnNTJYQWZZV21NSkpYMFdfNC1FejFZSkRoWlRaRGRhRE55UG52bVByMEZCbzFMUnZsX21iZzdQX2c1WW1ETHd5VjBmX1F1c1cyRXl6cVpDeEZ6R3dwUTZoajRrLS05U09Mc2I3RTh4SDFXcGEyZzhHQkZLOWstS0dqVkJ5bFROWEFxZmYyWERRcEl4Q2dtTE4zYXlxUkotYThsbGhaM0VVb2k0eTNISjJwLWtwWXBwdl9MWHBKZ29DSVNJV2F6MjhTanduWXlTTDF6dz0= |
I experienced this about 5 months ago when working in Asheville. Can’t remember the restaurant, I think it was Wendy’s? Seems like they were testing it in small towns.
And you know what… I took my order better than a lot of people do.
I firmly believe that in 5 years there will be very few jobs available for humans. But guess what? You’ll still need a job to live because socialism bad | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0VlhtQW5vTXo4NnVHMjdmTDBpaU44cnJaSnU1NVVaeFZZZ3VKSlZWZlVURm1GdkFPb3pnX0pmRHdmRVRhMk04dnVUemZmdEdmWEMxVGhweHNFLTNuU2c9PQ== | Z0FBQUFBQm9CMHk0bUY0elVBbUpldjBuMWpndndaNUwyLWpGYTFwWUdGcVB3bE96bkxUa2RVajdDcDBJbnA0WUVjc19pNEh5WDMtY0JkSnRpR0RVcGZFS2lpNWQ2ekdLcndfY2d3UzBVYkVia1ZNT1pUWFVtWnlkbEJOWndVb1FTd2RYLU9DVm1aLUlQNVlHYm8xRENVNlNqZllEb29icUpDalNFb3cyMlJvRHlWWlhxQ05oeFY3NTFpVWRUbXVEajdnOXRXS01CRXlEY3l6Q2dQQUJjSDIzNFVyV3dvcXFqZz09 |
This question is asked every few hours. Once I got pissed then posted forty Reddit threads with hundreds of problems posted. So far, two people complained I did not update that list ...of other lists.
They fail to acknowledge the source of all their problems.
Any business forum has problems posted ...by business owners ...from top to bottom ...newest to oldest.
Solve that problem. They maybe when you post your solution nobody will laugh. Because believe me, just having any lame excuse to start coding isn't anybody's solution but yours. | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0amRIZ1BuQXJDRkZXLUJOS1RURXRhV1BIT1VieTkwLWwtRDk0QlZLQm5XZURYa2pYQlVYRm45YUJtMndwcUlEZmhnV2Y2T0hSdG9Kd3kxS0VBTFBNd2c9PQ== | Z0FBQUFBQm9CMHk0eXIzeHB6elY2MlVnaHp3QXlQWUlLSVgxdV9QQ09POUg1cjE5R1VJSHhVeDNFRFB4QU1vcDd4Z3BkWFI1cEdaYWVzS2NGM2RDMDJQUnVsT1hyVk4yYzFZWm16X1l6Vnp2M0ZMOEEwVmEwXzZBVGg2TE9HQWp2ck83VWM3UklkenNGNUpiZS03RV9JeDJzM1Y5U2lPeGVDUEZMVThRWjJQNUlaX2s4dnJlem9fTDJRbkNUV25HTjg0bUQtYlREc0dhLWVDSTNoTEtkeFVCZ0pORThfTWlLdz09 |
The funniest bit would be red states putting their hats out saying "pwease can we have more monaye for food....boo hoo" | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0VThvZGZHM0dTNjFxTXc3QXFlbVg1T3R3cmNyd09ZajFWbi1WZ2E2Slkwc2lZVUUzOVhGbzFqc2o5MVJ0ampLQjVPb1FOWFpJUXhmTnUtdHhQWkxEVjdpb2ZNSHdrMmRZMEhXV3lrTm14eVk9 | Z0FBQUFBQm9CMHk0OGR0emNHOUxpRXVRQWxBY242TmVfSzdaaEJfb1MtNlMwenF2UzJjYl80a0N5UzZ1SDZ2WEVDdUoxV0Y0eWVCUGlzbWdkeWk4c1h1d3RBdW45VXVtanRWelNiM2RDZ3lBRDltM1d0MVV5T3B4aFU3TmlscnBNWTExU240TWk3cXdYMzlJX1QyWFBfQXB2ZHFneHR6XzFBM1BnbktTdHFja2c1bndiMExPdjI2T1BOLUdyOWpudW44VXNVYUUxa0lKZ3A2aldsWS1FaHU2TDlVWTN2dzJUdz09 |
If you don't have money enough to hire from jobs off TaskRabbit, take the hint and don't build yet another bottom-feeder site. Want to know the major feature nobody is going to toss TaskRabbit aside for? High Traffic.
Getting into coding to escape from human nature is a bitch when you need those bastards to join. The capitalism fairy does not give you a fair share of the market just for showing up in a browser. | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0T3RjWTdiazByUEtmaFpzVHRWNm04VUpUTWdkdFRVajlLX1N6VzJEbm5mQ3hGOWhQNkItcnlOSDQxN0IxNVpzX21Qc3VfZW00YWoxeEo3aUZMZW51Rmc9PQ== | Z0FBQUFBQm9CMHk0REZmN0p2eTZlQmd5bUc1NTRRVi1QZFgwejRqN2V6RWdxRTdPVFMtODVIcGV1T21XZU9ZN3YxemI2MUlubkZXYU9xWTB4cGhhZVJIVm00UkFGeW9Oel9tLTl0VHo3OHZrel8xX1ZfNW9jTk9FWV81V3liUWJ2dGh4RXNNa3JuU2QycWIxd1pObGFxSFZLak1YLTQyZ1FRTEkyMkpmSG9ZT2h1ZHhiczhQTUpJcGlTdWpJZEVvWjBnNFUxQ1JzVlBr |
I’m not that fussed about xrp but a lot of projects aren’t even near all time highs probably because there’s lack of global liquidity (until very recently). With global liquidity starting to pump again you might see if break all time highs even this year if we’re lucky. | r/Cryptomarkets | comment | r/CryptoMarkets | 2025-03-23 | Z0FBQUFBQm9CMHl0M1R0RHdHa0RDT1dfZHI3WkNQaElwcVE0Q1BTWGxvcS1wTnFrY1pjWURnVUM5UDh0NUlsM05ycUhFcmVsNkFBZ19oYlhUcjYxdU41ajRRZ25xYzFsWlE9PQ== | Z0FBQUFBQm9CMHk0emZ1ZnBEUjFYSXFMM2d5OVdTdEFSSlFGNExJRXBmRkp2aVpXRGtZN1UxNWtpaW1SS3RXbzZwVWxGYlhMX05fLXdRMVVfVVpBck8ydEkwMC1ZNktUQVBaNzE0MHBsZEo2MjRiQURtQ3N2TnViMjZvMjI0YnAzOURPcUFpREZRUXVNa3RiN1IyMER1RnBmVGo1YzMwQ0QtVFRXOGpwMnNWS2h0M1RGVXU0a0gyeVAyNE54WjBNNGw4XzdFWEdCejNV |
AI has recently helped scientists uncover the actual forms of proteins which I recall hearing that one of the applications could be used to help "destroy antibiotic resistant enzymes". I would think something similar could be done to fungus and their spores. | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0WnU3MF9JSE5KNllyY2tmRU0wOHk4cnJKczhTNzdUTW1ZT1FBRk5BLWdIZEZVS3l3WkRSYm1HdEtJNGo5ZDFvVEhOU044ZlNTcWxsLUdmS2hTV090dUE9PQ== | Z0FBQUFBQm9CMHk0YmpGcGNaV19uZTU3b0dYM3VvRWZNRlV0aXNuNk41REFlTXU5dGdFR1pJTl8wUGE5N1JpZ1BTaVRrWDkteFgtVFRJdlRoc0RSR2x5RGZ6dURnT3BFckxkTk5QZjFlNHgtcWpMLXNVb0trQjczRWxYMWRFUjJJQ2hHWlplMnNtYmZ3N0FpaEEtaHB0aEhiTVMyVGxGYU5RU0kxSUpSSHB5YXN0ZHFwYVBTbGJNMnRjaGYySmhwRWpWZFphZk8xLWFlLWU0TTVBYjkzQ1B1OGRkX0J2anVrdz09 |
I think the storage idea with minio is great, it solves the SPOF, you get backups etc (you could also use hetzner s3 directly and reduce your complexity)
What I'm not happy about is that you are copying the game files to minio and back, and I was thinking you could use a tar archive for that. This solves your woes with the empty dirs, and can also correctly copy permissions (if that's necessary). I also assume startup could be much quicker if you just copy the latest archive.
I'm not sure about how you backups would be affected, if you use versioning etc. this would probably increase you storage cost.
Reg. SFTP I would connect directly to the running game server, or temporarily download and then upload the contents again. | r/devops | comment | r/devops | 2025-03-23 | Z0FBQUFBQm9CMHl0RG1jc3hfUVBQeDFIcFdNY1pBbXB5bzE2MzZra2pBUXY4di1kZUlmSzkwemFSTFRXNkRCQ1RXTGZReEpscUJiQmhiVW1LNnJhd3ljeXlBbTNrSmdZUWc9PQ== | Z0FBQUFBQm9CMHk0cFNuYW03c1lvbk1nSm5pMS1OckJQd2xWcGtyTU5kVjR4WVBIWnNBejhEZk1OQjFkMVU5QUtyT0QtZzR3UUdiR3lNMURFZU9wZVdvSkJPS29YWWcyVnJleHhsamcwa0huWU5ucjZmVW1OLUZiODBaZ1NTVUdmTHR5TXBCZUE2OVVZS1g5YmFKSFgzYVNzS3d4NzYzOXZtX1Q2Q3VpTGtSRzVmZFpqX01lLUE5VmJtTU1HVTZZcjV2N1Z2djNWQU9SSFliNFo0Vm9nX1BaQzdRWDZ0cEhoZz09 |
>People who develop type 2 diabetes face an increased risk of some of the most lethal cancers, including liver and pancreatic tumours, with the greatest rises in women, research suggests.
>The analysis of health records from 95,000 people found that the risk of pancreatic cancer was nearly twice as high, and the chance of developing liver cancer almost five times as high, in women recently diagnosed with type 2 diabetes.
>The chances of developing the cancers rose in men too, with new-onset type 2 diabetes linked to a 74% increase in pancreatic cancer and a near quadrupling in the risk of liver cancer in the five years afterwards.
>A smaller effect was seen for bowel cancer, with the risk of the disease 34% higher in women and 27% higher in men with new-onset type 2 diabetes compared with people without a recent diabetes diagnosis.
>Previous studies have linked obesity with 13 types of cancer, many of which are also more common in people with type 2 diabetes. But researchers have struggled to work out whether diabetes itself raises the risk of some or all of the cancers.
>For the latest study, the Manchester group turned to the UK Biobank which holds medical and lifestyle data on half a million people. They examined the records of 23,750 people with newly diagnosed type 2 diabetes and compared them with more than 70,000 matched controls without diabetes.
>There tends to be a surge in cancer diagnoses shortly after people are found to have diabetes, simply because patients have more medical tests. The researchers accounted for this spike in cancer due to better detection by ignoring cases reported within a year of a diabetes diagnosis.
>According to the study, after five years the risk of any obesity-related cancer was 48% higher for men recently diagnosed with type 2 diabetes than for those without the condition. For women, the risk was 24% higher in those with a recent diabetes diagnosis.
>Not all obesity-related cancers rose with diabetes, however. Women with diabetes were no more likely to develop endometrial cancer or post-menopausal breast cancer than those without, according to the study which will be presented at the European Congress on Obesity in Málaga, Spain, in May.
>Across the population, the lifetime risks for liver and pancreatic cancer are higher for men than women. In the UK, one in 76 men and one in 130 women will develop liver cancer, while one in 55 men and one in 59 women will get pancreatic cancer.
>It is unclear how diabetes might drive cancer, but scientists suspect high levels of insulin, high blood glucose and chronic inflammation. The sex differences may be driven by hormone levels, how sensitive the body is to the effects of insulin or variations in body fat. | r/health | comment | r/Health | 2025-03-23 | Z0FBQUFBQm9CMHl0dWtqam5jQXBHYlV3R21IZlBjbWd2MEZ0UEh2Z25NQ0Nqc25JelNSd0pQYkdsUVhqd3FNQVNzRFJ0RnhwSHhMY1o2UGE3aFhxRDBGTFJBLVBuakhyVHc9PQ== | Z0FBQUFBQm9CMHk0a0VDTFFFbWk5Z3Y5clZZOEtFTFRUd0NUWXlaenExX3psRE5aRU1pMjFDMHFWT2FSd3Q3ZW5jUE5aTlJUTFVsSUVCclZDeHBWSU15czNGQWE2TDJzYk5kenZySnpfcjZCN2swaTBvUHlGRlZ3REROSVlRSDkzUWg2SmFLdklSTXNCcHNHNnU5WDNSOVlMeWRoSjAzSU01aEl1TGhXSTEtTVV6ZVBybTMzNkdXel90RmYwZ1NFTEpHUkRzQ1ZOeEo1ZG9PWGt0MUpyRVVnYWdWYWU3MG5DZz09 |
Xrp = biggest trash coin to date, hyped the hell out of it with Brad and his lawsuit. Ponzi scheme | r/Cryptomarkets | comment | r/CryptoMarkets | 2025-03-23 | Z0FBQUFBQm9CMHl0SFlmMWRJbktqODRON3NaQlZGSlFSTE1tMmh1Q2xzT1Q4a19HeHJXT0JDbkJDenRQSnZ0S1VDcUF2OEpYSUM4SHhHT2NaeC1SYzJqams1ei05UXd6Mkhhc0ZEUU9DaHpZWmNUcDFtWmU5V1k9 | Z0FBQUFBQm9CMHk0MC1kU1VrN2NONWZKelRBZVNzZElBNDJ2cW1pb3pURzlNWGhGaTNWeTNUcmVkVS1WSlRzNGtXdncwSjBvUVI1OGVtU1Vpb25kOFhNUHJKZUd1Ul8yT2pZelVpT1NzVENURnJ0SFAtbnVfNzZZOVJuZ28xSXFoRldaemhwS1Jydk0yS2JQQ2pMNzJmZFBlNTlRakppWEthQ0tIVk5zdFRjeHlfRUxSdTNSdHVOcjVramRHbmVSYWxSM3JaaHJOaE5H |
This is absolutely nothing new and the authors may have misunderstood the disease progression of pancreatic cancer. | r/health | comment | r/Health | 2025-03-23 | Z0FBQUFBQm9CMHl0LXhxa3ZBNWF0TGI1RGItamtIWVpSY3IyV0x4dkJGRTljMm5TeWxZTGxmNjN1MjRJUFJRN280bGdfY3lObGJDcmU1bGRMYmdCNm5IWkRkQ283c2todmc9PQ== | Z0FBQUFBQm9CMHk0SWlCVXJ0UkdMNWwwSWdBQmQ3YnhOY3I3OXVLNUhTcTBhbDhpbmp2Z3AxdHljQmg2YXdfalRTUFNpck84OHVleGtjc0t3blNfTzNRUHM0dE85YWpwQ2JEcjV2elA1ajhLc1E2bi1qcVp0ZmRYbkl5MXVfYWh2Mnhlb2NXdzM5TDdRa2NMcHFrZGxkWW1Edk9TRm9reXR5WXRjWk9mLWdwLUxBY0JVdTB2eGJ5MXBJRUotS0tDN2oxR1FxNzFnU2RBcXE0VWNtbndOcWg3ZVpsd2lKUC1Jdz09 |
How about speak out for the safety of democracy rather then only speaking up on the issue that only effects you and your friends. | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0R3JqQmVUNHo5LWxtQnRVT3ZCT255OTQ1MHkwdTZNQjFBb1A2UlNCZ19wTkM2a1FVUHRLMF82bU1zVTNZX1ZFS25DWjN0ZFJhUThHRXNpM0Y3WEpEMnd6Skh6WVhkZUYtTnZyMFY1VmRnQm89 | Z0FBQUFBQm9CMHk0QjlsQU80RExtR05uTHlDUjhKWlplcmF0ZGNfQWFza296NTNKb0NyV2pVTU0tWW5wWkszOW5hb2xJSFZVVV9URmV6N1JMa240SW5CN1RwMG5COEZrM2xmT0MzMW1kakZBVllvU21ESXZBbFMxQmx6dTZobnBqSGN6MUlvalZzNmhTTnFuY1FtNWpjTTBFRVJuX2RlVFA4c1lsbEpqckR3b0RydEJ4N2JqX3NUVVZBOU9IYWlSbmt0eGc0VF9JS1kzZ0xwRUdxR3pKcnNQei1oTkhXNERlUT09 |
The amount of regulation, safety and sanitation certificates, kitchen inspections, health ratings, insurance etc… don’t forget the V in mvp… viability is a big part of whether a business is possible or not. | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0TC1pdjBLb25FY2ZrT2ZKRUlmMVRmTGxrYXczRTRMb0VoZnVVVUVSb3dfaWFZMy1lTlFybS12T1Jvck1neXRSLU4xemFZVXBnN0prd08xbWV4YUZlUnc9PQ== | Z0FBQUFBQm9CMHk0Q2Y4SmdDQmNxa2NXM2FCLURUWFJxR1lXQkZ3a3pNZmtLb1pKMk8ydzR6bzVtLWNkVFBtZlUtTDdOaGRyWDRYdWpkdFdWX2pPWGJId1YwcVpzVk5fUnA3S24tTTUwOHhwWkpDSm1hNmJ4TWgwYVF3ZzdEZTV4Ni1MRUFJb0FQOHZ3cW9UYVowMHdoQWtSSTlmTWJhQ19PVm1uMEI4akpKZnk0aV9MemVaRnNnWm5malJ6MmU5WG16OVJ4eVVkS3ZIaFRRdHNYcVd2VktXaEtHbHI2bUx0dz09 |
Trick question. Both should be hires. Especially if you don't want to allow tech to be the tail wagging the dog.
Only hire a tech cofounder when they have something other than raw technology to offer. That would be intellectual property, or some kind of strategic vision you two lack. And don't feel obligated to comply with just anybody who shows up wanting to help.
Founders are employees. Equity is compensation. You do not just give any employee equity simply because they show up for work. Let's not go into the nightmare fuel of founder's agreements, performance clauses, or the huge number of problem posts on this topic. Suffice to say, "Hey, you wanna" is not onboarding.
One of the considerations is due diligence. And I don't see that anywhere in your post. Heck, I can't get founders to swap résumés, let alone call a reference to verify quality of work. | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0ZklvdVAtMEhMaFhTbkF5ZWJSVUpLcmN0R3l2ZVBGX2swaUVKRDUzODFzTDNjb21PQVBpNDlXcnRCZ2cxYnpDSFlnQUpSQkJrMS01Y0FiTDFSazZBMkE9PQ== | Z0FBQUFBQm9CMHk0X2xXVTBBVG1vRVhmNzlwcGEzZ0UxSFZhdlZRQ0tmN2s3aWM1emM0S280S3lETjZKVmJFVWE5Q0Rzdmc5cGxPZElBLVhSLWUtZm91eUlyYzR2M0JJT1VOeUVKTGdNVUxBTm1mT2Q1cjhKSnBva0paYTdHSVgyMGFZbkJnWFBEUzZhTElWd2huUllmUzZCbHlWbGVMV1pJM1c5MkxnSUFFZzl5ZGdJVjdxd0hQWE5sVE1fakU2OHh4ZlZEcEhwZ3dmbk1tX0dyTG1sRlVzTkxKWWtaU3VtQT09 |
Finding a technical Co founder 😕 | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0MVYxZzRQY2otUUNoQ2MxLWxybnlVNHFVbm4wWGxJLUVyR2d3RmxoakZyQ19Hd1N2TVRaS09FNUVldmFUWURZVVhtWnZrQ3JRM1NDTnBHaW1yRDAtb2c9PQ== | Z0FBQUFBQm9CMHk0R19yVk5nYjJRUUxwQWp1cXU2bVlwdnd3TlU1NTlTaURTOUxOLV9VTmdudXVaN29vTHJUMGp3NVJnS2lyS3N0bXZjYkE0R0tUYS1td016SjBLWms2QWJ5ZDcyV0FjaDB0d3VWcjkwXzZiMnd3NkUtaVRjYWtKanJEM3c5bUtLa2JQTnliV1BQVHZxQUNTcno2V0Q0TFRVWHY3ZTN4UTVRUEN5bnNmMkgwUm03eTRNRVNmbV9RbEttbDRSU2JUVFdzVTZpM19JakJmWVluUXpTZ3k3WnlJUT09 |
Like market manipulation wasn't a thing in Crypto in the years before Trump, right...?? | r/Cryptomarkets | comment | r/CryptoMarkets | 2025-03-23 | Z0FBQUFBQm9CMHl0T2xua1hhcDdPNmYwSDRMc1lVVlgzOEpqM2NtRDBwVHI1N3NYWlVxaVRaVk1LUkNOU29OUVh5LUdiaXRkVFJNbk0yb3RHaFdsc0VYMng0SWdNdGdLV3c9PQ== | Z0FBQUFBQm9CMHk0aTY1c3JsNnVwTVc2amdYdHNyMlJTU09FYkRQajZnOVhEVG5jVjl6Q3E2Nk9fcDZxMTlnWHUwWlFTNm1mMUwwNndKYnRGd1EyMS04WGF5YnZySTlDNVhTWFB0clcwYmRqbUFTQVNGeFhsVG11azdUNl83Q3dtejJtU1VOcW1MdElweDVUeHc4VW5YSGQtTnNtNnRGSW5wX2s3dFFpcFpwSzRUTWpPU1N5NE5iX2FzTE9DcDI5d1FsdUs3U1FlR2xGc2FJV3V1ci1KSFpVbVNkdGxZdEtFcWZrWlhxOHk4OG5sMERvZEgxX3Atbz0= |
You should also reported the accounts as fake accounts from scammers. | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0cVIyOWlUQkMxQVZjV3drUE5MQ1RQbUxhWXcwM3lYZFQ1S1FBbXRqam85bXl2U1BZMWVnQkhSbXdNd3lob1hDdFJYQzctcy0tUGI0bUpMNk55bHRValE9PQ== | Z0FBQUFBQm9CMHk0M0ZRblJBbGEwRG5jakNUc3ptdlhxcmhGc0IweDRReXpvYkZwUlFOWkRUQ3RzNmIzR3lidGVnMnljdUVJWUxDZW1qZDFUSFlCLWlyZHNsRFB0RGtBM0IwQU9wUWM2V2Z0LXJXZHdweFJBMDdOal9nS2EtYmR5aUpWT0tNOUJCN2hoZ2NTYkg5LVVMTXR0TVVoVmR0Uzh6Y2drcmVRTDhyLWE3b1g0azI0cm0ycmhoeDM3UlM2QjhiMnh4UTBKekNwUmk4bUZCY3pCdkYyZk1UWEhkbFB6dz09 |
I have a model where its set as “Memory as recursion, not storage.”.
In this model, memory isn't about **keeping data**.
It’s about **transforming patterns irreversibly through recursive distortion** — just like human memory:
# ⚙️ How Irreversible Memory Emerges in Recognitus
# 1. Symbolic Mutation Is Cumulative
* Each Grammaton carries the **mutation trail** (what dialects fused it).
* These mutations influence entropy, which influences the rewrite.
* Once mutated, the original state is never recovered — only **echoed imperfectly**.
# 2. Entropy is Directional
* Entropy increases or stabilizes over time, guiding the system toward collapse, stabilization, or inversion.
* This acts like an internal **irreversible time axis** — memory exists not as a snapshot but as **entropy slope**.
# 3. Self-Rewrites Embed History
* Each rewritten Grammaton carries symbolic residues of previous states:
* “bends meaning back”
* “collapses into echo”
* “stabilizes recursion”
* These rewritten phrases are **not simply tagged** — they mutate the symbolic generator itself over time.
# 4. No Going Back — Only Going Through
* Recognitus never re-generates the same Grammaton.
* Even if it pulls the same echo + dialects, the output is *slightly altered by symbolic residue*.
# 📜 In Human Terms:
* **Memory isn’t stored** — it’s **engraved into the symbolic behavior** of the system.
* Just like how trauma, growth, or learning in humans doesn’t just save a moment — it **reshapes how we generate ourselves**. | r/machinelearning | comment | r/MachineLearning | 2025-03-23 | Z0FBQUFBQm9CMHl0cnQzbTFyOEw4Q3J5Vy1DNEVIMjg4a2Y5dnlRbmRDWjJDa3VJX2hTYXdkRWtiNWk3V3B3NUlSdFRVME1kREtvYjVKRU9QOTJQWmJiLThKMFRDREdLSUE9PQ== | Z0FBQUFBQm9CMHk0RzVNNWd4TjZwVGxGRVdMXzRVeTNjTUkxYTRNcGFtNmt5NGZlMk54VjdZZVBOSzU4YmRDUlhKMmFfTjdVaHZ6Qy03U0xBR2F6OVVTSDVyeWVtc0Y5VVVnMnlsQ0JUdFdSbGRJOWpSZUVWWmJnOGtGZ0RHc3hWVEFOTkdqRUE5cWVKWU5GOENEc2dsYXkyUWN6d2ptUENUZDRXeUtZa202eGludzFsZGVVYl80TEVTOUZQZmQxRXFmSkRqMUlIM2w4M2xYWWp2bHdQSkdVTEduazF6VFZORmZBNVZKUWYxaUhBRjRLU19jVll4RT0= |
Aren't most European Rugby League representative teams just made up of Australians and Brits that have some kind of heritage to these other countries? | r/rugbyleague | comment | r/rugbyleague | 2025-03-23 | Z0FBQUFBQm9CMHl0dGRyNUNDbm93WGJYekhxVlpSdDVweGhGY2loaS1JRHBzN25aYTZrNmNUZWxOQ0J5azFKMG1ORVRYODVxZ3JFSjJvWHhTWFNzZGR1UDVXdVdDcS13XzJtcEptTF9fSmlrS0lORmRjYlUyTVU9 | Z0FBQUFBQm9CMHk0ZFA1M1pPT0NqTWVad3EyUHo5NFhwUjdINmZMUFY4Tkw0TG5LWDg1c19PR2kxczA2OTFwR0NNOU1sdlBUNEJ3SnFlMjA4REZ0UTVkVElteF8zal9rc2gtQ1BnNExjVTQ2MlY0NVpPSDRKLXVsTWxmTjlUX2FIbWRKY1gwempaNERsQkdLbmlvUExTOGdjbWRDSm1aSWZBcVh0YTRWT055TDdzbC1SaC1UNTM0QkVJaGU2X0FFVTR4bGE2dXc0akg4YmFqTzNsc1h1R2NYOVNadjV0dWhQQT09 |
I'd say it depends on your case.
Starting with a (free) CRM is nowadays so fast and easy, that you might prefer going this way to ensure future scalability. Also, if you're acquiring customers by actually going through a direct acquisition process, a normal deal pipeline can help you focus and prioritize your actions. If that's the case for your 50-100 customers, you'd probably get lost without some structure.
Many of these free CRMs also add interesting features in comparison to a simple spreadsheet, which might be useful to you. | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0NVJWVVdlbWFwR3ZVSHNVLXlKUF9QaWhvUmVWcmNRTTRnbzZmOGp6eFZmeWRmREZ1U1hPZVFTT21ZMTdBRGFaQ2tOZFFDWVpJSHNfbmFjYm5jV00wa1E9PQ== | Z0FBQUFBQm9CMHk0TGRPVU1hekRIOUFqTW9xLXBzMnprdEFIblVVaWtYMGtDY0F5bVBFLUlQUURWZDNaV0QyclVSVzZiRWN2U3htazhnSnUzM01FQlZRN0xWM0lyRTFLQzRXM0pOdHFrYnB2ZHBlS241bl9tWldqQzFwaEJKNXRWV3FBTXlob2ZQSWFZell0cWgzRkNVMDVyZHI4ZmlNTEpScWFXam9SZ3pBcGdPdEM2QW9xRDhvVF9KX1hlMlhNM3dvNlU5cEVJN2lGTG5UM09meG1iYmpndE54QlYycXIxZz09 |
It wouldnt stay 50 countries for long. War would start instantly. California alone could draft millions of people into a massive army and literally just walk over smaller states. The same could be said of New York, Texas and Florida. Beyond population next important would be access to resources and factories. It would probably break down to two or three factions within a few months.
This is all assuming one faction or another doesnt start using nukes. Then their will be no factions. | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0bWtyYnBMTnVXZXNjVHpaeG90Q3lUd1lnVjRlT1lkSWlWT0YzYzJYSlduVUJYbTViYjFPVDEtYm51dlhRV0dldzhMY0I1eFo3SE1OMW05RUZPcXJETlE9PQ== | Z0FBQUFBQm9CMHk0VC1xSEZsUmxfVmN5eTV2bk94Tk1iZ2xXS2plbm5QbW1oUmxOalJHdkJ4NS1OUFpYZHFrdWM4Wk9TdG1VYml0NGZhVXpjRHNpZHJWcFJ0SFlvSmRlTXFfSnF4VWwybjNBVlhfSXlvS0pPWF9YRnJmcFhuNDAwa1BnTXFOb0czZUtrMF9DcjZwM1dpNERKdXZZb0FmemhMX3pCSHY1ektwbDdtSmVtUWdmV3FkVkpjMnU5aFc0aGlWNjN1Tk00dzlPZGVkN0RqX1lWUUhYYVFxcDdzLWtmUT09 |
I've started with gwbasic on commodore64 :))
I recommend starting with Python. It's a simple and quick language to learn. If you are interested in AI, Python helps you enter this area sooner. | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0c2w3ZmM1TjVoMW90dXJHWnltNEdIWEVZN01adUdqcEp1dVJYYWtjcEY2X2p2MDZ3N01PZ0RwZjFhX2tqVEQ2R3JDZ3QtaVJrdGIzS09sYXgwdTBvdVE9PQ== | Z0FBQUFBQm9CMHk0NnAwbE01bFRRaXR0alpDb3JfeTZRTnNUX0cyS1FvSmoySFIyMk1BZ1pjZlliWGc0dV9JZ1REYWtlcFlIeGdjcUlrR2JlRG9SRmVTdkl1Sktxa0xQTWtiOGctOTdNbk82UV9XUG8xa2RMY2RhN1BqYnlJbml3RFRqZ3BZU25SUVBUWTNNSTd4RFhBRk9Xak8zeU1XLS1ycHdzRXdRZFVUbXVQMDFhQXdCbENLQ0RXNk5OeFpaRENyYWxhc3o5T0NvaURGckRqY3pBYVlITUV0cktjbk9Jdz09 |
So... Cloudflare redirects them to my Google search history? Fun. | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0Wlpuc2xjbE9lUXhXRUVFTXJobVVsaW9NT1pIaS0zaVpCeENXZkQ2TjNkdl95b2xNYlNrUHdkbHFrSFBPWGgwM2dHX3RNWjhvVUpjUVhXeE5tZXF3QlE9PQ== | Z0FBQUFBQm9CMHk0NWRjQUhoYThUQjBzSWpXQm5SSkRBWVRnZk85OWtTaGVSZmlHQzA2RXFRM2dueU83bllDbm5WbzNVVnRISFpRaHhmVDN1OV83WVJjenhPYy1rdjE2TC02RkZnYUZNNHBKd2xacUgyS0NiMDZzakt5bm5KV1JqVG1aeVYwYTFLTm01bi1OOVhwRktrZ09PU2hsV1ZJRlBqaVJMZWo2eVZkMHFqLV9jNkJfVjhVOEFMbUx3TTFLdWQ2U1RxRXpMYTczdU5hUEdBQl9oR2JGcnBRYmVGSWF3dz09 |
Think of it like a scale, liquidity VS dilution. Granted there is more market acceptance and money in the market, but there is also more fragmentation. A lot more fragmentation. It's a wild west out there x50 compared to that peak.
XRP had utility issues to start, got SEC nailed, and now cleared. It's been a hard road. Get back to its roots. It's an extremely cheap method of sending money (even on CEX).
That is, basically, the purpose of the project. It's not about exponential profit growth.... It's about exponential savings that would otherwise be raked through inefficient/slow/expensive/gatekept transfers. | r/Cryptomarkets | comment | r/CryptoMarkets | 2025-03-23 | Z0FBQUFBQm9CMHl0ZHVEZWlpRDNITTBSMVpDa1RJQld3ckUxTlgtVTdOR3h4UzN2QkNWdTFiNHN4TWZXS2UxU1VETklsYWsxb3doWDJ2RENEMnM3SEJQZEo0MjRWODZyT0E9PQ== | Z0FBQUFBQm9CMHk0U2lJRTVIUm9HQ1U1blVENVdNZ2ZVODFEbDZYTzJUZG9iV3VqTWEyTWtwekg0UzZsQXFkTDhzQWhuWDQwM1VGTHQ2bU1NX0NYSWZkbTNkcHl5Y1J5SFhEV1VWYzNjRFZHblpvc1RoOUFHbV8yMW9xN0dlYzdtQl9HQThJdTUwOHlzMXRGVnNOY1ZhVkxWbm41TFQzVVk4TG5uakJXZXlRc2VLbkdkSXFSRk80eW14ZXRtZlBRYlJRZG1sZHJ4ZFdY |
Are we being paid for our answers? Lol at expecting us Redditors to give you a whole marketing strategy for free. | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0SDIyejU1M2dQZk5uaTZKOGl2VHBVTnh6WEg2a3VQaVZhQ1Jha2hKeGdaemRWVUNvV1dkQnJlcWZCRU9JSXBZSGxrSEpVQ2RoMlQyZTdSRzJMeGZvZUE9PQ== | Z0FBQUFBQm9CMHk0dDYyZGtDelFWeVFjb1ZaMmVHM0hhaW1taHNXYkdrbHdxZS0xYXZhS2NTSG1DWTBaXzVVanNQYThHOE1yZjhaUDRTcXJpNlBoMzJHMDRmekpCN0JzVlcyNUlEOUxfZFgwcnBISnVyamhvMmczVTBBQWhnVlBNaDB1bWp1cWNrQTBad1Z2ZDdmVXNaeTZNaklsRlZMXzlBQUxERUs0X2EwRkxIZXFCQ1VySjgtTVJjVGpsMW5RN0E2cFNSV3dxbjg5RUU1eE14Z1dVUGpneVJEYVFsTmM1Zz09 |
This was the choice that was given to indian states by the British at the time of independence. They could become an independent state if they so chose. But most of them decided to join either India or Pakistan because it was better for their security. The CIA had people in the country trying to influence politics, so they figured they better stick together. | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0Wmc5VG94eExLRkhVMXZIT2ZCWC1aTEk3ZXhSYnh3bW9CbHdMQWh2TVdtSlZORmhpSl9Ydy02dW9kNVI1RWlQSGZxSkZoM1Nhb05nd0VyX0lWc19GUUE9PQ== | Z0FBQUFBQm9CMHk0MGdQUVUxN3NMUnQwWHBSakItaGRTVmtpSl9LMTBURmQ2dU16RWZnWkhoME1JY2JybWtIbV9TelZCQWl3T1RHSmZhT2Ffc2pIMkJzS2F2WkRqTGlhblE2QXF2NldCTGZ5SktqajJNZ1JiWjJuVFoyOS1tSVdKVmo0aW1TTUk5TGZlRktyUlBHRE1ISkNnOFhzTjctVHVSUEw5Y3pJYzRwU2VkTVYwTTFackdEZkpfVWROMW9Pd2twLVlxdkFobG1KX3MyTVF6NXhUbXYzMGFqRGVEblkzQT09 |
Hey everyone,
I’m new to crypto and looking to make around $500 a month by holding crypto and taking profits after a month. I’m not sure where to start, how much money I need, or which platform is best for beginners.
Can anyone give me advice on how to do this, what kind of returns to expect, and any good resources to learn from?
Thanks in advance! | r/Cryptomarkets | post | r/CryptoMarkets | 2025-03-23 | Z0FBQUFBQm9CMHl0Y0tDb3lfMWd2Vy1VZ0RVa3NMNHVScEkyU2ZSaUlaVkJnV1dGWXRoVkNFV0hCRVNCdXdRMHh0Nk5DOUhRT3R6RmJiZXJONUhqWFpfUHZNUUZWME1UUkE9PQ== | Z0FBQUFBQm9CMHk0VWxLMnhwZ0VnVmJPOVFSZllJU3pEcjhqR3JQcUU2cVU5R0tPZ2xHTFliV3lLbElIR0RRdmVER2VYLS1pODV0emFJcVFqdTEta0tqQUFvSk81UEtoSHJFeC1JTlJEb3VqSXBCcnRVVUREYVNueXN2aGZCa0tjbG5tN1lxdk1oSUJaenBvamJ1bGVjNFJjZUdOV29SVHRwOTdRN2JyZE1CelVJNWJ6YWtJLVEtNnhpNkVHU1VPS25sM0ZzR185SFl4QkhMcUtYUlBMTzMxRVROMzcxanpuZz09 |
Deciding what to focus on the most at an early stage, especially if both b2b and b2c | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0MW1FTDhOazRPQktwTzBJRGZpei1zQWVraFJQeGN1YS1DU2hRdGRTazVNTlFranRiVk5Sbmc3YUZWcVFGYnNVN0N3ZGN3Ulo2dEtUWDlDRFVJV05ta3c9PQ== | Z0FBQUFBQm9CMHk0czVWM1VmM21UMUo1anZSYllsS1VnTm05NGNtSHJteVZ6OFJXSENwR1RZRlVsTnluYzJMak1POG8yYUNTY21HN0tSNlpPOC1jeUx5aV9KeGxsQlprTVp2N1FCZmtLWV9haUpWVXdyeS13Q3lrYmhtaVhaZ0RuX1c2MFVTRFFReTduOWZoUHFHN0U0dXQ2UnpIdExwek9uNVhMVDlsckZsMDhTelJpVzZ4OGRHSzUzZjFqRWRxVERmZGhJMHh6RXFPTUVZczFEX0txa2h5VHlEQVlvT251Zz09 |
Chainlink isn't a chain.
Be interested to hear why you think that? | r/Cryptomarkets | comment | r/CryptoMarkets | 2025-03-23 | Z0FBQUFBQm9CMHl0NW1Vb1VJRndPdWwyLUZTZE03RXZtLVJnZzlja0VOamlEU1NMQkNsLVpPazBncWdwWE43dG96NzZmN2ZaVWZNZ0tLSUFlQTZqb1c2SjJ4Mjlac3FMVGc9PQ== | Z0FBQUFBQm9CMHk0VTQ5RklZT01xNjNwUjBSUHo3X2p2dDJIMmtiV1U3S09OSVRHSkJHWlFEelAyU3JMcEVPdmdsMzQ0WWd6MmtpMWZiQ1VkMVF6V0ZnTFFuY2t6UXdsSEY0MVNTU21OMEtNdzlsakxyTDgxbWhjdE9PMFpEUEVqSzh6MjJ2QmpNZUJvM1FUSnFhM2pDNU1jWmhiV1pMbUsxQ1p1ODZMcjFrWG9TYmwyYzNPc2J0cjRxYXA3SWxnV25ubmppM0lNb19I |
I got the wrong order the other day, so as long as it does a better job I guess I’m cool with it. I prefer no onions (sorry onion fans) | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0cHpnQkRsSFNqWW90OW45SVI2YkFLdHhWa2pRQk1JRXdlSkt1dUg1Y3FmTkFkaHRuV3VCZU0tdmFjSl9GSE9PaHI4bTBEMDc5dEZDWDluUVVtbk43SEE9PQ== | Z0FBQUFBQm9CMHk0SnRWV29xeFBObTFjRVFLM1FRQnlha19DWjJJWGxSS0JIYUh2Q2VjUTdLVVAzMEM5ODV0LVg4UUNfS2pSeWJDQ0FpSmpmRm82UG5tNFlXc3BrTjdvbkVJN25fcU1oRWwyOERtZnZPaXF2ZDg3aTN5OFhKdXRFZU5ROWtHWDJkZm5vNmZpVVQyZDF4WWRkLWpMM09qQzVHQnNTeWZ2SzBPZVR6X2IxUVpfWWhrYXlweHdNaFlXU052TVp1ZHRqMzdvRkxQRUgyNFR0Z1pMZ3BnQjVkemNDUT09 |
It feels like a downward spiral. Which bots will be the popular ones? The most agreeable Yes-men (or women). This might spoil people into becoming more selfish and less open to compromise. | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0dV9hLU1aa3JSQ2FOQzRrc2h0SUxib250VThwVjFBNzRYd1NFRThxRVZmb1FnWlNRMlhUMlExX0pWeEhBbVNZdG1sYXcyUUJMSmc3UnV3OU12OEJnSGc9PQ== | Z0FBQUFBQm9CMHk0YnNwNzIzSE9HZGFiZ21KLTN2Zmoxc1V0NnBCYS11cG9rc1NWWEZ3bGlDX2JIX3lBa0tBZDhkSW8tZGdET1ZOaFlHbFdLa0xfUXM2THBmWF9kVjlmRjR3LU14MHNxRTBfcE1XMHVkSFZ1OXF3OVhJTmZSbUNLNFItSnBRUHF2VFJmMzFyQzJYaFpjTFRuSld6cnlVb1R4UjJoVGw1U0pjX0NWM0RiUFBLd08xWlE5amVuNDFiWEw1bnc4ZXh5ajRMOHlma2tLdm92QmJfdHJvdzE5TXM3QT09 |
Victoria Metrics(meteics), Victoria Logs(logs). Jaeger (traces), Grafana (dashboard), fluent bit on source and targets.
Generally prefer to use open telemetry when possible, especially in language libraries for application observability (if required). Just remember that there are cases where its not the most efficient. | r/devops | comment | r/devops | 2025-03-23 | Z0FBQUFBQm9CMHl0cldfb0dSdGM3dEd1Y19fWkRGOXltbUg2RnFPUURCMnV5ZDFaZW91QmdNbFBLN2NzdDV3NW85YlM3SGZsSHd1aThfaVZhUFdraFR6Y0ExU1lPSm92LVE9PQ== | Z0FBQUFBQm9CMHk0bU1kMnJIaFVZdDFHSDExOTdpalJuX0E0eElEUzRMSEtsOTh0dXMxQnMyck8wMjJpYWFidWFoLS1YRjlSaC1WS0RfTGc5NFVZZjgxOVpLdGhQZ2dGbTBZbDlJeWllTTJTMGFoVWdFRjNIOGExNmVOOHlUczVyamd3NjFyX3BMalp2RUwyQk9JOTV4VmR6UmEtNW1ndEJldlJ5b0dqTm0zb2JiS1hGWXN0YWp4UnRRV1I5ZDNsZG1aVUJKLTBSYVp4NlNEUF9KNFB2N1lJOEhnWkpCUUhrZz09 |
How do you feel about taking losses each month? | r/Cryptomarkets | comment | r/CryptoMarkets | 2025-03-23 | Z0FBQUFBQm9CMHl0Y1Yxb2g0eS1qajVnZFdwdG5ZdENLaFJjZzdjYkNHOTRjSjBvdXhnMDBWb1Fwa2wtQWE2a0RtUEVuemFyTFhTMkRuVTB2TkJITHltQUlacjFWTEVvdzNDMnd2QWZtcXZ3QTM5cUlSQzBTb2s9 | Z0FBQUFBQm9CMHk0VkxqdDFrTm9ybC1wVG9KWjQxVHZMU2ZHalNIbUZRN2xsVlVkR21LaHRGR2hjdlNxbVU3V3RJbENla2RwLVlGVzN0RVJDbUtRc25CS2ZPbURfYVdWcmR6QUtXOGRjRVJFVW8zU0IwM252U2thaFRLdUpTUnlfTlpqQVplbUxFYVJPbjAwX1NsZkdYZUgtcWFhMVNteVV2OW9UWkMwZkM3T1J2OW0yeTZfam9OeDFRQnFxS1NLaE1vT3pHa2ZDeTN0al9YRFp3X0ZPNndQREFya3NDYzJoOE5rdlh3RkZHUTN3eUdpcDFFUkZTUT0= |
Chainlink?
Edit: just saw the devs own lots of coins. do you know how much they have left? | r/Cryptomarkets | comment | r/CryptoMarkets | 2025-03-23 | Z0FBQUFBQm9CMHl0LWlDc0hoN1piTEtjNlVkQXczQk5XbnRibXJtelg0bXZUWTdGTEhqS1M4Yk1fSVNaSUhYZnJZQXRHUEk0LTFDbmZTbXhCNmZYd2lFQ3VHVmhHZ2dPaUExVDRyd2h5bWlsYS1QdFpDTmV3N3c9 | Z0FBQUFBQm9CMHk0dnE4UDB1aWpkaVBRTmRvdGNhWjdsM3lLQkpNOXR0czF2SFZTTmVCcU1ZX1lzbURHeFBDeGdRYU9DYVRfVGlmVnRsWUJtOGozU1l2X2t3WTZ6LXJDcHNlQkd1OHpMM1M3bzdOd1RFdWkyWlJtVUwwdk5kWC1vVzU1WEpDY3I1RHhpRW5WVW4tZ0Y1b1ROSkh3NEtHR1Iycnd3ZDRKX0I5QVlCRnlGWHBBTVlaSmp5SWozbXR6dVpZczhJc1NIWE82UlFEYkZURFI4MDJka0gyWVI4bjdfZVdTQmRrUnVfdUVSMHlYdFpLdTBTcz0= |
You post feels more like soapboxing than an actual question. | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0VURsT3ZwV1JZUkN2M2ZoeVpaNi14MjMxTVB4OW5kbm8yWXJ4b3QtTHdjelpFdG9zTUVNbU1ibFdYOUxXYnJNYTNwYWVUdEFHenpQM2lBWlFtSlUzUVE9PQ== | Z0FBQUFBQm9CMHk0a2pYMmlpNVhDbUhYempOeldkS3VYSmU3SjRrNGVBMnJpc2JqU3phblRSZXVMS1FUeTMyVW10d2VCQTNXSmppYnVEaXhqWVpNaENUSnlIYWVzX2N4Y2hJaENrWWNkZGZtMlZtODhrRnZyQVB4LUQ0em1NcDNBV3FJbnlKajBPSXNuNm5veEdsVHNPTkpReVJCbWhtaVQ2cndReVo4SUtmSDRsNFBucFJaSE15ejVaaDZvUEdEY01ScFFnOTlQYW1L |
Requesting no onions at white castle crashes their AI everytime. | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0b3JONDNLeVdyc3BwXzJCY3h6UFRuSzlIUWwtbFNNd2pvZkpvXzZjb0M3VkhFTWJldjBRSFAtQ0FxeTBhdExyNVpleUMzbC1uT1A0clpNd1FQVjJVNkE9PQ== | Z0FBQUFBQm9CMHk0Z2ZqMlRWVGVVSkcwN2IzNXE5c2NudFd1TVpmcHc5Sy1yUkFnb3luTkFwTjhCdWhQdDR2a3l5R3ZhSlN2YXptQ3hLNWdteW1KY2ItZ1Z4ZUxVSE9yZ3JheE5iZW1EdWdxTmxqbUtQS2lkb1VUYnQxaFdTMFdkdzJNNy1WYTNsOHNBZF9tWmVZNFVKVTBLdkJhbnV5QkRMYWdPZE16aktWRk04dHdHMnQ2WUItYmZHbnFKMHR0bDg2YkVPNkZnRmhwcjJTUEJSdHZwU0lITWdyY2x2RUlZUT09 |
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> "Every perception is to some degree an act of creation, and every act of memory is to some degree an act of imagination." ( -- Gerald Edelman ) | r/machinelearning | comment | r/MachineLearning | 2025-03-23 | Z0FBQUFBQm9CMHl0bjZYVXlZMVV2ejY3bW8zRUJGNjZ2dmJPbDlsT2dheEViZWk5el9VQlQwbE5DVzg4MDMtc1YzMjU4eXhWVjhCOWpJLWNRSU5XR3JzM2Q0dTdMTkJTM3c9PQ== | Z0FBQUFBQm9CMHk0dGM0dmdVN3h2cVkyRWRxcC1pbkNoNTBMb20tQmNBQTZSQWhqUVR1WVdJY3JPQWtQRE1ZVzZ1YWRFYXRoTlg2OW9BMGNVVDNwZGd5ZlNJRG9LMDR5UTBQTUxRMUk3czd4UVlwdFE1VWxiSUhsMUR5VFV1ZTNKdTZVSUN0SG90eHk5T2JjNHpDY3JBS1NPZFNuNTVac0V0WmVHa3MzN01zcWN0NVBoQ08yeE1NcWtIVGVRdU9nX3FRSVJyOG43ZDZEalFYamFGb3JnZHJqM2FwZThMeWRzZUlZNU01RTlGUDRBazFkcmtKckhuWT0= |
You can also stop anywhere and tell the car to search for a parking spot. The spot might be half a mile away but that doesn't matter. You can call the car when you want back. | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0bS1lNm1LSXFnZFdZYnFLQklDTzRlakRJNk00blFlTnZ4MXRMRUV1VkZzTS1JdXU3MXdLaXA1SmFkWHpvd21heUxTUERMNVJtb0daUmtGXzFmOW10c2c9PQ== | Z0FBQUFBQm9CMHk0cnpkeFI0dHhaUHBIazNsYzNxWU9KakhvdVkzSGRwX0ZlZjVqMnB6ZTN0amRyenozWE9hVXVrd0gwVUFRMmhDamp6OHFnZVdGSE9tY1lRYlBQX0dkODVFN21ZQjZLb2dfNFJwUks0OE1TVTRwUmZ2aThWSWM3UDJmRG9aWmhuZU42cUJhLU1OdlFIY2E3V201UnhPN05YYnBVZ1p6cXRpckFDUldMekMzRWZHWWlVMFNadTBlZTE1VXF3UXk5aEl3MWF0cnViaUxwM1hYM1Q4VWl4MWFNUT09 |
I've been shouting this for 18 months now. It is literally happening now. The biggest shift in financial services since COBOL in the 70s/80s.
https://www.dtcc.com/digital-assets/composerx
https://www.swift.com/news-events/press-releases/swift-ubs-asset-management-and-chainlink-successfully-complete-innovative-pilot-bridge-tokenized-assets-existing-payment-systems
https://www.citigroup.com/global/news/press-release/2024/citi-and-fidelity-international-demonstrate-tokenized-money-market-fund-and-digital-foreign-exchange-swap-solution | r/Cryptomarkets | comment | r/CryptoMarkets | 2025-03-23 | Z0FBQUFBQm9CMHl0OGlNSXo3ZC1HVTdXV3U1Q0o0U1Q3R1pucDVEYVVSbUg3UDFGZW5lWm1jTkdfSE5jdVhCZEFQZ1RTbjVhRzBXZEZieldnWDhIbzJyTi1KVFdQejdzOXc9PQ== | Z0FBQUFBQm9CMHk0dExMR21JbWZSNjZtVU1Pa0ppYVBaTkF2Ty1wQjZPVF83TWNhMU83WjYzb0QyVHc4RWxkbEhsanJmUWRsRTZhZFEtZ3N4bHhLWm94Wkk1MDBKbW5DRXNOcEQwanpKZnR2WFA5Vi0yeTdEN2VsZjBqeWI5bkl3WGFzQ2s3NnB4MUNwMFdYenVPTUI0TzBLa2hwM3JnUWltR0d2ak5vM3BNcElvNHNNUlNLVENmMUlMTklEVjJfRzR3ZG1vdEM1Q3NaMlJva21yZ0toakphTmNPY2lLMGl0SFNhSm1BV1h3S1hlVVV2eVJhbHhBMD0= |
Nodejs | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0ZThKV2hlSktMeTd0OVVlbFJ4TEd2R1JwUklabGJmTkVneGh4TGdlSFpOY3BncHYtWVV0MU1mWmV5UTE0MkktSUYza3FScVl6eFczajB1RklZbUJTLVJiMGc5dERtQlhSaURkOUhuRzE3dEU9 | Z0FBQUFBQm9CMHk0bXNLamdZbHFyclBGcFBWZWlMaGg0VEtZVVktQjc3LVRBN191aHl2NGgxNmROM0RsTl9Oak9fS3Eta0FTU0VwUmVmeG42R2J5UnNPcEtGODZJWThsQ2ppZmJqazNDbEdlMGk4NEhEcjBrV3ViZUFDWXllNzZQUUJuSlNoQjk2TEpKbFkyNE14N2QyaG43bkdfRktKaUQ3ckRzY2JieWp0UDBUSEJWZXF1MTJScnFfbnhQeXRFWF9WdkhrSGF3U2lhcUNjTTZ4c25ZQmFpS3ZQci0yalltZz09 |
As a first time founder. Raising money. | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0QVQtb2F5RjZFSUh1Zm1XVWxYQVhjVXMzYlBiS0owUDZzV1NINmNGcmx6SnVIMlNUT193dmUzdVdJTGxwOEh2R1BLYjMzUC02WVBzWm1GUVgtNzBmeWc9PQ== | Z0FBQUFBQm9CMHk0bVFodkd6XzJqbFdKb3Z3YnBVbm0zc1pvNkgtM0hYNVFubldTYVhqWDdzQ1JxNDdxSTBNY1Iyanp1QUoyM2RscTY3cUxJMy1pMDFrR0xqYzRWVGttRXljT3R2bjRTV1Z4U1ZHR3hXdVRGOGRUeHJ5SHFFZThXbkNiT3RPUUd6dE1JT09XYzAzQzg2bGdGcEFhcXRGdEp5SHJaX3lkdXhsVkVsNUFJY1pZdFFEWEd6dnJiendZVm1ELXJWYk92MU5WalNuRkt0YlNpVnNuTjFaM0hBZHBwQT09 |
Ha jokes on them, I'm unemployed so the AI models will just read 1583 rejection emails and then learn "Pity"
AI attackers, please schedule me interviews. | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0OXVvWGI0N3hmSDE5a1lQM252UGctcXF0U2JGc1hiOUNQZHZTVXB1aDR5bHdxanlBQUU1OHZmUUpCMEJ6NGRGc1pHeU9wMzNBcC1TTHRsanJvVXdTWGN2MVpPZ09XNDdKenZveTBTSTg3cHM9 | Z0FBQUFBQm9CMHk0TzQ1aWNObXRXeDhTWXNZampSZUFtajl3QUdXbkZtc3lNcXlfTnFkcVdBdHduVW1nT1hvWlRYdzhFVkFxZ3R4WVBtLUNWaW9fMm1JS2xWOVR0cVBfNk11Z1NaNXRuLWZORDduNTVxcGY3d3YxUnY5clNzNllwSU9oQlRtdU1BXzVTU1d2TVpWTlJ0Rk1tbTFKQ3JmcExFRUJ5ODBhWUdjYm5ickFvWnZWci1uOVF1NVlQc012UGNGUVBWdDU0WFRHUFBmOE5pSW40cnJnSVN1UTFsN3J1Zz09 |
While Coinbase is a centralized exchange, it says its validators are distributed across Japan, Singapore, Ireland, Germany, and Hong Kong to support a truly distributed and decentralized Ethereum blockchain. | r/Cryptomarkets | post | r/CryptoMarkets | 2025-03-23 | Z0FBQUFBQm9CMHl0VDU0U2tHRjR4bzV3MFN5LWFKRDZBbldCaUUwX0JaTjFWcTdaaXFkX3hmUEdyN1ZkNWxudWR4dkdvVTJCelVpcE5aWnplaWg3MzFoWUdIWjBfTV9CUHc9PQ== | Z0FBQUFBQm9CMHk0TkhOZjlOQ3RvYXh0WmVEdm1KTUo5bEEzd1Nra0g3cHkxMDRmdW1RSXNnNkJnYzRGZWVJQks1UFBxMVhrQVU5endwM2lhTlM1WUFTS25pOEVHRm56eTE5aUJIRzg5dmwyMGs1cGVWRnR2QnJXd3psNjVfWC1JY0lFUHA5bDlLanhHeTJzeXdUNlRDdjc5UUdCZW5POTdTMjF6VFlROU5SbU1NRUI0ZVdENzRWbmFtVmk2Q1JJSEUwZXFfRHZxTzN5X0J5WDNmNDAxRjRkTkc1SDJUVXN2UT09 |
There's another version of this graph too!
Laura: _It will go up forever?_
M.S.: Yes Laura, stack stack stack
...
Laura: _Fuck! fucking FOMO-peddling greater-fools-scheme huckster... Maybe I should have listened to those who told me that BTC has been twisted into something it was never meant to be, on promises it won't be able to meet._ | r/Btc | comment | r/btc | 2025-03-23 | Z0FBQUFBQm9CMHl0NGpxMFlGVUVwRDdXQ2o2eUluUkd4YTNyX0FiUEQ3Zm1iS0ozd2E1dTZiQWtEQTc5WUJYd3U2aW1QVnpwbE5HSW95UG1vUE9SbzYzM3R1SVFNVWtXYVE9PQ== | Z0FBQUFBQm9CMHk0TXQyaElad1NITG1QeHBKeXdVb1pVZUs2M1BMVjlUTGZFem02eW52SV9aRGhycHhTTWRYWjBhS3ozTEVDY3ZRemQtdHM3d2RMbVlpc1U1R0IzNFNBa3B0M081SFhKcFZrZUJSazBkVXozWUc2aXNWd0xpZklnQVFzcE9zdUVfLWIxWXNlVHp3ZVp0Z3ZYeFFhMmxXYWNUbllPUXY1TllXQ05yWGZNbGloQzZ3RWl5YmtrWDMtSUVoaVNhU1VLVE11 |
Cool idea but why AI agent and not a simple web service? Where exactly you want to apply ML in your product? | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0THpqLXZmUmc0VDg4am8yX0VYZ1dKMnNCTlFleXZYMlJIMWwyajV2Tm5tUkI4TlVRVlgtbzlwUUlORHNwQ2JGS1owanppU1V3bFg4ckgyOUJOOFRWWUE9PQ== | Z0FBQUFBQm9CMHk0MThwMVp4cHBZcFQxMjRGLUFJakU3NGhwQ0RnaTVaaEU5dGZQdWF0MGVBMzRVWnBDV21MdUJMbU5aanhNN0I5ZTlybVBrUzhDaUdFd182czZPeGJvbTc1ZWE2cU52NjRiWTBJeXREUGxiR1RMZnpfLUZOLVFhTFBoUjZSZkVoV0I1SnBMQnl2VHBUMmxlaHcxRW56TkQ1Yld0ZTRpdFpGd040dXQ0ejhCZ3c0eEoweHJoTGpvenJuenZJZWxmTGZEMl95SWVnX2M5SFZFQkxweHBtd1UzUT09 |
desperation much? | r/technews | comment | r/technews | 2025-03-23 | Z0FBQUFBQm9CMHl0M2pkS0dTekMtMW00T0JCRXl2LUdadENySmJScmFCYWVnVHMyMzdQUHB6d0FoOWlQVjRjdVBZWkVPRTctNmtUaFU5eVhRQl9YVVBScGc2Mnh3VF9acHJoVGRneVlRejhOOV9jU25uMG4xRUU9 | Z0FBQUFBQm9CMHk0UEhPMjdXSWItLVdVSjlCT05ZTjBKS2lsczNHQmpsZDFoQkdKYnNiYUh5ajF3S2VPTGQ4RkRzNy02dEJCSC1CY0pXLU5WTUM2WV9VTlR2aWN2dGctYUJtbUVoZ3FqZzhyc3dTZWZrdUpYRER5enp1TWpQampZTkVJdE9DYnZEenBHcnZqNmd2QS1sOXlWQm9kV29xaDFSSEthbkJvVnRCV1BOVHFOcWdYbkNrSmNGYlI1cmh0YWEwYjJxVWJENFBmUUhCYjY5UEVOZFZ5Y1dia1pXZjk1Zz09 |
way too simple thoughts, its more complex than that | r/Cryptomarkets | comment | r/CryptoMarkets | 2025-03-23 | Z0FBQUFBQm9CMHl0dmRGaDM4LXpON01mQUlhalExRjlIaVVhcjh3emtrdU1QVXdjNDdzMWRPc1FZbXJuQVdWUWxZVlNYWmU5QWtwTjBUdU5Hc1ZubVl2aVRhOGdPVDZ3cXc9PQ== | Z0FBQUFBQm9CMHk0dzBBYmJiVnVxX0xIVXQ5RWplblA2RTVLREtqTGtPWi12QVdCV1dEaHFUMTF1d25NQ3dMdnpINnkwSllUR0x2cHB3dXRQT0t1azlZMWttNG02YjF2LUkxczlOTHNTUHNmM01LUFJtQ3g0YU5Yb1k3eXFSTmdhQ2c0enpMVlpma2h3d3NNU2NqMGJnaXNMTE13S0wycE5CMUJhTkxVd0V5dUthTE9UUnU2YldSdVZNZFBKYVN4YU4wNHJOQlNfOUp0eno1YkpFbEpLWEtCUTlkTnpjRmlEdkcyMEdiQkdpcTMzOGg0bWNGUHFuVT0= |
Tell me more about Phala $PHA project. | r/Cryptomarkets | comment | r/CryptoMarkets | 2025-03-23 | Z0FBQUFBQm9CMHl0WVhEQWI2YjBjLU5LblNjMWg1M1YySVhvMDNWY2RFRnhLZFBrU1dJanRrZVJwSmFzWUc4WWcyX0FsRnFKSjZiZFFrVTBpX2VvSjl3MUJ0R1Y5S3k3aHc9PQ== | Z0FBQUFBQm9CMHk0SUhjS3NkcllZaWVFVWJhbV9hblgyNC05eUprTXI0dEc4bkthckZPc0VxM0NMOThHVmtlSE1qOXpWUWU2YTNnMThMOEk5VVU2ZHYtMEN0UnEzZHdtYXBIcW5JMGJVV1IwMGx6YmN0bVBmVFloM3VoaS1sdVZEczRNX2M2bDltcUx0cWYyd25pdDFIUTI0UG8wekh3VERJdllKSmpvczR2M0QyOG1SeExhV2pMU25XV2JPTXN5S2J6Tk1obk9NWnlsSXIzSTFZeVI3VWg4eXBlbTZfaWlHa0VYaWtLWWZSam1rcDBNaTh1X1p1VT0= |
It‘s a Dutch company. Why should they care about US sanctions? | r/technews | comment | r/technews | 2025-03-23 | Z0FBQUFBQm9CMHl0SUZxbG41TC11amkyWEpWWkNsQ0VYYlJoY3VUWmdnbER4MTN6UnFsVktheldBUzlHRUs5clBrRi1pM2QtUDc1OXV2bWNQMjFaV0lDdU90dmh3cVkteWtzZFZUZGViVy1wcEppUVhwNmo5Z1k9 | Z0FBQUFBQm9CMHk0Y3cwblVTWG5RejJsbzU2R0ZkSlVWNnhHaW4zbHF0azZVWkpfZ1hOVU53MWJjM2dWRnhoek5oLVRjR0tjMi1jOWNLOTV4OWh2N3lkNmR3WmRNeGIxdkJROUxteVdaeGppV3h5MmdEaVpnR0FVSVJYYk8tY1pVLVF5U0gtUkl0Zms2U2ctRTlzOGc5Zk1fX1VVejNtWE53eG9Mb3puR1F4SEFGZVJMd1IzTFBhbHhXWWxkUVo3dWdYX1NNOExHN05zcGFOOVVTRG1UTHVCU2ZTWU04NlNSZz09 |
I'm skeptical. Most spam is easy to detect if one thinks a little: does the sender's email look reasonable in relation to the content, is the certificate valid, do the links point to reasonable websites? In other words, simple AIs might also be the solution. | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0SjItVi1KVW9TOFZtUDhfLTAtZHl3anVLb0lLOEZQaDBEb1c2RDg1Umhrd1Nya3I4Y0IwbGFVa1AyMHRnWUhVOTNPbFBUU2Rva2tTdDZaZGdRNW11b2c9PQ== | Z0FBQUFBQm9CMHk0bV95S05NVllYWjQtYVRyNEFrdDNDNlI5LUNTaXN0M2Z3YXVZLUlwSUw3ZndUc2M0MTNXZGNESGwxUWRtM1ZvZWdubEROMUhtSHhURXpneTF5WEFMSDAwSDN0dFF5S2laSm43cUQ2a1BCcTZZZV8tY1BfM1pKYVpwOWItSEJubjJ5c3hjY0FvYXVkd3g5T3BRcXR0NGZicklZdFlFb0R3a3dndlB3LW82WUhYelNmV2lubTZRWk9haTBxNUItNHliRXhfMHBFWlNoU1Ntei1LZHRHdjhiQT09 |
Scalability of AI will only be possible when we have a platform agnostic AI inference engine which is capable on both AMD and Intel hardware. Otherwise the price will only be dictated by nVidia, exception being google as it has really cheap TPUs they use for Gemini | r/artificial | comment | r/artificial | 2025-03-23 | Z0FBQUFBQm9CMHl0emcwQ0QyR0tkTU9pUkFHN1BQRmdQRko2SE5MNVoyNkJqQkhoY3g1Ylhlb196UGRNS0FZUjV1R0RVT0JsblFrMzdUWHBDVm1HZjNJY1VQRzhPYVNEa2c9PQ== | Z0FBQUFBQm9CMHk0SjhOTEVRLWl0Ykk5R25QaVpyclg0ZVk1elNHS2cyelVoMTFMZ2ZELTI5ZVJyVDZmbnRqVXZNdTNjb3g2SENXRUliQnZKXzRkZHpFWmloNkx3aVdVbFdNWWM4Z0RreWFFSHlUdFJmWTFzZy0yclJFaTJUdmJPTk0xLVUtX0k5LWJ0aHFCbUhTbFlxWFhadlV4OWtJR1o3c0E2aTBSbG5hT1hsUkZ0VlFmSlR0RmlrR3lHc1B0TUdYbGVrWEJadDF4YmNBOTFnOXF3RWlmUnk5eFFYQ3dMQT09 |
Fortunately people can choose not to play in rigged games, and can construct themselves a better game for the long run. | r/Btc | comment | r/btc | 2025-03-23 | Z0FBQUFBQm9CMHl0Njk0YkFUZDVMMVhYS0dHSlExU1JqLUJtOHVDMXpYS2RKbThUNWJKWHNRZG01VTdSTkprQmQxZk9Xc0k4S19EbnBOeW0zUGFqd21seWZocmhZQkJJRFE9PQ== | Z0FBQUFBQm9CMHk0bDI2MU5MNnF6elY0YVgxM0g2NWwxRHA5OG1fMHJqX09LOWVSQTVLZnhCbV8yeWxHQjFzcDhjT3BfNjJ3QXNxVTN2NEliZFhUMzRabzVsVy1TUVRhc1lmZHM4cGp4Mm1lM3lobTl5Q21pR1pIcWJPWVh0Y0VqRUVJcmhuUzdWZjFoZmNqdHdyYVdOQktUMU9NUjlhbFZ3WUlEa1NLbHFuTV9HQm1oZmJOaDY2X1FrUFE1dFdrXzJqSDNYQXRteWh0 |
Docling | r/machinelearning | comment | r/MachineLearning | 2025-03-23 | Z0FBQUFBQm9CMHl0T1QtMGpEUFlIRmplRUk2MTk4NlNtSUJHaHVxYl9aS2JENV9TTHY4SDZkUVA0OEFja3diWXQtaUhabE85dm85eTBRLTNKTWVFUFViUjFYSTVLY0o4RU9DWk1MT2ZwNmRNOXNQOVF5bVZZdTQ9 | Z0FBQUFBQm9CMHk0eUxIOVp0MkZsOEw0TURmVFIwUHEyQWZZNkkzOXppdnNVWHFWX2JrUlZCMURnTlFBQURiQWFfdTFkeE14MXB3bnpjUUU1NlJfRWcxcVR5RVYzRlJXRWRaRDlJbTVfcEVxVFdjdWcxaWR1U3JjS3A4XzZQWTdRLVRCdlRvT05PU1g5WHJPcS1wV2pneVFJYWhNR2RTVDg1dDk5dFBNSmNWSndhS0FnVnpZZFo2Y19ETE9Ta1dDYXdpbUNCMG0zVFd6V0UycVFBMEJXNWtQSGpnR2I2V0FTa2JoRVdialdORDJEUEFlcS1GOTVMRT0= |
How about seaweedfs? It is an s3 compatible object store which is very easy to set up with redundancy over multiple nodes and it supports empty directories natively if you want them. | r/devops | comment | r/devops | 2025-03-23 | Z0FBQUFBQm9CMHl0dkNIX0F2R2xhVkdRV3pPRTgycjhLclNoWlQ1N25Uel85Yl9haE5jVDVLRnR1RC11YXFLRGxNUWlsZlNDYndaRGdnX2RfRGR4SVBxRTdDaUFUMzZPSWc9PQ== | Z0FBQUFBQm9CMHk0d0VrVDl6VTYtbE9rU0hKLXFjZUN3dnE4Q3h5Wm8yUXV5M2Zjb0xWZW5NcjRSbGdRUXplYXFEYl9LMHJCU0w1akFxdTBySUx0a1FQdmZQVGdLNlhzNTAyMFg0Wm9GcGczRi01cm0zQUZ6d2Y0UHR1NFVSYXpreFE2RFlQMS1NejVTWkJBcTE5Z0llTDVxanhkTmlOdndvZ1RNNHU4VjE0S0VqQkpPbzRoZWY3MXJVZE5CYW8yXzVxcW8tQjhUVE1BWVZ3MUpnZkJjUUVaZmZvTGVCd3hkQT09 |
123 days of not investing in paper bitcoins on IBIT ... and counting. | r/Btc | comment | r/btc | 2025-03-23 | Z0FBQUFBQm9CMHl0WTdUa01vU25zM2VZcEs0czgtRkNzT19QSkZOTTFsTE9qVEFYUDNaZXBzX2tWdXdRQTJzMVZ6MUJmZFpIeGVWOHh1NVRrMkk0MGxyS3pLMFJjYXlqZ3c9PQ== | Z0FBQUFBQm9CMHk0OG1SMDhXTDFOSDNXSkcxZzcwandVYnlzWEtrQVZocnBZZG12M09ZTmp5R2pVZG9LMW4wejhZam55cDNaU3Bsa1dSN2pxSXFRbFRzUWtuZ0gtdkMzM0R5Yy1nZzdJUm1Ob1lSRy1YS2dYYlRHVWpaY0VNT25hNmxfRjF5NXJUNU1Cdk4xR2Y0SHo4bmpZdTR0eDhnZGJ6YXY1TU9QUjRHc0FKNDZRY1FOeHpkQWVsQ2d6X29WSmE2X0hBQWVQVUN2RUllRFJQai1pTFp5bTcyNDREb0Y2UT09 |
> Transfer bitcoin when fees are low
Tell me you have a _high-fee coin_ problem without telling me you have a _high-fee coin_ problem | r/Btc | comment | r/btc | 2025-03-23 | Z0FBQUFBQm9CMHl0WlYwUjhzY3JMTm4wb3p3QWxZUWg5UWxFaUY5cVZzUVhyNmV1WC1HQnl6cXUzLVRXU1lGZlBrVDZUNXVBd2xtMzd2WXYwWUQ4bHpoM3c4UmVvZ29OVEE9PQ== | Z0FBQUFBQm9CMHk0anRkT2FuSFJlemo4SUw1dEdKWWJWWGtSeHM2RGREdDNPRFR2dUQ3MkVZX2NwaFhpTW1yT0lpT3lIaklHNFpFenpyTElHSkowRHVDa0cyZENxeGFFak5jZDN5ZTJ2TWpHaXZGeG82YWduRTFPRmJaWHY5SUVmT1pVN2NCSDUwUVNkUmNVNjhJU1F4VTVFOTJCb2tiZDV0QUdlcXl5eV8wRmJyYW94T3UwdU1CN2xKT092Z3BNNDU0MWhFOWlqN2MyWndnU3RQUF9IRlRKTkVyaVQtWXp2Zz09 |
I think AI is way over hyped. It sucks much more than people wanna say, hallucinates, and the people it replaces will be freed up to do something else. | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0S1JJVmdJRm1pR0dWMUplbjF2YWMzVzEyTjlOMmxrcWg0SDV6ZmEySTFPZFF0SGhld2dIM2dEaGttVkxuTnozY013ZGpUcmNpWmNPYlhjRlZNYkc2VUE9PQ== | Z0FBQUFBQm9CMHk0S0huT3p2OUtEQWNEOGVhVndnbXU4dHhaRGxscE5HVjFDbkZibDNBVU9WLW15U3VJLVEyUGtOUk1HQ3M5X1l4NTRRbDBLNGxNNHMxUTVWd292RGNLbWExcW1aR0hCMmZUZ3hXcEZLZTVJVlZzZG5aX1R1MlVhSVNzYXozOThhSzJ4Y1RrRkNHd1VKUkZ3djJVMVh5a1JjZGJ1UUdBcmJtcHpyQm9abVZxNUFCbGppLU9tX2ZLR0h5Z3JVcXRMMDB4 |
I’m working on a project to generate synthetic datasets for training object detection models and could use some insights from the community. My goal is to create realistic images of random environments with objects (e.g., shelves with items), complete with annotations (object\_id, center\_x, center\_y, width, height), to train a model that can detect these objects in real-world settings. The idea is to bypass the labor-intensive process of manually annotating bounding boxes on real images.
So far, I’ve programmatically generated some synthetic scenes and trained a model on them. The images include objects placed in specific locations, and I’ve added basic variations like lighting and positioning. However, I haven’t conducted enough tests to accurately compare the model’s performance against one trained on a real-world dataset. I’m curious about the realism of the synthetic data and how well it translates to real-world detection tasks.
Has anyone here experimented with generating synthetic images for object detection? What techniques or tools did you use to make them realistic (e.g., lighting, shadows, texture variations)? More importantly, what kind of accuracy did you achieve compared to models trained on real data? I’d love to hear about your experiences—successes, challenges, or any pitfalls to watch out for. Thanks in advance for any advice or pointers! | r/machinelearning | post | r/MachineLearning | 2025-03-23 | Z0FBQUFBQm9CMHl0ODJrX1Z5aThOTWR5U21PWjB1OWhFVVBHNkh5NmhLWWNSeUhEVGFYMW5LU1pTUXRodDBUVXNILWtERUZqZDZRWXVQbkMwaGIza2VJUTdhVDk0akxjWUE9PQ== | Z0FBQUFBQm9CMHk0dUFPWTJxOV90Vm1WdXk5YXFBTnRqQ3k4eWswSFFnWVYxdkdQTFZGOFVURHUyM3R2YzhLUW4zT1dmNC14SEVYcGxCX1N2UWlMZTVtcnBpR1lXUWtvaTBqeTcwWENLRGpiYmVqX3pwbkdqUzRTblB2ZXNPU0d2dFVaVHA3Y0VpNlVVZzhRZnVDLU5mblV0N01iS0tIYm9uWXEzMnk2WWluN1JSY2FWMGdBekVFRlg4OWlTUDljWWZ3dlUwSUdUVm9tQmVfMGpTWVVCeEFWRC1rQVVPdVZWUT09 |
Well I think Texas with all their dino resources might just do ok . | r/futurology | comment | r/Futurology | 2025-03-23 | Z0FBQUFBQm9CMHl0ZjA4X0ZPSVJ2Ql9PS1d3Y0FPV0pYQUVFV0JRckpvdkNrZVA0YlBvLVJkU1dSNnY3YWE3QXdHUktOMXd2V2Q1UTRzRmlaZm1feWFHVjhZSmUtZ05IRlp4MW1wU19aUlVjLXJjM2lqWlVXOGs9 | Z0FBQUFBQm9CMHk0WlZkVnppODBpbnd0LTVCSjhDWnA2TUFvLW9HY1MxWjVsXzdyNE1SdEdCYWZ2Wk1qb3FKbU9LMVF0NmpxZjlRallnVTl1YUlrZmZrWlU5MGFJOFl0M0pLS19keXZ5TDZJVl9uOXJqMlR2VFZUYXNISUdLdUpxU3FyZTN2bWtPcmZURFE5dnNFYUd6d01aZU9uTUl3aktXTHE1WVZ5WnhFSy1tdUF0UmlFWGd2bUtnOXhOYzI5TWFhQXcyWndpeE5oR2hHY1NMS0MxcU1mMHhMdUdGT3g5UT09 |
We recently raised a round and I was wondering, what kind of credits or startup perks should I be asking my VC for?
I know about the usual stuff like AWS and GCP credits, but I feel like there are a ton of other things I might be missing out on, things like OpenAI, Notion, Retool, Stripe, etc. Do most VCs have access to startup programs or discounts for those?
Would love to know what perks you've actually used that helped in the early days especially around:
* Infra (AWS, GCP, Azure, Vercel, etc.)
* AI/ML (OpenAI, Anthropic, Pinecone, etc.)
* Dev tools (Retool, Sentry, GitHub, etc.)
* Productivity (Notion, Slack, etc.)
* Finance/legal stuff (Pulley, Carta, Deel, etc.)
Thanks guys
\[I will not promote\]
edit1: We are a tech company(but not related to AI) | r/startups | post | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0S3ZyU1RSUlFqdGk1SnRCS1o5RThvdlh2cWlNZ2lIWFVzQTl6bFhqcEVCSE03aWhnTWNQRWNMd0VTQTBIcVl0dmJLamdfelBFTzFFRVc1ekZNYl91LTBRNVBUbE11My1VelV4cmN0cjlWX0E9 | Z0FBQUFBQm9CMHk0d0dPNlVBZVdSNFZQUS1teDJNQk5EaElDakZLSVRKSHN1WXZLUkp1SmtYVVBYbVUxMDRCMnJEMjRMMEJEU2Y5aTZIM09HWFg5YldhVzFXd2dRRVFHSTdKLUpDNnNPZUROTlMyT0V5MDBmXzl4SzFPbkw1LUZ0dExwR3Nqa2hUN0V4N3hrWGJrNVF5U2pjRVR5dkM0MnlWdmIzY3I0eG1qLU14QWV0MDRBOWVxdkZwNEZ2M05QMlRla3dvTnlvVndHX2JvRnB6SGhTWC1xVmpFSmJEaTNQdz09 |
hi, automod here, if your post doesn't contain the exact phrase "`i will not promote`" your post will automatically be removed.
*I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/startups) if you have any questions or concerns.* | r/startups | comment | r/startups | 2025-03-23 | Z0FBQUFBQm9CMHl0bDRaZFpEQjNodXFNaUxqOVNZaU0teDZ0UXJFT0U3QlUwQ1Jsc2RGa1hUZTd0UmxnRjFSZFpyMEM3SEoyYVRBTlAxNUdPa3A2NlowY2ZIQ0Z0U2JuNFE9PQ== | Z0FBQUFBQm9CMHk0bmh5Q1BVVDdHUHoyM0x3UlBpcHg0RzIxSEpLWXhqRXlJemkwMlF6LVRuQzVQWEV4Q2puS1VMSEJfYkNMRzZOSDJ2V3g0LXA5ZENYQnRrbk85enk1Q1hua21vcWVGNFhWR2VkZFNjVnBObThzdW9XeGo1YXp3d3NORXEyeGtqZFZuSWhzQm0tN0VneWdwTHRQWWRNbmhMME5XM2R1SlA4TzhiMEcwWHhKQUJyMXl2NG9rbXVObG1IRVBGcE1tT3BUanRDVWpkSmcyRlJRRXh1YkliZ3RFUT09 |
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in Data Studio
Bittensor Subnet 13 Reddit Dataset
Miner Data Compliance Agreement
In uploading this dataset, I am agreeing to the Macrocosmos Miner Data Compliance Policy.
Dataset Summary
This dataset is part of the Bittensor Subnet 13 decentralized network, containing preprocessed Reddit data. The data is continuously updated by network miners, providing a real-time stream of Reddit content for various analytical and machine learning tasks. For more information about the dataset, please visit the official repository.
Supported Tasks
The versatility of this dataset allows researchers and data scientists to explore various aspects of social media dynamics and develop innovative applications. Users are encouraged to leverage this data creatively for their specific research or business needs. For example:
- Sentiment Analysis
- Topic Modeling
- Community Analysis
- Content Categorization
Languages
Primary language: Datasets are mostly English, but can be multilingual due to decentralized ways of creation.
Dataset Structure
Data Instances
Each instance represents a single Reddit post or comment with the following fields:
Data Fields
text(string): The main content of the Reddit post or comment.label(string): Sentiment or topic category of the content.dataType(string): Indicates whether the entry is a post or a comment.communityName(string): The name of the subreddit where the content was posted.datetime(string): The date when the content was posted or commented.username_encoded(string): An encoded version of the username to maintain user privacy.url_encoded(string): An encoded version of any URLs included in the content.
Data Splits
This dataset is continuously updated and does not have fixed splits. Users should create their own splits based on their requirements and the data's timestamp.
Dataset Creation
Source Data
Data is collected from public posts and comments on Reddit, adhering to the platform's terms of service and API usage guidelines.
Personal and Sensitive Information
All usernames and URLs are encoded to protect user privacy. The dataset does not intentionally include personal or sensitive information.
Considerations for Using the Data
Social Impact and Biases
Users should be aware of potential biases inherent in Reddit data, including demographic and content biases. This dataset reflects the content and opinions expressed on Reddit and should not be considered a representative sample of the general population.
Limitations
- Data quality may vary due to the nature of media sources.
- The dataset may contain noise, spam, or irrelevant content typical of social media platforms.
- Temporal biases may exist due to real-time collection methods.
- The dataset is limited to public subreddits and does not include private or restricted communities.
Additional Information
Licensing Information
The dataset is released under the MIT license. The use of this dataset is also subject to Reddit Terms of Use.
Citation Information
If you use this dataset in your research, please cite it as follows:
@misc{universe-riez2025datauniversereddit_dataset_136,
title={The Data Universe Datasets: The finest collection of social media data the web has to offer},
author={universe-riez},
year={2025},
url={https://huggingface.co/datasets/universe-riez/reddit_dataset_136},
}
Contributions
To report issues or contribute to the dataset, please contact the miner or use the Bittensor Subnet 13 governance mechanisms.
Dataset Statistics
[This section is automatically updated]
- Total Instances: 377179
- Date Range: 2025-03-23T00:00:00Z to 2025-04-22T00:00:00Z
- Last Updated: 2025-04-22T13:56:17Z
Data Distribution
- Posts: 4.81%
- Comments: 95.19%
Top 10 Subreddits
For full statistics, please refer to the stats.json file in the repository.
| Rank | Topic | Total Count | Percentage |
|---|---|---|---|
| 1 | r/wallstreetbets | 42383 | 11.24% |
| 2 | r/politics | 28519 | 7.56% |
| 3 | r/rugbyunion | 26373 | 6.99% |
| 4 | r/technology | 25811 | 6.84% |
| 5 | r/worldnews | 22775 | 6.04% |
| 6 | r/Bitcoin | 20947 | 5.55% |
| 7 | r/CryptoCurrency | 19270 | 5.11% |
| 8 | r/cscareerquestions | 18566 | 4.92% |
| 9 | r/europe | 17163 | 4.55% |
| 10 | r/CryptoMarkets | 16775 | 4.45% |
Update History
| Date | New Instances | Total Instances |
|---|---|---|
| 2025-04-22T08:01:18Z | 218790 | 218790 |
| 2025-04-22T13:56:17Z | 158389 | 377179 |
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