[ { "title": "War of Choice", "subreddit": "iran", "score": 340, "comments": 22, "url": "https://www.reddit.com/r/iran/comments/1rxs8it/war_of_choice/", "externalUrl": "https://i.redd.it/vtjm5gdbxxpg1.jpeg", "selftext": "If the truth of this got out there would be hell to pay. A war based on no imminent threat, and indeed a waste of a historic opportunity for peace between adversaries. Will this be what ultimately brings Trump down?", "created": "2026-03-19T13:48:03", "topComments": [ { "author": "Vivid_Elephant2922", "body": "Pas les États-Unis, Israël. Trump est une marionnette de Netanyahu.", "score": 1 }, { "author": "Tommy_999", "body": "It was already decided they were going to bomb Iran even before “negotiations” started. It was deception just like the 12 day war", "score": 1 }, { "author": "ravenpi", "body": "Trump wanted war. He is hateful, stupid, and chaotic. Unfortunately, because of the stupid laws we have, and the ignorant people who believed him and voted for him, he is also president. \nAs for \"truth getting out,\" if Trump were in any way answerable to objective truth, he would already be in priso", "score": 1 }, { "author": "italomaciel", "body": "All presidents of US want war. It is the only way to keep on top. Thats not a “Trump Only” problem", "score": 1 }, { "author": "Isabella1027", "body": "Trump wanted war. He works alone without regard to the USA. ", "score": 1 } ] }, { "title": "Jensen Huang just painted the most bold image of AI's future: 7.5 million agents, 75,000 humans—100 AI workers for every person", "subreddit": "ArtificialInteligence", "score": 251, "comments": 132, "url": "https://www.reddit.com/r/ArtificialInteligence/comments/1ry49gc/jensen_huang_just_painted_the_most_bold_image_of/", "externalUrl": "https://fortune.com/2026/03/19/jensen-huang-nvidia-ai-agents-future-of-work-autonomous/", "selftext": "The year is 2036. You’re sitting at your office desk—alongside 100 AI agents.\n\nAt least, that’s how Nvidia CEO Jensen Huang imagines work could be one day at Nvidia. Speaking at a Q&A session for media at the Nvidia GTC conference in San Jose, the CEO and cofounder said that in a decade, the company could expect to have about 75,000 workers—nearly double the 42,000 currently at the company—all working alongside millions of AI agents.\n\n“In 10 years, we will hopefully have 75,000 employees, as small as possible, as big as necessary. They’re going to be super busy” Huang said to laughter. “Those 75,000 employees will be working with 7.5 million agents.”\n\nThat’s a 100-to-1 ratio of agents to humans.\n\nHuang said those AI agents won’t exactly replace workers. Instead, they’ll be picking up the grunt work human employees don’t need to complete. “They’ll be working around the clock,” he said. “So hopefully our people don’t have to keep up with them.”\n\nRead more: [https://fortune.com/2026/03/19/jensen-huang-nvidia-ai-agents-future-of-work-autonomous/](https://fortune.com/2026/03/19/jensen-huang-nvidia-ai-agents-future-of-work-autonomous/)", "created": "2026-03-19T23:56:06", "topComments": [ { "author": "AutoModerator", "body": "**Submission statement required.** Link posts require context. Either write a summary preferably in the post body (100+ characters) or add a top-level comment explaining the key points and why it matters to the AI community.\n\nLink posts without a submission statement may be removed (within 30min).\n\n", "score": 1 }, { "author": "TejasTexasTX3", "body": "He doesn’t know shit. He sells GPUs, and cannot tell the future. He’s just trying to sell more GPUs. Period. ", "score": 384 }, { "author": "eamonious", "body": "This vision has zero intent to help the worker at all. Each person running 100 agents will be as squeezed dry as any worker now. Everyone else will be unemployed. All value rises to the top. \n\nFuck these people.", "score": 93 }, { "author": "CackleRooster", "body": "How the great unwashed, unemployed will be able to afford all this AI is left unanswered.", "score": 35 }, { "author": "AdFeeling842", "body": "i'm gonna join the resistance and fight the machines. hopefully we will also have regular all night raves like the matrix movie", "score": 17 } ] }, { "title": "Cartoon by Kamal Sharaf", "subreddit": "iran", "score": 200, "comments": 11, "url": "https://www.reddit.com/r/iran/comments/1ry5r65/cartoon_by_kamal_sharaf/", "externalUrl": "https://i.redd.it/aiy90iul71qg1.jpeg", "selftext": "https://x.com/kamalsharf/status/2034427928969122019", "created": "2026-03-20T00:51:05", "topComments": [ { "author": "loveloet", "body": "This is on point.", "score": 1 }, { "author": "AccomplishedSky4202", "body": "Being an America’s enemy is dangerous, but being an America’s friend is lethal. ", "score": 1 }, { "author": "Numerous-Economist63", "body": "Im starting to like this guy", "score": 1 }, { "author": "bronzemerald17", "body": "Based. But why does Trump have a black mask? ", "score": 1 }, { "author": "SharpAardvark8699", "body": "MBZ ", "score": 1 } ] }, { "title": "This is what happens when people elect a convicted felon for president", "subreddit": "iran", "score": 146, "comments": 10, "url": "https://www.reddit.com/r/iran/comments/1rxl0vg/this_is_what_happens_when_people_elect_a/", "externalUrl": "https://i.redd.it/9hh648lv7wpg1.jpeg", "selftext": "The photo is of the burial grounds for the 170 children who died in the Shajareh Tayyebeh primary school bombing (which was hit by a tomahawk missile, which is owned by the US, but not Iran) \n\nLove from Canada", "created": "2026-03-19T08:08:47", "topComments": [ { "author": "WillyBoBo74", "body": "And the devil himself sits on the throne of Israel ", "score": 1 }, { "author": "Asleep-Waltz2681", "body": "Just tragic.\n\nI don't think a different president would have resulted in a war not breaking out. The military apparatus of the US is institutionalized and Iran has been a real nuisance for the US.", "score": 1 }, { "author": "[deleted]", "body": "[removed]", "score": 1 } ] }, { "title": "GitHub Copilot's effect on collaboration has stunned researchers", "subreddit": "ArtificialInteligence", "score": 82, "comments": 36, "url": "https://www.reddit.com/r/ArtificialInteligence/comments/1ry4l2b/github_copilots_effect_on_collaboration_has/", "externalUrl": "https://thenewstack.io/copilot-reshapes-developer-work/", "selftext": "", "created": "2026-03-20T00:08:08", "topComments": [ { "author": "AutoModerator", "body": "**Submission statement required.** Link posts require context. Either write a summary preferably in the post body (100+ characters) or add a top-level comment explaining the key points and why it matters to the AI community.\n\nLink posts without a submission statement may be removed (within 30min).\n\n", "score": 1 }, { "author": "General-Jaguar-8164", "body": "In low ego environment is great. If you have high ego colleagues they are going to dispute any use of AI because “you cannot trust stochastic parrots” ", "score": 53 }, { "author": "CackleRooster", "body": "AI isn't just changing how programmers code, it's changing everything about how they work. For example: A Harvard study of 187,000 developers finds GitHub Copilot reshapes how programmers work, boosting coding time 12.4% while cutting project management by 24.9%.", "score": 12 }, { "author": "secondgamedev", "body": "The researchers just confirmed the average experience. LLM rides the average line. Sometimes it’s amazing, my IDE can finish my switch statement for me just by seeing what I name my Enums. But sometimes it would troll me by removing a line from a function I requested, which makes the entire function", "score": 6 }, { "author": "jholliday55", "body": "I’m a confused, devs are spending more time coding than without copilot? ", "score": 5 } ] }, { "title": "Your OpencClaw agent isn't forgetting things. Sorry but You just haven't set up Memory Correctly.", "subreddit": "openclaw", "score": 75, "comments": 30, "url": "https://www.reddit.com/r/openclaw/comments/1rxv8i1/your_opencclaw_agent_isnt_forgetting_things_sorry/", "externalUrl": "https://www.reddit.com/r/openclaw/comments/1rxv8i1/your_opencclaw_agent_isnt_forgetting_things_sorry/", "selftext": "This is the #1 complaint I see from people in their second or third week: \"my agent forgot everything we talked about.\" \"It used to know my preferences and now it's acting like we just met.\" \"I told it my wife's name three times and it still asks.\"\n\nYour agent isn't broken. it's not a memory bug. You just don't understand how OpenCLAW memory actually works yet. And once you do, this problem disappears in about 10 minutes.\n\n**How most people think memory works:**\n\nYou tell your agent something, it remembers it forever, like a human would.\n\n**How it actually works:**\n\nYour agent has no brain between conversations. zero. every single time you send a message, it reads a handful of files (SOUL.md, USER.md, MEMORY.md, your recent session history) and constructs its \"memory\" from scratch. it's not remembering. it's reading its notes.\n\nOnce you understand this, everything about OpenCLAW memory makes sense. and everything about why it \"forgets\" makes sense too.\n\n**Why your agent is forgetting things:**\n\n**Reason 1: your session is too old**\n\nEvery message you've ever sent in your current session gets included in every new API call. after 2-3 weeks, that's thousands of tokens. The model either hits its context limit and old stuff gets silently truncated (your early conversations just disappear) or OpenCLAW runs compaction which summarizes everything but loses detail.\n\nfix: use `/new` regularly. daily at minimum. before any big task. Your agent still has all its files. You're just clearing the conversation buffer. This alone fixes \"forgetting\" for most people.\n\n**Reason 2: Important info is in chat history, not in files**\n\nIf you told your agent your wife's name in a conversation 3 weeks ago, that info lives in your session history. which gets truncated. which means it's gone.\n\nanything your agent should ALWAYS know needs to be in a file, not in chat.\n\nfix: put permanent info in USER.md right now:\n\nmarkdown\n\n # About me\n - Name: [your name]\n - Partner: [name]\n - Location: [city]\n - Job: [role]\n - Timezone: [timezone]\n \n # Preferences\n - Communication: direct, no filler\n - Morning routine: briefing at 8am\n - Never schedule meetings before 10am\n - Coffee order: [whatever it is, seriously]\n\nThis file gets loaded every single session. it never gets truncated. it never gets compacted. your agent will know your wife's name forever because it reads it every time, not because it \"remembers\" it.\n\n**Reason 3:** **MEMORY.md** **is a bloated mess**\n\nOpenCLAW stores ongoing memory in MEMORY.md. the problem is most people never structure it. after a month it's a giant wall of text that the model skims instead of reads. important facts get buried under \"user asked about the weather on march 3rd.\"\n\nfix: structure your MEMORY.md into clear sections:\n\nmarkdown\n\n # People\n - Sarah (wife): works at [company], birthday June 12\n - Mike (coworker): handles the frontend, prefers slack over email\n \n # Active Projects\n - Kitchen renovation: contractor is Dave, budget $15K, starts April\n - Q2 presentation: due March 28, needs sales data from Mike\n \n # Decisions Made\n - Switched from opus to sonnet on March 5 (cost reasons)\n - Using brave search API instead of google (free tier sufficient)\n \n # Recurring Tasks\n - Daily briefing at 8am (calendar + email + weather)\n - Weekly grocery list every Sunday at 6pm\n ```\n \n organized memory gets retrieved accurately. dump memory gets skimmed. the agent doesn't care about the format but it reads structured text better than a wall of paragraphs.\n \n **reason 4: you don't have a memory maintenance routine**\n \n memory files grow forever. nobody cleans them. after 2 months your MEMORY.md has 300 lines and half of them are outdated or irrelevant. the model is wasting tokens reading about a project you finished 6 weeks ago.\n \n fix: set up a nightly memory cron. add this to your agent's instructions:\n ```\n every night at 11pm:\n 1. review today's conversations\n 2. extract any new facts, decisions, or commitments\n 3. add them to the correct section in MEMORY.md\n 4. remove anything that's no longer relevant\n 5. start a fresh session\n\nThis keeps your memory files lean and current. The agent does the housekeeping so you don't have to.\n\n**Reason 5: you're confusing session memory with long-term memory**\n\nHere's the hierarchy:\n\n* **SOUL.md**: identity and personality. loaded every time. never changes unless you change it.\n* **USER.md**: facts about you. loaded every time. update when your life changes.\n* **MEMORY.md**: ongoing context. loaded every time. grows and gets pruned.\n* **Session history**: current conversation. temporary. dies when you `/new` or it gets compacted.\n\nMost \"forgetting\" happens because people put important info in session history (temporary) instead of USER.md or MEMORY.md (permanent). the fix is always the same: if it matters, put it in a file.\n\n**The 10-minute memory fix:**\n\n1. Open USER.md. add everything your agent should always know about you. name, family, job, preferences, timezone, communication style. 5 minutes.\n2. Open MEMORY.md. organize it into sections (people, projects, decisions, recurring tasks). move any critical info that's scattered. 3 minutes.\n3. Type `/new` to start a fresh session. 2 seconds.\n4. Send your agent a message: \"what do you know about me?\" if it gets the basics right, your memory is working. if it misses something, add it to the right file.\n\nDone. Your agent will never \"forget\" who you are again.\n\n**The advanced move (optional):**\n\nOnce your basic memory is solid, look into the SOUL.md vs AGENTS.md split. one of the best insights I've seen from this community: SOUL.md should be identity only (under 400-500 tokens). operational procedures (when to save memory, how to handle crons, boot sequence) go in AGENTS.md. Keeping them separate means the model internalizes your identity instead of pattern-matching past a wall of instructions.\n\n**What NOT to do:**\n\n* Don't install memory skills from ClawHub as your first fix. Understand the built-in system first.\n* Don't make MEMORY.md longer than it needs to be. if it's over 200 lines, you're probably storing stuff that doesn't matter.\n* Don't tell your agent to \"remember everything.\" that's how you get bloated memory files full of irrelevant details. tell it to remember specific categories of information.\n* Don't panic when your agent seems confused after a long conversation. it's not forgetting. The context window is full. just `/new` and move on.\n\nThe \"my agent forgot me\" problem is never a memory bug. it's always a file organization problem. And file organization takes 10 minutes to fix.\n\nYour agent reads its notes every morning. Make sure the notes are worth reading.\n\nAnd for the \"AI slop\" crowd: whether I wrote this or my agent did, your memory is still broken and the fix is still 10 minutes. You're welcome.", "created": "2026-03-19T16:56:34", "topComments": [ { "author": "AutoModerator", "body": "Welcome to r/openclaw\nBefore posting:\n• Check the FAQ: https://docs.openclaw.ai/help/faq#faq\n• Use the right flair\n• Keep posts respectful and on-topic\nNeed help fast? Discord: https://discord.com/invite/clawd\n\n\n*I am a bot, and this action was performed automatically. Please [contact the moderators", "score": 1 }, { "author": "Deep_Monk5446", "body": "Just tell your Agent after a Session to write the important stuff in its memory. I dont do just /new i prompt to write memory If it was important and than do /new. You can Work through afterwards.", "score": 4 }, { "author": "Ambitious-Stop-880", "body": "The SOUL.md vs AGENTS.md split tip at the end is genuinely underrated — took me an embarrassingly long time to figure out why my agent felt like it was reading a manual every time it booted up. Turns out I had crammed like 800 tokens of operating procedures into SOUL.md and the identity stuff was ju", "score": 2 }, { "author": "crypt0amat00r", "body": "Very useful post! Regarding your first point about stale/bloating context, one thing that works like a charm is setting your config to automatically clear the conversation state after a period of inactivity. \n\nJust add something like this to your config:\n\n openclaw config set channels.telegram.re", "score": 3 }, { "author": "cliffemu", "body": "When I chat with Claude.ai it remembers everything and even reference across different chats; I didn’t have to tell it how to remember anything. Why can’t openclaw just ship with something decent and invisible built in? ", "score": 2 } ] }, { "title": "Why Does everyone use Mac Mini’s for OpenClaw?", "subreddit": "openclaw", "score": 66, "comments": 153, "url": "https://www.reddit.com/r/openclaw/comments/1ry1tws/why_does_everyone_use_mac_minis_for_openclaw/", "externalUrl": "https://www.reddit.com/r/openclaw/comments/1ry1tws/why_does_everyone_use_mac_minis_for_openclaw/", "selftext": "My cheap N150 mini pc with Ubuntu 24.04 runs great using cloud models. \n\nI eventually spun up an Ubuntu VM on my proxmox server, and now I get snapshots. \n\nFeels like some X influencer got you all to buy up Mac minis. ", "created": "2026-03-19T22:25:29", "topComments": [ { "author": "AutoModerator", "body": "Welcome to r/openclaw\nBefore posting:\n• Check the FAQ: https://docs.openclaw.ai/help/faq#faq\n• Use the right flair\n• Keep posts respectful and on-topic\nNeed help fast? Discord: https://discord.com/invite/clawd\n\n\n*I am a bot, and this action was performed automatically. Please [contact the moderators", "score": 1 }, { "author": "1I1III1I1I111I1I1", "body": "For cloud models, you could run it on a TI-83 calculator. ", "score": 32 }, { "author": "Fearless-Change7162", "body": "People like iMessage, reminders integrations and are familiar with MacOS. ", "score": 37 }, { "author": "thelastpanini", "body": "One big thing I realized this week is that the unified memory of the Mac is a huge win for local models.\nOn a 4070ti models bigger than 12gb still from the VRAM on the GPU to the regular ram.\nMac mini’s have all unified memory and therefore perform a lot better when running models locally. ", "score": 7 }, { "author": "t00r99r00t", "body": "I find that people who ask this question don’t understand the use cases for apples ecosystem integration nor do they understand why you want to run this on your own machine at home with a home ip address vs in a datacenter with a datacenter ip.", "score": 15 } ] }, { "title": "US war material cost for United States so far!", "subreddit": "iran", "score": 49, "comments": 7, "url": "https://www.reddit.com/r/iran/comments/1rye2m2/us_war_material_cost_for_united_states_so_far/", "externalUrl": "https://www.reddit.com/gallery/1rye2m2", "selftext": "13 dead. 200+ wounded. 5 fighter jets gone. 27+ bases hit. No exit strategy, no accountability, just more escalation. These aren’t just numbers, this is the real cost. See the latest stats and real-time counter here: [https://epsteinfurry.com/](https://epsteinfurry.com/)", "created": "2026-03-20T06:09:07", "topComments": [ { "author": "UnitedJuggernaut", "body": "Please share this on X / Twitter \n\nThis illegal war, fought on behalf of Israel is costing Americans dearly in blood, treasure & reputation.\n\nThe American people deserve to see the truth, and they MAY be able to control their president!\n\nHelp it trend so more wake up and put an stop on their pre", "score": 1 }, { "author": "loveloet", "body": "And all this as a few service to Israel. Just pure cuckoldry.", "score": 1 }, { "author": "Major_Race6071", "body": "Its ok. We can just print more money. ", "score": 1 } ] }, { "title": "What actually convinces you to reach for OpenClaw instead of Claude Code?", "subreddit": "openclaw", "score": 47, "comments": 80, "url": "https://www.reddit.com/r/openclaw/comments/1rxx2q9/what_actually_convinces_you_to_reach_for_openclaw/", "externalUrl": "https://www.reddit.com/r/openclaw/comments/1rxx2q9/what_actually_convinces_you_to_reach_for_openclaw/", "selftext": "Okay so I've been thinking about this for a while and I can't quite figure it out.\n\nI use Claude Code pretty much daily — coding, frontend stuff, the usual. It just works, you know? Solid, reliable, I know exactly what I'm getting.\n\nI recently started playing around with OpenClaw and here's my problem: I keep defaulting back to Claude Code every single time. Not because OpenClaw is bad, but because I already know Claude Code works, and honestly the model feels plenty capable for what I'm doing.\n\nOpenClaw's multi-agent setup, the cron jobs, the channel integrations — all that stuff seems cool in theory. But none of it has made me think \"oh damn, I NEED to use this for coding tasks.\"\n\nSo I'm genuinely curious — for those of you using both:\n\n* What actually got you to reach for OpenClaw instead?\n* Are there workflows where it genuinely beats Claude Code for you?\n* Does model intelligence matter a lot to you, or is the automation/integration side enough to justify it?\n\nNot trying to hate on OpenClaw at all, I just can't find my \"aha\" moment with it and wondering if I'm missing something obvious.", "created": "2026-03-19T18:45:32", "topComments": [ { "author": "AutoModerator", "body": "Welcome to r/openclaw\nBefore posting:\n• Check the FAQ: https://docs.openclaw.ai/help/faq#faq\n• Use the right flair\n• Keep posts respectful and on-topic\nNeed help fast? Discord: https://discord.com/invite/clawd\n\n\n*I am a bot, and this action was performed automatically. Please [contact the moderators", "score": 1 }, { "author": "ViatorLegis", "body": "I use both. Claude Code for programming, Openclaw for monitoring my life and nudging my behavior.\n\nThe difference isn't the model, it's that OpenClaw runs 24/7 and has memory across sessions. Claude Code is a tool I open when I need it. OpenClaw is always there, connected to my calendar, fitness wat", "score": 25 }, { "author": "TimAndTimi", "body": "Only if Anthropic actually figure out how to write the remote control and no frequent random disconnections.\n\nThe allowed list is shaky at best, the connection never sustain overnight, turns out you do need some experience to write a reliable chat app. ", "score": 4 }, { "author": "Ambitious-Stop-880", "body": "The \"aha\" moment for me was when I wanted something to run while I was NOT at my computer.\n\n\n\nClaude Code is a tool. You use it, it does stuff, you move on. The second you close the terminal, it's dead.\n\n\n\nOpenClaw is an agent. It has a heartbeat. It can run crons at 2am. It can notice that you got ", "score": 6 }, { "author": "Upset_Possession_405", "body": "Can we PLEASE stop comparing OpenClaw to ClaudeCode/Opencode? This comparison drives me absolutely insane.\nOpenClaw is NOT a coding tool. Calling it that is like comparing a surgical scalpel to a swiss army knife. SURE you can use a swiss army knife for surgery, but that's not the point, is it?\nYes", "score": 5 } ] }, { "title": "Musk Says xAI Is Starting Over After Hiring Missteps, Raising Questions About Big Tech Hiring", "subreddit": "ArtificialInteligence", "score": 44, "comments": 22, "url": "https://www.reddit.com/r/ArtificialInteligence/comments/1ry4vh8/musk_says_xai_is_starting_over_after_hiring/", "externalUrl": "https://www.interviewquery.com/p/musk-xai-tech-hiring-reset", "selftext": "", "created": "2026-03-20T00:18:58", "topComments": [ { "author": "AutoModerator", "body": "**Submission statement required.** Link posts require context. Either write a summary preferably in the post body (100+ characters) or add a top-level comment explaining the key points and why it matters to the AI community.\n\nLink posts without a submission statement may be removed (within 30min).\n\n", "score": 1 }, { "author": "ziplock9000", "body": "So a person overseeing a huge part of government doesn't know what the fuck he's doing with projects? USA, you never cease to amaze me.", "score": 27 }, { "author": "CanadianPropagandist", "body": "\"Hiring missteps\" is a passive aggressive way of saying he drove most of his engineers out the door. That doesn't happen by itself.\n\nThe bulk of his highest level team abandoned ship probably because he wanted to do something drugged out for the umpteenth time. The more he messes with Grok to make i", "score": 13 }, { "author": "warmeggnog", "body": "Elon Musk says xAI missed strong candidates and is rethinking hiring. More than just a company issue, it can be linked to broken tech hiring and AI talent gaps.", "score": 8 }, { "author": "vertigo235", "body": "That's weird, I am pretty sure that Elon has said multiple times that xAI was going to achieve AGI and then ASI immanently. \n\nHow could things be so bad that he has to start over ?", "score": 5 } ] } ]