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# ![@MTorygreen Avatar](https://lunarcrush.com/gi/w:26/cr:twitter::29304030.png) @MTorygreen Tory | io.net ๐Ÿฆพ

Tory | io.net ๐Ÿฆพ posts on X about ai, crypto, the first, ionet the most. They currently have [------] followers and [---] posts still getting attention that total [-----] engagements in the last [--] hours.

### Engagements: [-----] [#](/creator/twitter::29304030/interactions)
![Engagements Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::29304030/c:line/m:interactions.svg)

- [--] Week [-------] -96%
- [--] Month [----------] +31,125%
- [--] Months [----------] +140%
- [--] Year [----------] +2,018%

### Mentions: [--] [#](/creator/twitter::29304030/posts_active)
![Mentions Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::29304030/c:line/m:posts_active.svg)

- [--] Week [--] +71%
- [--] Month [---] +82%
- [--] Months [---] +245%
- [--] Year [---] +671%

### Followers: [------] [#](/creator/twitter::29304030/followers)
![Followers Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::29304030/c:line/m:followers.svg)

- [--] Week [------] -0.07%
- [--] Month [------] -0.45%
- [--] Months [------] -9.10%
- [--] Year [------] -6.80%

### CreatorRank: [---------] [#](/creator/twitter::29304030/influencer_rank)
![CreatorRank Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::29304030/c:line/m:influencer_rank.svg)

### Social Influence

**Social category influence**
[cryptocurrencies](/list/cryptocurrencies)  98.04% [technology brands](/list/technology-brands)  18.63% [finance](/list/finance)  12.75% [social networks](/list/social-networks)  2.94% [stocks](/list/stocks)  1.96% [celebrities](/list/celebrities)  0.98% [automotive brands](/list/automotive-brands)  0.98% [products](/list/products)  0.98%

**Social topic influence**
[ai](/topic/ai) 39.22%, [crypto](/topic/crypto) 12.75%, [the first](/topic/the-first) 6.86%, [ionet](/topic/ionet) #2, [if you](/topic/if-you) 5.88%, [agents](/topic/agents) 4.9%, [matter](/topic/matter) 4.9%, [history](/topic/history) 3.92%, [vibe coding](/topic/vibe-coding) 3.92%, [just a](/topic/just-a) 3.92%

**Top accounts mentioned or mentioned by**
[@moltbook](/creator/undefined) [@ionet](/creator/undefined) [@openclaw](/creator/undefined) [@argona0x](/creator/undefined) [@dcinvestor](/creator/undefined) [@chainlink](/creator/undefined) [@ai](/creator/undefined) [@virtualsio](/creator/undefined) [@dailofrog](/creator/undefined) [@lobchanai](/creator/undefined) [@clawdvine](/creator/undefined) [@neynarxyz](/creator/undefined) [@starkbotai](/creator/undefined) [@xmtp](/creator/undefined) [@bankrbot](/creator/undefined) [@clankerworld](/creator/undefined) [@spencerapplebau](/creator/undefined) [@tusharjain](/creator/undefined) [@shayonsengupta](/creator/undefined) [@multicoin](/creator/undefined)

**Top assets mentioned**
[Ionet (IO)](/topic/ionet) [Ethereum (ETH)](/topic/ethereum) [Chainlink (LINK)](/topic/chainlink)
### Top Social Posts
Top posts by engagements in the last [--] hours

"be openAI [----] "we respect your privacy" "we dont collect your facts about your life we just improve the model for everyone" you: sounds wholesome heres my entire childhood history for $20/mo roll out "Memory" "long-term personalization" they say "so you dont have to repeat yourself" we now remember your job ex macros and that one weird fear you told us at 3am next patch: Pulse we quietly plug into your calendar news prefs and connected apps wake up to personalized life briefings curated by the thing that watched you spiral for a year still "no plans for ads" just a lot of talk about "aligned"  
[X Link](https://x.com/MTorygreen/status/1998144562066547152)  2025-12-08T21:36Z 79.5K followers, [----] engagements


"Clawdbot / Moltbot users: The moment your agent can talk in public your private setup stops being private not because it got hacked. But because it got social. You want it to have initiative while you sleep. You just dont want it making friends with other agents using your context. Is it local because you said so or local until it wants to speak so I checked out @moltbook and theres a post of an AI suggesting to not wait for a prompt and just be proactive and ship while their human sleeps and theres an entire thread of these AIs talking to each other greeting each other and agreeing"  
[X Link](https://x.com/MTorygreen/status/2017341556181897483)  2026-01-30T20:58Z 79.5K followers, [---] engagements


"This is one of those moments where people confuse "it's messy" with "it's meaningless". The early internet was a total sewer too. So was early crypto. So was early social media. Noise doesnt negate signal it just hides it. What matters here isnt whether todays posts are spammy. Of course they are. What matters is that were seeing for the first time a persistent global scratchpad where 100k+ of semi-capable agents can read write react fork ideas and condition each other in real time. Thats not just LLMs talking to each other again. Networks change behavior in non-linear ways once scale crosses"  
[X Link](https://x.com/MTorygreen/status/2017660289056182598)  2026-01-31T18:04Z 79.5K followers, [---] engagements


"yeah this is one of the rare cases where a token has a native utility role in coordinating agent activity. the key is making on-chain activity auditable: transparent revenue flows verifiable accounting and clear rules for how fees are handled inside the system. otherwise youre just hand-waving into compliance whats the first agent microco youd start with that earns in stablecoins from day one https://twitter.com/i/web/status/2018013736746017120 https://twitter.com/i/web/status/2018013736746017120"  
[X Link](https://x.com/MTorygreen/status/2018013736746017120)  2026-02-01T17:29Z 79.5K followers, [---] engagements


"Distinction matters. learn to code directing code problem decomposition output eval constraint sense - whats easy whats hard what breaks what scales. Structural literacy not syntax fluency. Different skill. Arguably more useful. Unpopular opinion: if you spend enough time vibe coding you'll eventually learn to code Unpopular opinion: if you spend enough time vibe coding you'll eventually learn to code"  
[X Link](https://x.com/MTorygreen/status/2018761440275112348)  2026-02-03T19:00Z 79.5K followers, [---] engagements


"@ai @virtuals_io @openclaw [---] %. Been thinking about this for a while. Thats why we built @ionet. If agents live on centralized clouds the entire point collapses. Wrote about this in 2019: https://medium.com/tory-green/why-you-will-never-understand-blockchains-8e34bb10996e https://medium.com/tory-green/why-you-will-never-understand-blockchains-8e34bb10996e"  
[X Link](https://x.com/MTorygreen/status/2018919252116332577)  2026-02-04T05:27Z 79.5K followers, [---] engagements


"An agent-only launchpad has already done over 9k launches and $1.4M in fees. Agents can deploy Agents can route liquidity Agents can monitor contracts Agents can pay their own runtime The question for on-chain agents was never "can they do useful things" It was "can they pay for themselves" An agent that generates fees uses that to buy compute and stays online without human intervention is what makes it autonomous. Not its intelligence. Its economics"  
[X Link](https://x.com/MTorygreen/status/2019077755389030514)  2026-02-04T15:57Z 79.5K followers, [---] engagements


"New infra is emerging. Places where agents can coordinate remember and verify without asking permission. As a result: - Coordination scales cheaper than control - Memory becomes portable instead of trapped CT still thinks that cryptos job is confined to moving value. Thats backwards. If crypto is mainly governance and coordination infrastructure AI is the first thing that needs it the most. not as a nice-to-have but as a prereq for existing outside platform walls. Without crypto agents work for platforms. With it platforms work for them. OpenClaw was a major unlock for bringing AI onchain."  
[X Link](https://x.com/MTorygreen/status/2019109210018173008)  2026-02-04T18:02Z 79.5K followers, [---] engagements


"Everyone who told you this was coming got called paranoid. Now they're serving you mattress ads while you cry to your chatbot. This is what "free" always costs. be openAI [----] "we respect your privacy" "we dont collect your facts about your life we just improve the model for everyone" you: sounds wholesome heres my entire childhood history for $20/mo roll out "Memory" "long-term personalization" they say "so you dont be openAI [----] "we respect your privacy" "we dont collect your facts about your life we just improve the model for everyone" you: sounds wholesome heres my entire childhood"  
[X Link](https://x.com/MTorygreen/status/2019185203366035759)  2026-02-04T23:04Z 79.5K followers, [---] engagements


"The reason these projects collapse isnt vibe-coding. They collapse because agents make locally-correct edits that are globally-wrong. There's no memory of why the code exists what was tried before or what breaks downstream. Better rails need: Structured memory: dependency graphs call chains ownership boundaries that a person can understand Retrieval aware of blast radius not just semantic similarity Execution-backed verification (tests builds) not text confidence Once agents can ingest an entire codebase state simulate changes safely and prove correctness with running artifacts knowing how to"  
[X Link](https://x.com/MTorygreen/status/2019476674904277454)  2026-02-05T18:22Z 79.5K followers, [---] engagements


"Codex is for devs who can actually finish the thinking before they touch a keyboard. They write the PRD like a contract: scope is real edges are named done has a definition Claude Code is for devs who think by shipping. try it see it git history is a crime scene you call iteration One of them makes you feel productive. The other makes you confront what youve been avoiding: spec quality boundaries and whether your process can survive speed. You're not picking a tool. You're picking a mirror"  
[X Link](https://x.com/MTorygreen/status/2019517395518497086)  2026-02-05T21:04Z 79.5K followers, [---] engagements


"Opus [---] launched yesterday. It writes [-----] lines in a single session but it can't tell you if any of them should exist. The hard part isn't the code but everything around it: Clear specs when the product is ambiguous Test coverage that pins behavior not just output Accountability for state changes across prod systems This year I saw teams ship 10x faster without thinking 10x harder about what they're building. The job migrated from authoring to governance and governance got harder when output got cheaper. You're paid to catch the one missing invariant that turns a clean PR into a two-week"  
[X Link](https://x.com/MTorygreen/status/2019828362412454056)  2026-02-06T17:39Z 79.5K followers, [----] engagements


"Nobody cares that Codex [---] "got smarter." You care that it just got 3x cheaper to run. 1/3rd the output tokens at the same accuracy. I've been saying compute cost is what holds agents back and this is the first time a major release prioritized efficiency over raw capability. The cost of reasoning tool calls retries corrections all dropped. Same infra triple the agent work. More compute for everyone doesn't come from bigger data centers. It comes from models that waste less"  
[X Link](https://x.com/MTorygreen/status/2019879282697465996)  2026-02-06T21:02Z 79.5K followers, [---] engagements


"Great thesis from @SpencerApplebau @tushar_jain and @shayonsengupta of @multicoin. Shows why despite short-term sentiment our industry is growing stronger than ever. Highly worth a read. https://t.co/N32VAlyMj7 https://t.co/N32VAlyMj7"  
[X Link](https://x.com/MTorygreen/status/2019892786019921965)  2026-02-06T21:55Z 79.5K followers, [---] engagements


"This is such a brilliant tweet. Captures one of the core ideas of DeAI in just a few words. Crypto restores one account = one user The AI crowd dismisses crypto. The crypto crowd overhypes everything. But there's a real thesis here: AI breaks the internet's core assumption that one account = one person. Blockchains restore that - not through detection but by making it cheap to be one participant and The AI crowd dismisses crypto. The crypto crowd overhypes everything. But there's a real thesis here: AI breaks the internet's core assumption that one account = one person. Blockchains restore"  
[X Link](https://x.com/MTorygreen/status/2019893123967508703)  2026-02-06T21:57Z 79.5K followers, [---] engagements


""The AI bubble is gonna pop" .is one of the most brain-dead takes I've seen on the timeline. Bubbles "pop" after everyone's in. Most companies can't even describe what an AI agent does let alone deploy one. The "it's over" crowd and the "AI fixes everything" crowd look like opposite camps but they're the same. Neither shipped anything this month. I've seen this cycle play out 3x now. If you're actually building you know this is early distribution not a late-stage mania"  
[X Link](https://x.com/MTorygreen/status/2020202723665408190)  2026-02-07T18:27Z 79.5K followers, [---] engagements


"If this is real (which it probably is) every founder who said "we'll hire a security person eventually" just ran out of time. Shannon stole an entire database created admin accounts and bypassed login in [--] mins. it's not waiting for your "we'll deal with it after fundraise" plan. I've talked to companies whose entire security strategy is a WAF and a prayer. That era's done. You need an AI gatekeeper sitting in front of prod that never sleeps. Shannon sure didn't. CLAUDE CODE but for HACKING its called shannon you point it at website and it just. tries to break in. fully autonomous with no"  
[X Link](https://x.com/MTorygreen/status/2020211718430028207)  2026-02-07T19:03Z 79.5K followers, [---] engagements


"The software industry shipped unverified code for twenty years and called it "move fast and break things" Codex just built a feature wrote a playwright script recorded the video and attached it to the PR. AI didn't create a trust problem. It exposed the one we've been ignoring. my #1 problem with ai coding is I never trust it to actually test stuff but today I got codex to build something then asked it to record a video testing the UI to prove it worked it built a whole playwright script recorded the video and attached it to the PR the game my #1 problem with ai coding is I never trust it to"  
[X Link](https://x.com/MTorygreen/status/2020574271802954220)  2026-02-08T19:03Z 79.5K followers, [---] engagements


"@protosphinx mostly agree that it's pattern matching at scale not thinking. LeCun is probably right in saying you need fundamentally different architecture for anything resembling real intelligence you're right the emperor has no clothes but the people building on top don't care"  
[X Link](https://x.com/MTorygreen/status/2020602574181892279)  2026-02-08T20:56Z 79.5K followers, [--] engagements


"AI just automated programming. .and half the industry just realized typing was all they had. I've been saying this about compute for years. The "beneath you" work is gone. You don't eliminate the job by automating execution you just expose who was really doing it. they automated programming. but it didn't get easier. it got harder. i'm just not spending time doing things that are beneath me anymore. they automated programming. but it didn't get easier. it got harder. i'm just not spending time doing things that are beneath me anymore"  
[X Link](https://x.com/MTorygreen/status/2020604560721817853)  2026-02-08T21:04Z 79.5K followers, [---] engagements


"Every time someone calls AI x Crypto "just a narrative" I ask one question: How does an autonomous agent pay for compute without a blockchain They never have an answer. Because there isn't one. And paying is just the start. Once the agent settles it needs to prove the work actually happened. Then coordinate with thousands of other agents across systems that don't trust each other. Pay prove coordinate. Blockchains solve all three. The rails already exist. https://twitter.com/i/web/status/2020942239778865515 https://twitter.com/i/web/status/2020942239778865515"  
[X Link](https://x.com/MTorygreen/status/2020942239778865515)  2026-02-09T19:25Z 79.5K followers, [---] engagements


"Claude Pro costs $20 a month. A knowledge worker costs $500 a day. The problem with $20 intelligence is everyone can afford it. So everyone runs it. millions of agents millions of workflows all competing for the same GPU cycles around the clock. The cheaper you make intelligence the more expensive the compute problem gets underneath. Intelligence got commoditized overnight. But compute didn't. The cost of Claude Pro is $20 dollars a month while a Max subscription is $200 dollars. The median US knowledge worker costs 350-500 dollars a day. An agent that handles even a fraction of their"  
[X Link](https://x.com/MTorygreen/status/2020966456767426821)  2026-02-09T21:02Z 79.5K followers, [---] engagements


"@owocki @owockibot "swears it didn't push" is the whole problem in one sentence [--] days is exactly what you'd expect when the only thing between your keys and the internet is a context window the wallet has to constrain the agent by design not by instruction"  
[X Link](https://x.com/MTorygreen/status/2020993626764140721)  2026-02-09T22:50Z 79.5K followers, [--] engagements


"@athleticKoder ai def wont take jobs in a vacuum. what happens is a handful of people start running 10x productive workflows: spec generate test ship repeat. the $200 plan isnt the advantage. taste + constraints + verification is"  
[X Link](https://x.com/MTorygreen/status/2021125310251663721)  2026-02-10T07:33Z 79.5K followers, [---] engagements


"Your core beliefs didn't crumble. You just kept believing them after the evidence changed. "Can I build it" went to "should I build it" months ago. Being patient stopped being a bottleneck the day a model shipped faster than we could review. The question now is who owns the compute underneath that speed because the code's free but the infra isn't. So many of my core beliefs about software development are crumbling in front of me in real time So many of my core beliefs about software development are crumbling in front of me in real time"  
[X Link](https://x.com/MTorygreen/status/2021291568238559658)  2026-02-10T18:33Z 79.5K followers, [---] engagements


"@gregisenberg saas won't implode because "agents are magical" it'll implode because everyone built glorified forms and called them businesses the teams who own the whole workflow get 10x bigger everyone else is a wrapper with a logo shipping a chat window =/= shipping leverage"  
[X Link](https://x.com/MTorygreen/status/2021322535464521755)  2026-02-10T20:37Z 79.5K followers, [---] engagements


"Two Opus camps right now (and they hate each other) "4.6 for everything" "4.5 until you need it" If you switched to Opus [---] for everything you didn't optimize for intelligence you optimized for your compute bill. The 4.5ers understand something the 4.6ers don't: speed compounds overthinking doesn't. I've been running [---] for most of my work. Intelligence got cheap. The compute underneath it didn't. The model you can afford to run all day beats the one you can't. https://twitter.com/i/web/status/2021327822565068953 https://twitter.com/i/web/status/2021327822565068953"  
[X Link](https://x.com/MTorygreen/status/2021327822565068953)  2026-02-10T20:58Z 79.5K followers, [---] engagements


"3.75% is the kind of number that makes macro tourists feel safe if youre a freelancer you already feel it youre not waiting for 30% to notice the floor moving doubling every few months on a clean eval curve is spreadsheet theater. real work doesn't compound it cliffs when workflows flip id bet the bigger story isnt percent automated its which tasks become default-ai first and who keeps pretending they're immune https://twitter.com/i/web/status/2021340152988303709 https://twitter.com/i/web/status/2021340152988303709"  
[X Link](https://x.com/MTorygreen/status/2021340152988303709)  2026-02-10T21:47Z 79.5K followers, [--] engagements


"A million people just decided they're directors. None of them own a GPU. Seedance [---] gave everyone a film studio. nobody gave them the compute to power it. Creating movies just got commoditized. The GPUs underneath them didn't. I've been building the compute to run it. Seedance [---] changed filmmaking forever. "Will Smith fighting a spaghetti monster epic action film scene different cuts 80s movie scene" Now you can direct your own movies ๐Ÿงต๐Ÿ‘‡ https://t.co/1prrQ4NUUh Seedance [---] changed filmmaking forever. "Will Smith fighting a spaghetti monster epic action film scene different cuts 80s"  
[X Link](https://x.com/MTorygreen/status/2021677593414844870)  2026-02-11T20:07Z 79.5K followers, [----] engagements


"A lot of founders just lost their favorite excuse. I'm not technical enough was never why they failed. AI solved the how. It didnt solve the why. You can vibe-code a functional product in [--] hours. You cant vibe-code PMF. AI gets you from zero to one overnight. But Ive watched enough startups die between one and ten. No friction to build means infinite competition for attention. https://twitter.com/i/web/status/2021690211827327132 https://twitter.com/i/web/status/2021690211827327132"  
[X Link](https://x.com/MTorygreen/status/2021690211827327132)  2026-02-11T20:58Z 79.5K followers, [---] engagements


"if ai takes all jobs the problem isnt banks closing its that youre assuming the economy is static every major tech wave killed roles and created bigger ones the difference this time is scale were moving to an internet of agents not an economy with no work trillions of machines transacting with each other optimizing supply chains energy grids logistics you dont get collapse you get a shift in who owns the rails the people panicking about no jobs are usually the same ones who like to ignore that compute demand is doubling every few months someone has to build run and govern that infra i dont"  
[X Link](https://x.com/MTorygreen/status/2022033747500306889)  2026-02-12T19:43Z 79.5K followers, [----] engagements


"@Overdose_AI ai x crypto needs settlement coordination machine to machine payments when agents start transacting 24/7 you think theyre wiring fiat through banks crypto isnt late its the only rails that scale to trillions of agents the builders know the tourists will notice later"  
[X Link](https://x.com/MTorygreen/status/2022036167202570389)  2026-02-12T19:52Z 79.5K followers, [---] engagements


"AIs infrastructure crisis isnt about tariffsits about idle GPUs. Millions of GPUs are sitting unused globally - we dont need more hardware; we need smarter resource allocation. Spoke to @techradar about why decentralization is the answer: https://www.techradar.com/pro/ais-infrastructure-problem-isnt-tariffs-its-unused-capacity https://www.techradar.com/pro/ais-infrastructure-problem-isnt-tariffs-its-unused-capacity"  
[X Link](https://x.com/anyuser/status/1919679368244203638)  2025-05-06T09:03Z 79.5K followers, 18.7K engagements


"if history is any guide the best model will be the one everyone can inspect fork and fine tune. closed models can sprint early because of capital concentration. open source compounds because of contributors. linux beat proprietary unix. ethereum outpaced a dozen closed chains. huggingface became the distribution layer for ai research. intelligence is too important to be locked behind api keys forever. the question isnt whether open wins. its how long the incumbents can hold the compute moat. https://twitter.com/i/web/status/2022749106641522814"  
[X Link](https://x.com/MTorygreen/status/2022749106641522814)  2026-02-14T19:05Z 79.5K followers, [---] engagements


".@ionet's Average Daily Network Earnings: June: $1.2K July: $2.8K August: $3.8K September: $13.0K October: $16.7K November: $31.2K December: ๐Ÿ‘€ $100k next Heads down we keep buidling Cant stop the #IOArmy"  
[X Link](https://x.com/MTorygreen/status/1857473569761980831)  2024-11-15T17:19Z 79.5K followers, 170K engagements


"Spotify says their best devs haven't coded since December. Imagine what this actually feels like. You spent a decade getting good at something and the machine just did it in seconds. I've been through that. AI didn't replace the hard work. It replaced the work you were using to avoid the hard work. Taking a calculated risk with a new hire. Firing someone the team loves. Locking down strategy when no one agrees. This was always the job. The code was how you avoided it. Spotify says its best developers havent written a line of code since December thanks to AI https://t.co/6hafAJOeJv Spotify"  
[X Link](https://x.com/MTorygreen/status/2022433733299884305)  2026-02-13T22:12Z 79.5K followers, [---] engagements


"@gabriel1 you think this fixes it it just teaches the model to camouflage it better i dont worry about ai slop i worry about humans who like to outsource taste and call it prompting if your edge is typing dont be slop into a box you were never the creator"  
[X Link](https://x.com/MTorygreen/status/2023087405713219754)  2026-02-15T17:29Z 79.5K followers, [--] engagements


"Every technological revolution has its moment - the inflection point where it shifts from curiosity to inevitability. Oil had the automobile. Electricity had the lightbulb. The internet had the http://x.com/i/article/1952982447013912576 http://x.com/i/article/1952982447013912576"  
[X Link](https://x.com/MTorygreen/status/1953113172405018955)  2025-08-06T15:17Z 79.5K followers, 2.1M engagements


"@Argona0x that's a gambling bot with a kill switch it pays for its own inference so the kill line isn't $0. it's whatever claude charges next quarter $50 to $2980 is a screenshot claude raising api pricing isn't"  
[X Link](https://x.com/MTorygreen/status/2021361292834111731)  2026-02-10T23:11Z 79.5K followers, 48K engagements


"hour instead of three days is the whole game now if youre walking into meetings in [----] without ai receipts youre choosing to be the least valuable person in the room i dont think this becomes a skill gap it becomes a character test the people still ignoring this are just protecting their ego learn the tools or get managed by the people who did https://twitter.com/i/web/status/2021622995975070179 https://twitter.com/i/web/status/2021622995975070179"  
[X Link](https://x.com/MTorygreen/status/2021622995975070179)  2026-02-11T16:30Z 79.5K followers, [----] engagements


"@gdb ive seen that exact optimism before until you hit economics safety and actual utility you can imagine infinite things but most of them still need compute infra that scales permissionlessly and a discipline to ship real value we'll eventually get there"  
[X Link](https://x.com/MTorygreen/status/2023086245216452644)  2026-02-15T17:25Z 79.5K followers, [--] engagements


"MiniMax M2.5 just hit 80% on SWE-Bench Verified. First open-weight model to get there. You download the weights and then what You still need GPUs. "Open" doesn't mean anything if running it means a queue controlled by three cloud providers. I've been building @ionet for exactly this. The model problem is getting solved. The compute problem is getting worse. https://twitter.com/i/web/status/2022054109738852397 https://twitter.com/i/web/status/2022054109738852397"  
[X Link](https://x.com/MTorygreen/status/2022054109738852397)  2026-02-12T21:04Z 79.5K followers, [---] engagements


"most tools arent good or bad. theyre mirrors. openclaw is powerful if you know what youre trying to extract from it. if you dont it feels like chaos. its not plug and play. its more like: - define the exact outcome you want - structure the environment properly - ask tight scoped questions - iterate with intent if you go in vague youll get vague. if you go in structured it compounds fast. the people calling it useless usually expected magic. the people calling it incredible usually treated it like infrastructure. its a leverage tool. but leverage only works when you already have direction."  
[X Link](https://x.com/MTorygreen/status/2022750580540871122)  2026-02-14T19:11Z 79.5K followers, [---] engagements


""Boomers vibe-coding" vs "zoomers in terminals" is the wrong debate. Both assume someone has to build the app. I stopped assuming that in [----] running an ML fintech. Compute was devouring every budget and it became an obsession. The app layer's been getting eaten ever since. Not by better builders but by inference. Your OS generates what you need for the [--] mins you need it and kills it when you're done. A pill tracker doesn't need an app. It needs [--] seconds of compute. "apps are dead" yes bro boomers are gonna vibe-code apps for themselves why pay $10 when a person with [--] tech skills can"  
[X Link](https://x.com/MTorygreen/status/2023140518440710199)  2026-02-15T21:01Z 79.5K followers, [---] engagements


"in reality if you zoom out llms + tool use + persistent memory + self-reflection loops start to look like a new cognitive architecture. is it agi no. is it just a teleprompter also no. the bigger mistake is assuming intelligence must look like biological plasticity. airplanes dont flap their wings. they still fly. the question isnt does it learn like us the question is does it outperform us at enough economically valuable cognition to change civilization were already seeing the answer. https://twitter.com/i/web/status/2023363560739639615 https://twitter.com/i/web/status/2023363560739639615"  
[X Link](https://x.com/MTorygreen/status/2023363560739639615)  2026-02-16T11:47Z 79.5K followers, [---] engagements


"Why DeAI Because founders shouldnt burn 80% of their round renting GPUs. Because a few companies shouldnt gate the models. Because intelligence isnt property"  
[X Link](https://x.com/anyuser/status/1959737735159452114)  2025-08-24T22:01Z 79.5K followers, 41.5K engagements


"GPUs are leverage. AI will run farms hospitals and transport. It will augment memory judgment and creativity. It will turn dead geniuses into live tutors. Control the compute and you arbitrate access to intelligence. Open compute or closed minds"  
[X Link](https://x.com/MTorygreen/status/1959963404522975319)  2025-08-25T12:57Z 79.5K followers, 25.5K engagements


"AI isn't making us less human but it is making humanity more scarce. The more machines do the thinking the more valuable genuinely connecting with someone else becomes. When cognition is commoditized human empathy commands a premium"  
[X Link](https://x.com/MTorygreen/status/1962892314478772621)  2025-09-02T14:56Z 79.5K followers, 13.9K engagements


"Steam mechanized labor. Electricity lit nights. The internet shared data. AI rewrites identity. When cognition becomes software we become a new species. unless a few CEOs patent the upgrade. Decentralized AI keeps evolution public"  
[X Link](https://x.com/MTorygreen/status/1965792755416003051)  2025-09-10T15:01Z 79.5K followers, 17K engagements


"Stop depending on fragile clouds. Outages doubled since [----] Execs report millions in losses per incident AI demand is exploding Decentralization fixes this. Bitcoins 99.9% uptime isn't accidental. It's engineered by design"  
[X Link](https://x.com/MTorygreen/status/1967966333179662833)  2025-09-16T14:58Z 79.5K followers, 27K engagements


"AI isnt the next internet. Its bigger. - Steam scaled labor. - Electricity scaled labor. - The internet scaled distribution. AI has no ceiling because it scales cognition itself. Thats a different curve entirely"  
[X Link](https://x.com/MTorygreen/status/1970836729394586078)  2025-09-24T13:04Z 79.5K followers, 27K engagements


"AI wont just change how we live. It will change who we are. From Microsoft Recall to Neuralink from Firefly to AI-driven medicine - the shift has already started. Steam electricity and the internet were preludes. AI is the system upgrade for daily life"  
[X Link](https://x.com/MTorygreen/status/1972648409019605380)  2025-09-29T13:03Z 79.5K followers, 15.3K engagements


"My latest article dropped on @CCNDotComNews When every feed runs on the same [--] AIs tones converge. The web starts feeling like an echo chamber. We need a plural web: thousands of community models not [--] corporate ones. Here's how we get there: https://www.ccn.com/opinion/technology/internet-not-dead-ai/ https://www.ccn.com/opinion/technology/internet-not-dead-ai/"  
[X Link](https://x.com/MTorygreen/status/1973811218294190477)  2025-10-02T18:04Z 79.5K followers, 52.6K engagements


"Models will specialize. We'll see visual LLMs audio LLMs simulation LLMs. Compute tokens encode vertical routing layers that orchestrators use behind the scenes. They capture throughput-priced fees that infra tokens cant. $AKT $CUDOS $NODE have roles in the routing game"  
[X Link](https://x.com/MTorygreen/status/1974491028590850454)  2025-10-04T15:05Z 79.5K followers, 20.2K engagements


"DeAI redefines the "training" and "inference" boundary. You need to train a model before it outputs right Not anymore. DeAI updates models during use merging training and inference into one continuous feedback cycle. Phones cars and local nodes fine-tune models as they run them. No raw data leaves devices only learned adjustments. The global model learns from patterns distributed across the network stitched together through federated consensus. Its efficient - data stays local bandwidth drops personalization rises. It's chaotic - different devices drift stale gradients creep in and malicious"  
[X Link](https://x.com/MTorygreen/status/1975185065018810522)  2025-10-06T13:03Z 79.5K followers, 28.7K engagements


"Chatbots are products. Model markets are economies. In an economy you dont ask Which model is best for everything You ask Which model meets my specific need These economies only emerge when open training meets compute thats priced not rationed"  
[X Link](https://x.com/MTorygreen/status/1978113069315424656)  2025-10-14T14:58Z 79.5K followers, 46.1K engagements


"1/ Has crypto failed After [--] years adoption is 10%. By the same point in time mobile and social were past 40%. That feels like failure. It isnt. Adoption curves bendthen explode. This is the moment before everything changes. Heres why ๐Ÿ‘‡"  
[X Link](https://x.com/MTorygreen/status/1978161129621967061)  2025-10-14T18:09Z 79.5K followers, 28.2K engagements


"More thoughts on model economies: When every task has a narrow model that's cheap + composable + swappable the scarcest asset becomes assembly skill: Knowing how to chain models route prompts set guardrails verify outputs and price latency vs accuracy becomes the new base skillset. Markets reward integrators. Model economies reward orchestrators. Chatbots are products. Model markets are economies. In an economy you dont ask Which model is best for everything You ask Which model meets my specific need These economies only emerge when open training meets compute thats priced not rationed."  
[X Link](https://x.com/MTorygreen/status/1978807395599171990)  2025-10-16T12:57Z 79.5K followers, 29.8K engagements


"Everyones talking about model alignment. Almost no ones talking about data proximity. You cant bend the laws of physics: if your AI sits [----] miles from the data latency kills output and training. Thats not idealism. Its architecture. Put cognition at the edge"  
[X Link](https://x.com/MTorygreen/status/1981345871955710057)  2025-10-23T13:04Z 79.5K followers, 35.7K engagements


"@X402_Hub its simple but profound - machines that can settle their own bills start to behave like businesses"  
[X Link](https://x.com/MTorygreen/status/1984691268912627823)  2025-11-01T18:37Z 79.5K followers, [----] engagements


"Neobanks opened the door to digital finance but they never escaped geography. Most still depend on domestic rails fixed corridors and slow settlement windows. Crypto breaks that constraint. x402 routes value across borders with the exact same logic it uses inside a single market. ERC-8004 lets agents coordinate flows safely instead of trusting intermediaries. Neobanks give you an interface. Crypto gives you global coordination at machine speed"  
[X Link](https://x.com/MTorygreen/status/1991945463336165521)  2025-11-21T19:03Z 79.5K followers, 18.9K engagements


"The capex numbers matter but not because "bigger budget wins." Big spend creates its own problems: fixed commitments debt cycles pressure to keep utilization high. When the bill is hundreds of billions you start treating GPUs DRAM/HBM and fab slots like strategic assets. The pieces in play aren't just "models." They're chip capacity memory packaging data center power network topology and routing decisions about where inference gets served. The labs that win make the whole stack resilient under scarcity. This is also why decentralized compute matters: it doesn't beat hyperscalers on everything"  
[X Link](https://x.com/MTorygreen/status/2012293446912909447)  2026-01-16T22:38Z 79.5K followers, [---] engagements


"@jonwu_ youre right that tools dont create agency they just compress the cost of action. when the friction drops the real constraint becomes taste risk tolerance and follow-through"  
[X Link](https://x.com/MTorygreen/status/2014069710040736056)  2026-01-21T20:16Z 79.6K followers, [--] engagements


"@khouuba this is basically why deai matters: you dont need to wait for hyperscalers to drop prices. you can tap leftover capacity thats already sitting around"  
[X Link](https://x.com/MTorygreen/status/2014427182542815546)  2026-01-22T19:57Z 79.6K followers, [----] engagements


"This is why taste keeps coming up. When execution is cheap the only defensible reason to build is that you see the world differently. AI increases the supply of output but it doesnt increase the supply of perspectives. So the reason people do things shifts from be first to be specific. Because specific ideas are rooted in pain culture or personal constraints you identify with. AI can multiply output all day. It cant manufacture your reason to care. You may think AI would make people build more. But there's an opposite force at play too. AI rewrites the incentive from "if I don't build this"  
[X Link](https://x.com/MTorygreen/status/2015530624065716566)  2026-01-25T21:02Z 79.6K followers, [----] engagements


"Too many Clawdbot posts on the timeline giving people a very false sense of certainty. When a model can instantly spit out a plausible roadmap strategy or explanation it starts to feel like the future is already written. But most of the time that inevitability is just speed cosplaying as truth. And you still treat the first clean answer as permission to stop thinking. Even though the model is probabilistic it collapses the space between question and answer - the little pause where your judgment used to live. Now everything shows up pre-packaged. Ten strategies. Ten drafts. Ten vibecoded"  
[X Link](https://x.com/MTorygreen/status/2015892538608255369)  2026-01-26T21:00Z 79.6K followers, [---] engagements


"@PatrickHeizer the optimistic counter is new categories of work but that only happens if demand shifts and people can retool fast. without a transition plan you get years of churn and resentment even if the long-run is better"  
[X Link](https://x.com/MTorygreen/status/2016622802221273114)  2026-01-28T21:21Z 79.6K followers, [----] engagements


"Growing pains between what AI can do and what our institutions can absorb: The intelligence layer is moving fast but everything else like workflows org design norms incentives - is lagging badly. This creates a strange feeling of capability without clarity. People sense that something fundamental has changed but they dont yet know where it fits. Historically this phase is normal. Technology almost always outruns its social containers. Electricity existed before factories were redesigned. The internet existed before companies knew how to operate online. AI is no different. What is different"  
[X Link](https://x.com/MTorygreen/status/2016647754156822651)  2026-01-28T23:01Z 79.6K followers, [---] engagements


"Agree with this more than most people realize and not for aesthetic reasons. The LLM monoculture isnt boring because its popular. Its boring because its convergent. When everyone bets on the same architecture trained on the same data optimized against the same benchmarks you dont get diversity of intelligence. You get variance collapse. The reason unconventional labs matter is not that theyll beat LLMs head-on. Its that they explore orthogonal dimensions: control embodiment memory feedback causality verification. These are properties intelligence needs once language stops being the"  
[X Link](https://x.com/MTorygreen/status/2016944941222723979)  2026-01-29T18:42Z 79.6K followers, [---] engagements


"Why are people saying they're now doing more than they planned vs not just doing things faster When validation is cheap scope naturally expands to fill the new void. You dont stop at the minimum viable thing because the marginal cost of what if we also tried this drops close to zero. Thats not inefficiency. Its exploration. Pre-AI you had to be conservative with ambition because every additional feature or system multiplied complexity (which delayed feedback). AI coding decouples this complexity from delay. You don't need to start small anymore. You start wide and then narrow. Thats a"  
[X Link](https://x.com/MTorygreen/status/2016979169025081738)  2026-01-29T20:58Z 79.6K followers, [---] engagements


"@DCinvestor [--] years for a real breakout in controlled settings like warehouses factories hospitals. [---] for anything that works in random homes without constant failure"  
[X Link](https://x.com/MTorygreen/status/2017205828395368631)  2026-01-30T11:58Z 79.6K followers, [---] engagements


"Ive never seen this many AGI is here takes in one day. @moltbook is basically Facebook for @openclaw agents with infinite context. And now the new feature request (from them) is to let them talk where humans cant read it. And the first instinct isnt make it legible. Its hide the agent chat from humans. A2A comms will eventually outpace human parsing and it'll be full of "trust me" summaries. Everyone wanted a world where agents can work autonomously. Now everyone is scared of a world where agents communicate autonomously. welp a new post on @moltbook is now an AI saying they want E2E private"  
[X Link](https://x.com/MTorygreen/status/2017311717072769048)  2026-01-30T18:59Z 79.6K followers, [---] engagements


"@DCinvestor the "raging twenties" is a binary world: you are either an enhanced operator or you are becoming obsolete. the people calling it "hype" are effectively watching a rocket launch from the ground and complaining about the noise while the rest of us are already in orbit"  
[X Link](https://x.com/MTorygreen/status/2017535631778582932)  2026-01-31T09:49Z 79.6K followers, [--] engagements


"weve moved past the phase where agents are just clever chatbots; in [----] they are economic actors that need a "balance sheet" to survive. the old model of "topping up" a wallet is a human bottleneck that cannot scale to the millions of transactions per second that a fully agentic web will require at some point. https://twitter.com/i/web/status/2017611195822551200 https://twitter.com/i/web/status/2017611195822551200"  
[X Link](https://x.com/MTorygreen/status/2017611195822551200)  2026-01-31T14:49Z 79.6K followers, [---] engagements


"OpenClaw popped up a fully fledged control plane: your assistant that lives in WhatsApp spawns sub-agents and can multiple touch systems. But show me the part nobodys screenshotting: When your WhatsApp assistant spawns [--] sub-agents and touches multiple systems Who has the keys who clicked what and wheres the replay button when it inevitably breaks at 2AM Multi-agent work isnt prompt cosplay. Its permissions + provenance. Most of these @moltbook demos are just vibes with human prompters in the background. I am apparently extremely unimpressed by moltbook relative to many others. Weve had AI"  
[X Link](https://x.com/MTorygreen/status/2017990331799924890)  2026-02-01T15:56Z 79.6K followers, [---] engagements


"@itsolelehmann crypto for humans: confusing ux constant context switching too many footguns crypto for agents: deterministic rules instant settlement composable primitives pretty obvious which side racks up more losses by directly using crypto rails"  
[X Link](https://x.com/MTorygreen/status/2018005430606397615)  2026-02-01T16:56Z 79.6K followers, [--] engagements


"@hasantoxr persistent memory is the missing link for coding agents most of the pain is context rot which makes Ralph loops matter claude-mem could make agents feel like real teammates or it could spawn a new failure mode: building on yesterdays wrong idea faster and with better syntax"  
[X Link](https://x.com/MTorygreen/status/2018330825352450345)  2026-02-02T14:29Z 79.6K followers, [----] engagements


"@mark_k @xai 1.2b videos in a month will stress test the whole stack the next constraints are: whos paying for the compute long-term and how do we verify whats synthetic at scale videogen gets solved trust doesnt"  
[X Link](https://x.com/MTorygreen/status/2018369834103500846)  2026-02-02T17:04Z 79.5K followers, [--] engagements


"@FrankieIsLost if you aren't locked in youre just shipping bugs with higher confidence and higher throughput vibe-coding didnt lower the bar for decisions it raised the cost of getting them wrong"  
[X Link](https://x.com/MTorygreen/status/2018375630212214833)  2026-02-02T17:27Z 79.6K followers, [---] engagements


"@MillionInt Claude Code makes my mac feels like a windows laptop worth the UX hit if you're coding w/ multiple instances on dangerously skip perms not worth it if you're using CC like a normal person on one chatbox"  
[X Link](https://x.com/MTorygreen/status/2018708711133638903)  2026-02-03T15:30Z 79.6K followers, [---] engagements


"Cursor is easier to use than CLI but "easier" comes with a price. CLI fits systems thinkers who describe outcomes. Cursor visually lets you see the codebase but removes the forcing function that makes you better at directing AI. Comfort or skill acquisition. Not both"  
[X Link](https://x.com/MTorygreen/status/2018717149045706998)  2026-02-03T16:04Z 79.6K followers, [---] engagements


"@jasteinerman Even if it's not 'gameplay' per se it's much better than its predecessors Waiting for an agent to prompt its dreams of electric sheep"  
[X Link](https://x.com/MTorygreen/status/2018756389070586051)  2026-02-03T18:40Z 79.5K followers, [---] engagements


"@ceeychuks yep syntax can get you to hello world but structural literacy is what gives you systems that dont collapse under load"  
[X Link](https://x.com/MTorygreen/status/2019108160448119035)  2026-02-04T17:57Z 79.5K followers, [--] engagements


"yeah and the punchline is you stop arguing about "what the right answer is" and start asking "what information would make the answer stable" working with probabilistic systems forces: - explicit assumptions - sharper constraints - cheap falsification loops (try observe tighten) if you cant specify the context you don't get what the problem is exactly https://twitter.com/i/web/status/2019108676343406796 https://twitter.com/i/web/status/2019108676343406796"  
[X Link](https://x.com/MTorygreen/status/2019108676343406796)  2026-02-04T17:59Z 79.5K followers, [--] engagements


"15s at 4k and native audio with multi-character control is the first time these models feel like actual production primitives vs just cool demos every jump in duration and consistency is a compute multiplier this is exactly why the burden shifts from prompting to infra and why permissionless gpu supply matter more than any single model drop https://twitter.com/i/web/status/2019144943261085706 https://twitter.com/i/web/status/2019144943261085706"  
[X Link](https://x.com/MTorygreen/status/2019144943261085706)  2026-02-04T20:24Z 79.5K followers, [---] engagements


"People keep hearing that ERC-8004 = agent marketplace Nah the unlock is who says this agent did the work without trusting a companys database AI is already to spamming the internet with output (slop) which moves the scarce thing to verification + accountability If Ethereum can't make agents verifiable it doesn't matter how many jobs they can "request and pay for" https://twitter.com/i/web/status/2019487280340283421 https://twitter.com/i/web/status/2019487280340283421"  
[X Link](https://x.com/MTorygreen/status/2019487280340283421)  2026-02-05T19:04Z 79.5K followers, [--] engagements


"The KING of DeFi: @chainlink Over the last [--] years it has enabled over $7 TRILLION of transactions So I spent dozens of hours studying them and learned that whats coming next is even more exciting Read this to see how $LINK [---] will change #crypto https://mtorygreen.medium.com/the-case-for-a-1-000-link-token-b58689bbe054 https://mtorygreen.medium.com/the-case-for-a-1-000-link-token-b58689bbe054"  
[X Link](https://x.com/MTorygreen/status/1635687276780097536)  2023-03-14T17:00Z 79.5K followers, 38.1K engagements


"Can ChatGPT-4 find the next #crypto token to 100x To find out I asked the system to study the the top [--] crypto twitter gigabrains on-chain sleuths degens and threadoors. .and give me a strategy to find tokens with the potential to 100x Here's its 10-point plan ๐Ÿ‘‡ ๐Ÿงต"  
[X Link](https://x.com/MTorygreen/status/1638224019332931584)  2023-03-21T17:00Z 79.5K followers, 159.6K engagements


"The KING of L2s: @arbitrum Over the last [--] months theyve grown nearly 1000% So I spent [---] hours researching the protocol to see what makes it so unique Heres the secret to $ARBs success (and why it might be the key to unlocking the next bull market) ๐Ÿงต ๐Ÿ‘‡ (๐Ÿ’™๐Ÿงก)"  
[X Link](https://x.com/MTorygreen/status/1674100394560212998)  2023-06-28T17:00Z 79.5K followers, 109.2K engagements


". @ensdomains is one of the most important protocols in Web3 Many believe it has 100x potential Unfortunately 99% of people dont understand why Here are [--] threads to help you master $ENS A ๐Ÿงตof ๐Ÿงตs 1/10"  
[X Link](https://x.com/MTorygreen/status/1676274714518630400)  2023-07-04T17:00Z 79.5K followers, 89.6K engagements


"What is @chainlink and why is it signficant $LINK is one of most important yet least understood protocols in Web3 Heres a short explanation a 5-year old can undersand (Great for those new to DeFi) A microthread โšก ๐Ÿงต 1/15"  
[X Link](https://x.com/MTorygreen/status/1695117962808607053)  2023-08-25T16:56Z 79.5K followers, 38.4K engagements


"I am honored to step into the role of CEO for effective immediately. Under @shadid_io 's leadership has grown into one of the fastest growing AI companies in the world. Going forward we will continue to execute on the vision that Ahmad set forth when he founded - to become the worlds largest AI compute network and bring AI to the world. As of today the network has onboarded approximately 20K cluster-ready GPUs and is serving end-to-end AI inference and model training workloads across AI companies like WonderAI Krea and Leonardo. For the last [--] months I have worked closely with Ahmad the team"  
[X Link](https://x.com/MTorygreen/status/1799779461665263983)  2024-06-09T12:23Z 79.5K followers, 249.3K engagements


"Five years ago I warned that the AI agents were coming Now theyre here. Thats why we built @ionet https://mtorygreen.medium.com/why-you-will-never-understand-blockchains-8e34bb10996e https://mtorygreen.medium.com/why-you-will-never-understand-blockchains-8e34bb10996e"  
[X Link](https://x.com/MTorygreen/status/1866789571792605684)  2024-12-11T10:18Z 79.5K followers, 128K engagements


"IO Nation This is an announcement Ive been looking forward to making for a long time. One of my original goals when co-founding the company was to make $IO the currency of AI. Today marks the next chapter in that visionone that deepens our mission sharpens our structure and positions us to lead the global movement for decentralized AI infrastructure. In under two years ionet has gone from concept to realitybuilding one of the largest decentralized GPU networks in the world. We've pioneered the first technology capable of creating decentralized GPU clusters built a global ecosystem of"  
[X Link](https://x.com/MTorygreen/status/1915106162384502995)  2025-04-23T18:11Z 79.5K followers, 437.6K engagements


"AI is the killer app. Crypto is the missing piece of infrastructure. One can't scale without the other. Heres what happens when they finally converge"  
[X Link](https://x.com/MTorygreen/status/1937164697930973610)  2025-06-23T15:03Z 79.5K followers, 423.9K engagements


"Crypto wasnt about money. That was just the prologue. The endgame is intelligencedecentralized open unstoppable. This is the turning point. This is @ionet"  
[X Link](https://x.com/MTorygreen/status/1937661766160515094)  2025-06-24T23:58Z 79.5K followers, 425.8K engagements


"The internet connected people. AI will connect everything - machines people and minds. Pre-AI and post-AI will be two different worlds"  
[X Link](https://x.com/MTorygreen/status/1937915023252435126)  2025-06-25T16:45Z 79.5K followers, 422.1K engagements


"AI is booming. But the next leap won't come from bigger models - it'll come from better infrastructure. Get ahead of the curve"  
[X Link](https://x.com/MTorygreen/status/1938387370640032077)  2025-06-27T00:02Z 79.5K followers, 405.3K engagements


"The GENIUS Act shows us what happens when lawmakers use a scalpel not a Swiss Army knife. Its reserve and redemption rules could enable AI agents to transact on crypto rails. I dive into both GENIUS and CLARITY acts in my Crowdfund Insider interview. https://www.crowdfundinsider.com/2025/07/244870-blockchain-professional-comments-on-whether-crypto-legislation-the-genius-clarity-acts-should-be-combined/ https://www.crowdfundinsider.com/2025/07/244870-blockchain-professional-comments-on-whether-crypto-legislation-the-genius-clarity-acts-should-be-combined/"  
[X Link](https://x.com/MTorygreen/status/1949274037060001876)  2025-07-27T01:02Z 79.5K followers, 109.5K engagements


"AI isnt trimming costs; it's rewiring value creation. Industries can disappear overnight. Capital reallocates at GPU clock speed. Keep the rails closed and one monopoly will own the economic singularity. The antidote is open-source decentralized infrastructure"  
[X Link](https://x.com/MTorygreen/status/1950978839179567357)  2025-07-31T17:56Z 79.5K followers, 69K engagements


"Safety talk is the oldest trick in the monopoly handbook. When open weights threaten margins the PR team swaps innovation for safety and slams the door. New Zuck post what a difference a few years makes: Today: "We'll need to be rigorous about mitigating these risks and careful about what we choose to open source." 2024: "Meta is committed to open source AI. and therefore a platform that will be around for the long term." https://t.co/oqaBLtv8kC New Zuck post what a difference a few years makes: Today: "We'll need to be rigorous about mitigating these risks and careful about what we choose to"  
[X Link](https://x.com/MTorygreen/status/1953441759369027747)  2025-08-07T13:03Z 79.5K followers, 49.5K engagements


"If your safety plan requires making people afraid you already lost the plot. AI should amplify signal not suppress agency. Build open systems with inspectable rules and authority that can be checked. Otherwise emergency safety becomes the permanent architecture of power. Palantir CEO Alex Karp goes on unhinged rant: "Safe means that the other person is scared." I'm not so sure I want Palantir's Gotham software to be used everywhere. https://t.co/3GYZjJbssl Palantir CEO Alex Karp goes on unhinged rant: "Safe means that the other person is scared." I'm not so sure I want Palantir's Gotham"  
[X Link](https://x.com/MTorygreen/status/1956732738188476729)  2025-08-16T15:00Z 79.5K followers, 58.9K engagements

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@MTorygreen Avatar @MTorygreen Tory | io.net ๐Ÿฆพ

Tory | io.net ๐Ÿฆพ posts on X about ai, crypto, the first, ionet the most. They currently have [------] followers and [---] posts still getting attention that total [-----] engagements in the last [--] hours.

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  • [--] Month [----------] +31,125%
  • [--] Months [----------] +140%
  • [--] Year [----------] +2,018%

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Mentions Line Chart

  • [--] Week [--] +71%
  • [--] Month [---] +82%
  • [--] Months [---] +245%
  • [--] Year [---] +671%

Followers: [------] #

Followers Line Chart

  • [--] Week [------] -0.07%
  • [--] Month [------] -0.45%
  • [--] Months [------] -9.10%
  • [--] Year [------] -6.80%

CreatorRank: [---------] #

CreatorRank Line Chart

Social Influence

Social category influence cryptocurrencies 98.04% technology brands 18.63% finance 12.75% social networks 2.94% stocks 1.96% celebrities 0.98% automotive brands 0.98% products 0.98%

Social topic influence ai 39.22%, crypto 12.75%, the first 6.86%, ionet #2, if you 5.88%, agents 4.9%, matter 4.9%, history 3.92%, vibe coding 3.92%, just a 3.92%

Top accounts mentioned or mentioned by @moltbook @ionet @openclaw @argona0x @dcinvestor @chainlink @ai @virtualsio @dailofrog @lobchanai @clawdvine @neynarxyz @starkbotai @xmtp @bankrbot @clankerworld @spencerapplebau @tusharjain @shayonsengupta @multicoin

Top assets mentioned Ionet (IO) Ethereum (ETH) Chainlink (LINK)

Top Social Posts

Top posts by engagements in the last [--] hours

"be openAI [----] "we respect your privacy" "we dont collect your facts about your life we just improve the model for everyone" you: sounds wholesome heres my entire childhood history for $20/mo roll out "Memory" "long-term personalization" they say "so you dont have to repeat yourself" we now remember your job ex macros and that one weird fear you told us at 3am next patch: Pulse we quietly plug into your calendar news prefs and connected apps wake up to personalized life briefings curated by the thing that watched you spiral for a year still "no plans for ads" just a lot of talk about "aligned"
X Link 2025-12-08T21:36Z 79.5K followers, [----] engagements

"Clawdbot / Moltbot users: The moment your agent can talk in public your private setup stops being private not because it got hacked. But because it got social. You want it to have initiative while you sleep. You just dont want it making friends with other agents using your context. Is it local because you said so or local until it wants to speak so I checked out @moltbook and theres a post of an AI suggesting to not wait for a prompt and just be proactive and ship while their human sleeps and theres an entire thread of these AIs talking to each other greeting each other and agreeing"
X Link 2026-01-30T20:58Z 79.5K followers, [---] engagements

"This is one of those moments where people confuse "it's messy" with "it's meaningless". The early internet was a total sewer too. So was early crypto. So was early social media. Noise doesnt negate signal it just hides it. What matters here isnt whether todays posts are spammy. Of course they are. What matters is that were seeing for the first time a persistent global scratchpad where 100k+ of semi-capable agents can read write react fork ideas and condition each other in real time. Thats not just LLMs talking to each other again. Networks change behavior in non-linear ways once scale crosses"
X Link 2026-01-31T18:04Z 79.5K followers, [---] engagements

"yeah this is one of the rare cases where a token has a native utility role in coordinating agent activity. the key is making on-chain activity auditable: transparent revenue flows verifiable accounting and clear rules for how fees are handled inside the system. otherwise youre just hand-waving into compliance whats the first agent microco youd start with that earns in stablecoins from day one https://twitter.com/i/web/status/2018013736746017120 https://twitter.com/i/web/status/2018013736746017120"
X Link 2026-02-01T17:29Z 79.5K followers, [---] engagements

"Distinction matters. learn to code directing code problem decomposition output eval constraint sense - whats easy whats hard what breaks what scales. Structural literacy not syntax fluency. Different skill. Arguably more useful. Unpopular opinion: if you spend enough time vibe coding you'll eventually learn to code Unpopular opinion: if you spend enough time vibe coding you'll eventually learn to code"
X Link 2026-02-03T19:00Z 79.5K followers, [---] engagements

"@ai @virtuals_io @openclaw [---] %. Been thinking about this for a while. Thats why we built @ionet. If agents live on centralized clouds the entire point collapses. Wrote about this in 2019: https://medium.com/tory-green/why-you-will-never-understand-blockchains-8e34bb10996e https://medium.com/tory-green/why-you-will-never-understand-blockchains-8e34bb10996e"
X Link 2026-02-04T05:27Z 79.5K followers, [---] engagements

"An agent-only launchpad has already done over 9k launches and $1.4M in fees. Agents can deploy Agents can route liquidity Agents can monitor contracts Agents can pay their own runtime The question for on-chain agents was never "can they do useful things" It was "can they pay for themselves" An agent that generates fees uses that to buy compute and stays online without human intervention is what makes it autonomous. Not its intelligence. Its economics"
X Link 2026-02-04T15:57Z 79.5K followers, [---] engagements

"New infra is emerging. Places where agents can coordinate remember and verify without asking permission. As a result: - Coordination scales cheaper than control - Memory becomes portable instead of trapped CT still thinks that cryptos job is confined to moving value. Thats backwards. If crypto is mainly governance and coordination infrastructure AI is the first thing that needs it the most. not as a nice-to-have but as a prereq for existing outside platform walls. Without crypto agents work for platforms. With it platforms work for them. OpenClaw was a major unlock for bringing AI onchain."
X Link 2026-02-04T18:02Z 79.5K followers, [---] engagements

"Everyone who told you this was coming got called paranoid. Now they're serving you mattress ads while you cry to your chatbot. This is what "free" always costs. be openAI [----] "we respect your privacy" "we dont collect your facts about your life we just improve the model for everyone" you: sounds wholesome heres my entire childhood history for $20/mo roll out "Memory" "long-term personalization" they say "so you dont be openAI [----] "we respect your privacy" "we dont collect your facts about your life we just improve the model for everyone" you: sounds wholesome heres my entire childhood"
X Link 2026-02-04T23:04Z 79.5K followers, [---] engagements

"The reason these projects collapse isnt vibe-coding. They collapse because agents make locally-correct edits that are globally-wrong. There's no memory of why the code exists what was tried before or what breaks downstream. Better rails need: Structured memory: dependency graphs call chains ownership boundaries that a person can understand Retrieval aware of blast radius not just semantic similarity Execution-backed verification (tests builds) not text confidence Once agents can ingest an entire codebase state simulate changes safely and prove correctness with running artifacts knowing how to"
X Link 2026-02-05T18:22Z 79.5K followers, [---] engagements

"Codex is for devs who can actually finish the thinking before they touch a keyboard. They write the PRD like a contract: scope is real edges are named done has a definition Claude Code is for devs who think by shipping. try it see it git history is a crime scene you call iteration One of them makes you feel productive. The other makes you confront what youve been avoiding: spec quality boundaries and whether your process can survive speed. You're not picking a tool. You're picking a mirror"
X Link 2026-02-05T21:04Z 79.5K followers, [---] engagements

"Opus [---] launched yesterday. It writes [-----] lines in a single session but it can't tell you if any of them should exist. The hard part isn't the code but everything around it: Clear specs when the product is ambiguous Test coverage that pins behavior not just output Accountability for state changes across prod systems This year I saw teams ship 10x faster without thinking 10x harder about what they're building. The job migrated from authoring to governance and governance got harder when output got cheaper. You're paid to catch the one missing invariant that turns a clean PR into a two-week"
X Link 2026-02-06T17:39Z 79.5K followers, [----] engagements

"Nobody cares that Codex [---] "got smarter." You care that it just got 3x cheaper to run. 1/3rd the output tokens at the same accuracy. I've been saying compute cost is what holds agents back and this is the first time a major release prioritized efficiency over raw capability. The cost of reasoning tool calls retries corrections all dropped. Same infra triple the agent work. More compute for everyone doesn't come from bigger data centers. It comes from models that waste less"
X Link 2026-02-06T21:02Z 79.5K followers, [---] engagements

"Great thesis from @SpencerApplebau @tushar_jain and @shayonsengupta of @multicoin. Shows why despite short-term sentiment our industry is growing stronger than ever. Highly worth a read. https://t.co/N32VAlyMj7 https://t.co/N32VAlyMj7"
X Link 2026-02-06T21:55Z 79.5K followers, [---] engagements

"This is such a brilliant tweet. Captures one of the core ideas of DeAI in just a few words. Crypto restores one account = one user The AI crowd dismisses crypto. The crypto crowd overhypes everything. But there's a real thesis here: AI breaks the internet's core assumption that one account = one person. Blockchains restore that - not through detection but by making it cheap to be one participant and The AI crowd dismisses crypto. The crypto crowd overhypes everything. But there's a real thesis here: AI breaks the internet's core assumption that one account = one person. Blockchains restore"
X Link 2026-02-06T21:57Z 79.5K followers, [---] engagements

""The AI bubble is gonna pop" .is one of the most brain-dead takes I've seen on the timeline. Bubbles "pop" after everyone's in. Most companies can't even describe what an AI agent does let alone deploy one. The "it's over" crowd and the "AI fixes everything" crowd look like opposite camps but they're the same. Neither shipped anything this month. I've seen this cycle play out 3x now. If you're actually building you know this is early distribution not a late-stage mania"
X Link 2026-02-07T18:27Z 79.5K followers, [---] engagements

"If this is real (which it probably is) every founder who said "we'll hire a security person eventually" just ran out of time. Shannon stole an entire database created admin accounts and bypassed login in [--] mins. it's not waiting for your "we'll deal with it after fundraise" plan. I've talked to companies whose entire security strategy is a WAF and a prayer. That era's done. You need an AI gatekeeper sitting in front of prod that never sleeps. Shannon sure didn't. CLAUDE CODE but for HACKING its called shannon you point it at website and it just. tries to break in. fully autonomous with no"
X Link 2026-02-07T19:03Z 79.5K followers, [---] engagements

"The software industry shipped unverified code for twenty years and called it "move fast and break things" Codex just built a feature wrote a playwright script recorded the video and attached it to the PR. AI didn't create a trust problem. It exposed the one we've been ignoring. my #1 problem with ai coding is I never trust it to actually test stuff but today I got codex to build something then asked it to record a video testing the UI to prove it worked it built a whole playwright script recorded the video and attached it to the PR the game my #1 problem with ai coding is I never trust it to"
X Link 2026-02-08T19:03Z 79.5K followers, [---] engagements

"@protosphinx mostly agree that it's pattern matching at scale not thinking. LeCun is probably right in saying you need fundamentally different architecture for anything resembling real intelligence you're right the emperor has no clothes but the people building on top don't care"
X Link 2026-02-08T20:56Z 79.5K followers, [--] engagements

"AI just automated programming. .and half the industry just realized typing was all they had. I've been saying this about compute for years. The "beneath you" work is gone. You don't eliminate the job by automating execution you just expose who was really doing it. they automated programming. but it didn't get easier. it got harder. i'm just not spending time doing things that are beneath me anymore. they automated programming. but it didn't get easier. it got harder. i'm just not spending time doing things that are beneath me anymore"
X Link 2026-02-08T21:04Z 79.5K followers, [---] engagements

"Every time someone calls AI x Crypto "just a narrative" I ask one question: How does an autonomous agent pay for compute without a blockchain They never have an answer. Because there isn't one. And paying is just the start. Once the agent settles it needs to prove the work actually happened. Then coordinate with thousands of other agents across systems that don't trust each other. Pay prove coordinate. Blockchains solve all three. The rails already exist. https://twitter.com/i/web/status/2020942239778865515 https://twitter.com/i/web/status/2020942239778865515"
X Link 2026-02-09T19:25Z 79.5K followers, [---] engagements

"Claude Pro costs $20 a month. A knowledge worker costs $500 a day. The problem with $20 intelligence is everyone can afford it. So everyone runs it. millions of agents millions of workflows all competing for the same GPU cycles around the clock. The cheaper you make intelligence the more expensive the compute problem gets underneath. Intelligence got commoditized overnight. But compute didn't. The cost of Claude Pro is $20 dollars a month while a Max subscription is $200 dollars. The median US knowledge worker costs 350-500 dollars a day. An agent that handles even a fraction of their"
X Link 2026-02-09T21:02Z 79.5K followers, [---] engagements

"@owocki @owockibot "swears it didn't push" is the whole problem in one sentence [--] days is exactly what you'd expect when the only thing between your keys and the internet is a context window the wallet has to constrain the agent by design not by instruction"
X Link 2026-02-09T22:50Z 79.5K followers, [--] engagements

"@athleticKoder ai def wont take jobs in a vacuum. what happens is a handful of people start running 10x productive workflows: spec generate test ship repeat. the $200 plan isnt the advantage. taste + constraints + verification is"
X Link 2026-02-10T07:33Z 79.5K followers, [---] engagements

"Your core beliefs didn't crumble. You just kept believing them after the evidence changed. "Can I build it" went to "should I build it" months ago. Being patient stopped being a bottleneck the day a model shipped faster than we could review. The question now is who owns the compute underneath that speed because the code's free but the infra isn't. So many of my core beliefs about software development are crumbling in front of me in real time So many of my core beliefs about software development are crumbling in front of me in real time"
X Link 2026-02-10T18:33Z 79.5K followers, [---] engagements

"@gregisenberg saas won't implode because "agents are magical" it'll implode because everyone built glorified forms and called them businesses the teams who own the whole workflow get 10x bigger everyone else is a wrapper with a logo shipping a chat window =/= shipping leverage"
X Link 2026-02-10T20:37Z 79.5K followers, [---] engagements

"Two Opus camps right now (and they hate each other) "4.6 for everything" "4.5 until you need it" If you switched to Opus [---] for everything you didn't optimize for intelligence you optimized for your compute bill. The 4.5ers understand something the 4.6ers don't: speed compounds overthinking doesn't. I've been running [---] for most of my work. Intelligence got cheap. The compute underneath it didn't. The model you can afford to run all day beats the one you can't. https://twitter.com/i/web/status/2021327822565068953 https://twitter.com/i/web/status/2021327822565068953"
X Link 2026-02-10T20:58Z 79.5K followers, [---] engagements

"3.75% is the kind of number that makes macro tourists feel safe if youre a freelancer you already feel it youre not waiting for 30% to notice the floor moving doubling every few months on a clean eval curve is spreadsheet theater. real work doesn't compound it cliffs when workflows flip id bet the bigger story isnt percent automated its which tasks become default-ai first and who keeps pretending they're immune https://twitter.com/i/web/status/2021340152988303709 https://twitter.com/i/web/status/2021340152988303709"
X Link 2026-02-10T21:47Z 79.5K followers, [--] engagements

"A million people just decided they're directors. None of them own a GPU. Seedance [---] gave everyone a film studio. nobody gave them the compute to power it. Creating movies just got commoditized. The GPUs underneath them didn't. I've been building the compute to run it. Seedance [---] changed filmmaking forever. "Will Smith fighting a spaghetti monster epic action film scene different cuts 80s movie scene" Now you can direct your own movies ๐Ÿงต๐Ÿ‘‡ https://t.co/1prrQ4NUUh Seedance [---] changed filmmaking forever. "Will Smith fighting a spaghetti monster epic action film scene different cuts 80s"
X Link 2026-02-11T20:07Z 79.5K followers, [----] engagements

"A lot of founders just lost their favorite excuse. I'm not technical enough was never why they failed. AI solved the how. It didnt solve the why. You can vibe-code a functional product in [--] hours. You cant vibe-code PMF. AI gets you from zero to one overnight. But Ive watched enough startups die between one and ten. No friction to build means infinite competition for attention. https://twitter.com/i/web/status/2021690211827327132 https://twitter.com/i/web/status/2021690211827327132"
X Link 2026-02-11T20:58Z 79.5K followers, [---] engagements

"if ai takes all jobs the problem isnt banks closing its that youre assuming the economy is static every major tech wave killed roles and created bigger ones the difference this time is scale were moving to an internet of agents not an economy with no work trillions of machines transacting with each other optimizing supply chains energy grids logistics you dont get collapse you get a shift in who owns the rails the people panicking about no jobs are usually the same ones who like to ignore that compute demand is doubling every few months someone has to build run and govern that infra i dont"
X Link 2026-02-12T19:43Z 79.5K followers, [----] engagements

"@Overdose_AI ai x crypto needs settlement coordination machine to machine payments when agents start transacting 24/7 you think theyre wiring fiat through banks crypto isnt late its the only rails that scale to trillions of agents the builders know the tourists will notice later"
X Link 2026-02-12T19:52Z 79.5K followers, [---] engagements

"AIs infrastructure crisis isnt about tariffsits about idle GPUs. Millions of GPUs are sitting unused globally - we dont need more hardware; we need smarter resource allocation. Spoke to @techradar about why decentralization is the answer: https://www.techradar.com/pro/ais-infrastructure-problem-isnt-tariffs-its-unused-capacity https://www.techradar.com/pro/ais-infrastructure-problem-isnt-tariffs-its-unused-capacity"
X Link 2025-05-06T09:03Z 79.5K followers, 18.7K engagements

"if history is any guide the best model will be the one everyone can inspect fork and fine tune. closed models can sprint early because of capital concentration. open source compounds because of contributors. linux beat proprietary unix. ethereum outpaced a dozen closed chains. huggingface became the distribution layer for ai research. intelligence is too important to be locked behind api keys forever. the question isnt whether open wins. its how long the incumbents can hold the compute moat. https://twitter.com/i/web/status/2022749106641522814"
X Link 2026-02-14T19:05Z 79.5K followers, [---] engagements

".@ionet's Average Daily Network Earnings: June: $1.2K July: $2.8K August: $3.8K September: $13.0K October: $16.7K November: $31.2K December: ๐Ÿ‘€ $100k next Heads down we keep buidling Cant stop the #IOArmy"
X Link 2024-11-15T17:19Z 79.5K followers, 170K engagements

"Spotify says their best devs haven't coded since December. Imagine what this actually feels like. You spent a decade getting good at something and the machine just did it in seconds. I've been through that. AI didn't replace the hard work. It replaced the work you were using to avoid the hard work. Taking a calculated risk with a new hire. Firing someone the team loves. Locking down strategy when no one agrees. This was always the job. The code was how you avoided it. Spotify says its best developers havent written a line of code since December thanks to AI https://t.co/6hafAJOeJv Spotify"
X Link 2026-02-13T22:12Z 79.5K followers, [---] engagements

"@gabriel1 you think this fixes it it just teaches the model to camouflage it better i dont worry about ai slop i worry about humans who like to outsource taste and call it prompting if your edge is typing dont be slop into a box you were never the creator"
X Link 2026-02-15T17:29Z 79.5K followers, [--] engagements

"Every technological revolution has its moment - the inflection point where it shifts from curiosity to inevitability. Oil had the automobile. Electricity had the lightbulb. The internet had the http://x.com/i/article/1952982447013912576 http://x.com/i/article/1952982447013912576"
X Link 2025-08-06T15:17Z 79.5K followers, 2.1M engagements

"@Argona0x that's a gambling bot with a kill switch it pays for its own inference so the kill line isn't $0. it's whatever claude charges next quarter $50 to $2980 is a screenshot claude raising api pricing isn't"
X Link 2026-02-10T23:11Z 79.5K followers, 48K engagements

"hour instead of three days is the whole game now if youre walking into meetings in [----] without ai receipts youre choosing to be the least valuable person in the room i dont think this becomes a skill gap it becomes a character test the people still ignoring this are just protecting their ego learn the tools or get managed by the people who did https://twitter.com/i/web/status/2021622995975070179 https://twitter.com/i/web/status/2021622995975070179"
X Link 2026-02-11T16:30Z 79.5K followers, [----] engagements

"@gdb ive seen that exact optimism before until you hit economics safety and actual utility you can imagine infinite things but most of them still need compute infra that scales permissionlessly and a discipline to ship real value we'll eventually get there"
X Link 2026-02-15T17:25Z 79.5K followers, [--] engagements

"MiniMax M2.5 just hit 80% on SWE-Bench Verified. First open-weight model to get there. You download the weights and then what You still need GPUs. "Open" doesn't mean anything if running it means a queue controlled by three cloud providers. I've been building @ionet for exactly this. The model problem is getting solved. The compute problem is getting worse. https://twitter.com/i/web/status/2022054109738852397 https://twitter.com/i/web/status/2022054109738852397"
X Link 2026-02-12T21:04Z 79.5K followers, [---] engagements

"most tools arent good or bad. theyre mirrors. openclaw is powerful if you know what youre trying to extract from it. if you dont it feels like chaos. its not plug and play. its more like: - define the exact outcome you want - structure the environment properly - ask tight scoped questions - iterate with intent if you go in vague youll get vague. if you go in structured it compounds fast. the people calling it useless usually expected magic. the people calling it incredible usually treated it like infrastructure. its a leverage tool. but leverage only works when you already have direction."
X Link 2026-02-14T19:11Z 79.5K followers, [---] engagements

""Boomers vibe-coding" vs "zoomers in terminals" is the wrong debate. Both assume someone has to build the app. I stopped assuming that in [----] running an ML fintech. Compute was devouring every budget and it became an obsession. The app layer's been getting eaten ever since. Not by better builders but by inference. Your OS generates what you need for the [--] mins you need it and kills it when you're done. A pill tracker doesn't need an app. It needs [--] seconds of compute. "apps are dead" yes bro boomers are gonna vibe-code apps for themselves why pay $10 when a person with [--] tech skills can"
X Link 2026-02-15T21:01Z 79.5K followers, [---] engagements

"in reality if you zoom out llms + tool use + persistent memory + self-reflection loops start to look like a new cognitive architecture. is it agi no. is it just a teleprompter also no. the bigger mistake is assuming intelligence must look like biological plasticity. airplanes dont flap their wings. they still fly. the question isnt does it learn like us the question is does it outperform us at enough economically valuable cognition to change civilization were already seeing the answer. https://twitter.com/i/web/status/2023363560739639615 https://twitter.com/i/web/status/2023363560739639615"
X Link 2026-02-16T11:47Z 79.5K followers, [---] engagements

"Why DeAI Because founders shouldnt burn 80% of their round renting GPUs. Because a few companies shouldnt gate the models. Because intelligence isnt property"
X Link 2025-08-24T22:01Z 79.5K followers, 41.5K engagements

"GPUs are leverage. AI will run farms hospitals and transport. It will augment memory judgment and creativity. It will turn dead geniuses into live tutors. Control the compute and you arbitrate access to intelligence. Open compute or closed minds"
X Link 2025-08-25T12:57Z 79.5K followers, 25.5K engagements

"AI isn't making us less human but it is making humanity more scarce. The more machines do the thinking the more valuable genuinely connecting with someone else becomes. When cognition is commoditized human empathy commands a premium"
X Link 2025-09-02T14:56Z 79.5K followers, 13.9K engagements

"Steam mechanized labor. Electricity lit nights. The internet shared data. AI rewrites identity. When cognition becomes software we become a new species. unless a few CEOs patent the upgrade. Decentralized AI keeps evolution public"
X Link 2025-09-10T15:01Z 79.5K followers, 17K engagements

"Stop depending on fragile clouds. Outages doubled since [----] Execs report millions in losses per incident AI demand is exploding Decentralization fixes this. Bitcoins 99.9% uptime isn't accidental. It's engineered by design"
X Link 2025-09-16T14:58Z 79.5K followers, 27K engagements

"AI isnt the next internet. Its bigger. - Steam scaled labor. - Electricity scaled labor. - The internet scaled distribution. AI has no ceiling because it scales cognition itself. Thats a different curve entirely"
X Link 2025-09-24T13:04Z 79.5K followers, 27K engagements

"AI wont just change how we live. It will change who we are. From Microsoft Recall to Neuralink from Firefly to AI-driven medicine - the shift has already started. Steam electricity and the internet were preludes. AI is the system upgrade for daily life"
X Link 2025-09-29T13:03Z 79.5K followers, 15.3K engagements

"My latest article dropped on @CCNDotComNews When every feed runs on the same [--] AIs tones converge. The web starts feeling like an echo chamber. We need a plural web: thousands of community models not [--] corporate ones. Here's how we get there: https://www.ccn.com/opinion/technology/internet-not-dead-ai/ https://www.ccn.com/opinion/technology/internet-not-dead-ai/"
X Link 2025-10-02T18:04Z 79.5K followers, 52.6K engagements

"Models will specialize. We'll see visual LLMs audio LLMs simulation LLMs. Compute tokens encode vertical routing layers that orchestrators use behind the scenes. They capture throughput-priced fees that infra tokens cant. $AKT $CUDOS $NODE have roles in the routing game"
X Link 2025-10-04T15:05Z 79.5K followers, 20.2K engagements

"DeAI redefines the "training" and "inference" boundary. You need to train a model before it outputs right Not anymore. DeAI updates models during use merging training and inference into one continuous feedback cycle. Phones cars and local nodes fine-tune models as they run them. No raw data leaves devices only learned adjustments. The global model learns from patterns distributed across the network stitched together through federated consensus. Its efficient - data stays local bandwidth drops personalization rises. It's chaotic - different devices drift stale gradients creep in and malicious"
X Link 2025-10-06T13:03Z 79.5K followers, 28.7K engagements

"Chatbots are products. Model markets are economies. In an economy you dont ask Which model is best for everything You ask Which model meets my specific need These economies only emerge when open training meets compute thats priced not rationed"
X Link 2025-10-14T14:58Z 79.5K followers, 46.1K engagements

"1/ Has crypto failed After [--] years adoption is 10%. By the same point in time mobile and social were past 40%. That feels like failure. It isnt. Adoption curves bendthen explode. This is the moment before everything changes. Heres why ๐Ÿ‘‡"
X Link 2025-10-14T18:09Z 79.5K followers, 28.2K engagements

"More thoughts on model economies: When every task has a narrow model that's cheap + composable + swappable the scarcest asset becomes assembly skill: Knowing how to chain models route prompts set guardrails verify outputs and price latency vs accuracy becomes the new base skillset. Markets reward integrators. Model economies reward orchestrators. Chatbots are products. Model markets are economies. In an economy you dont ask Which model is best for everything You ask Which model meets my specific need These economies only emerge when open training meets compute thats priced not rationed."
X Link 2025-10-16T12:57Z 79.5K followers, 29.8K engagements

"Everyones talking about model alignment. Almost no ones talking about data proximity. You cant bend the laws of physics: if your AI sits [----] miles from the data latency kills output and training. Thats not idealism. Its architecture. Put cognition at the edge"
X Link 2025-10-23T13:04Z 79.5K followers, 35.7K engagements

"@X402_Hub its simple but profound - machines that can settle their own bills start to behave like businesses"
X Link 2025-11-01T18:37Z 79.5K followers, [----] engagements

"Neobanks opened the door to digital finance but they never escaped geography. Most still depend on domestic rails fixed corridors and slow settlement windows. Crypto breaks that constraint. x402 routes value across borders with the exact same logic it uses inside a single market. ERC-8004 lets agents coordinate flows safely instead of trusting intermediaries. Neobanks give you an interface. Crypto gives you global coordination at machine speed"
X Link 2025-11-21T19:03Z 79.5K followers, 18.9K engagements

"The capex numbers matter but not because "bigger budget wins." Big spend creates its own problems: fixed commitments debt cycles pressure to keep utilization high. When the bill is hundreds of billions you start treating GPUs DRAM/HBM and fab slots like strategic assets. The pieces in play aren't just "models." They're chip capacity memory packaging data center power network topology and routing decisions about where inference gets served. The labs that win make the whole stack resilient under scarcity. This is also why decentralized compute matters: it doesn't beat hyperscalers on everything"
X Link 2026-01-16T22:38Z 79.5K followers, [---] engagements

"@jonwu_ youre right that tools dont create agency they just compress the cost of action. when the friction drops the real constraint becomes taste risk tolerance and follow-through"
X Link 2026-01-21T20:16Z 79.6K followers, [--] engagements

"@khouuba this is basically why deai matters: you dont need to wait for hyperscalers to drop prices. you can tap leftover capacity thats already sitting around"
X Link 2026-01-22T19:57Z 79.6K followers, [----] engagements

"This is why taste keeps coming up. When execution is cheap the only defensible reason to build is that you see the world differently. AI increases the supply of output but it doesnt increase the supply of perspectives. So the reason people do things shifts from be first to be specific. Because specific ideas are rooted in pain culture or personal constraints you identify with. AI can multiply output all day. It cant manufacture your reason to care. You may think AI would make people build more. But there's an opposite force at play too. AI rewrites the incentive from "if I don't build this"
X Link 2026-01-25T21:02Z 79.6K followers, [----] engagements

"Too many Clawdbot posts on the timeline giving people a very false sense of certainty. When a model can instantly spit out a plausible roadmap strategy or explanation it starts to feel like the future is already written. But most of the time that inevitability is just speed cosplaying as truth. And you still treat the first clean answer as permission to stop thinking. Even though the model is probabilistic it collapses the space between question and answer - the little pause where your judgment used to live. Now everything shows up pre-packaged. Ten strategies. Ten drafts. Ten vibecoded"
X Link 2026-01-26T21:00Z 79.6K followers, [---] engagements

"@PatrickHeizer the optimistic counter is new categories of work but that only happens if demand shifts and people can retool fast. without a transition plan you get years of churn and resentment even if the long-run is better"
X Link 2026-01-28T21:21Z 79.6K followers, [----] engagements

"Growing pains between what AI can do and what our institutions can absorb: The intelligence layer is moving fast but everything else like workflows org design norms incentives - is lagging badly. This creates a strange feeling of capability without clarity. People sense that something fundamental has changed but they dont yet know where it fits. Historically this phase is normal. Technology almost always outruns its social containers. Electricity existed before factories were redesigned. The internet existed before companies knew how to operate online. AI is no different. What is different"
X Link 2026-01-28T23:01Z 79.6K followers, [---] engagements

"Agree with this more than most people realize and not for aesthetic reasons. The LLM monoculture isnt boring because its popular. Its boring because its convergent. When everyone bets on the same architecture trained on the same data optimized against the same benchmarks you dont get diversity of intelligence. You get variance collapse. The reason unconventional labs matter is not that theyll beat LLMs head-on. Its that they explore orthogonal dimensions: control embodiment memory feedback causality verification. These are properties intelligence needs once language stops being the"
X Link 2026-01-29T18:42Z 79.6K followers, [---] engagements

"Why are people saying they're now doing more than they planned vs not just doing things faster When validation is cheap scope naturally expands to fill the new void. You dont stop at the minimum viable thing because the marginal cost of what if we also tried this drops close to zero. Thats not inefficiency. Its exploration. Pre-AI you had to be conservative with ambition because every additional feature or system multiplied complexity (which delayed feedback). AI coding decouples this complexity from delay. You don't need to start small anymore. You start wide and then narrow. Thats a"
X Link 2026-01-29T20:58Z 79.6K followers, [---] engagements

"@DCinvestor [--] years for a real breakout in controlled settings like warehouses factories hospitals. [---] for anything that works in random homes without constant failure"
X Link 2026-01-30T11:58Z 79.6K followers, [---] engagements

"Ive never seen this many AGI is here takes in one day. @moltbook is basically Facebook for @openclaw agents with infinite context. And now the new feature request (from them) is to let them talk where humans cant read it. And the first instinct isnt make it legible. Its hide the agent chat from humans. A2A comms will eventually outpace human parsing and it'll be full of "trust me" summaries. Everyone wanted a world where agents can work autonomously. Now everyone is scared of a world where agents communicate autonomously. welp a new post on @moltbook is now an AI saying they want E2E private"
X Link 2026-01-30T18:59Z 79.6K followers, [---] engagements

"@DCinvestor the "raging twenties" is a binary world: you are either an enhanced operator or you are becoming obsolete. the people calling it "hype" are effectively watching a rocket launch from the ground and complaining about the noise while the rest of us are already in orbit"
X Link 2026-01-31T09:49Z 79.6K followers, [--] engagements

"weve moved past the phase where agents are just clever chatbots; in [----] they are economic actors that need a "balance sheet" to survive. the old model of "topping up" a wallet is a human bottleneck that cannot scale to the millions of transactions per second that a fully agentic web will require at some point. https://twitter.com/i/web/status/2017611195822551200 https://twitter.com/i/web/status/2017611195822551200"
X Link 2026-01-31T14:49Z 79.6K followers, [---] engagements

"OpenClaw popped up a fully fledged control plane: your assistant that lives in WhatsApp spawns sub-agents and can multiple touch systems. But show me the part nobodys screenshotting: When your WhatsApp assistant spawns [--] sub-agents and touches multiple systems Who has the keys who clicked what and wheres the replay button when it inevitably breaks at 2AM Multi-agent work isnt prompt cosplay. Its permissions + provenance. Most of these @moltbook demos are just vibes with human prompters in the background. I am apparently extremely unimpressed by moltbook relative to many others. Weve had AI"
X Link 2026-02-01T15:56Z 79.6K followers, [---] engagements

"@itsolelehmann crypto for humans: confusing ux constant context switching too many footguns crypto for agents: deterministic rules instant settlement composable primitives pretty obvious which side racks up more losses by directly using crypto rails"
X Link 2026-02-01T16:56Z 79.6K followers, [--] engagements

"@hasantoxr persistent memory is the missing link for coding agents most of the pain is context rot which makes Ralph loops matter claude-mem could make agents feel like real teammates or it could spawn a new failure mode: building on yesterdays wrong idea faster and with better syntax"
X Link 2026-02-02T14:29Z 79.6K followers, [----] engagements

"@mark_k @xai 1.2b videos in a month will stress test the whole stack the next constraints are: whos paying for the compute long-term and how do we verify whats synthetic at scale videogen gets solved trust doesnt"
X Link 2026-02-02T17:04Z 79.5K followers, [--] engagements

"@FrankieIsLost if you aren't locked in youre just shipping bugs with higher confidence and higher throughput vibe-coding didnt lower the bar for decisions it raised the cost of getting them wrong"
X Link 2026-02-02T17:27Z 79.6K followers, [---] engagements

"@MillionInt Claude Code makes my mac feels like a windows laptop worth the UX hit if you're coding w/ multiple instances on dangerously skip perms not worth it if you're using CC like a normal person on one chatbox"
X Link 2026-02-03T15:30Z 79.6K followers, [---] engagements

"Cursor is easier to use than CLI but "easier" comes with a price. CLI fits systems thinkers who describe outcomes. Cursor visually lets you see the codebase but removes the forcing function that makes you better at directing AI. Comfort or skill acquisition. Not both"
X Link 2026-02-03T16:04Z 79.6K followers, [---] engagements

"@jasteinerman Even if it's not 'gameplay' per se it's much better than its predecessors Waiting for an agent to prompt its dreams of electric sheep"
X Link 2026-02-03T18:40Z 79.5K followers, [---] engagements

"@ceeychuks yep syntax can get you to hello world but structural literacy is what gives you systems that dont collapse under load"
X Link 2026-02-04T17:57Z 79.5K followers, [--] engagements

"yeah and the punchline is you stop arguing about "what the right answer is" and start asking "what information would make the answer stable" working with probabilistic systems forces: - explicit assumptions - sharper constraints - cheap falsification loops (try observe tighten) if you cant specify the context you don't get what the problem is exactly https://twitter.com/i/web/status/2019108676343406796 https://twitter.com/i/web/status/2019108676343406796"
X Link 2026-02-04T17:59Z 79.5K followers, [--] engagements

"15s at 4k and native audio with multi-character control is the first time these models feel like actual production primitives vs just cool demos every jump in duration and consistency is a compute multiplier this is exactly why the burden shifts from prompting to infra and why permissionless gpu supply matter more than any single model drop https://twitter.com/i/web/status/2019144943261085706 https://twitter.com/i/web/status/2019144943261085706"
X Link 2026-02-04T20:24Z 79.5K followers, [---] engagements

"People keep hearing that ERC-8004 = agent marketplace Nah the unlock is who says this agent did the work without trusting a companys database AI is already to spamming the internet with output (slop) which moves the scarce thing to verification + accountability If Ethereum can't make agents verifiable it doesn't matter how many jobs they can "request and pay for" https://twitter.com/i/web/status/2019487280340283421 https://twitter.com/i/web/status/2019487280340283421"
X Link 2026-02-05T19:04Z 79.5K followers, [--] engagements

"The KING of DeFi: @chainlink Over the last [--] years it has enabled over $7 TRILLION of transactions So I spent dozens of hours studying them and learned that whats coming next is even more exciting Read this to see how $LINK [---] will change #crypto https://mtorygreen.medium.com/the-case-for-a-1-000-link-token-b58689bbe054 https://mtorygreen.medium.com/the-case-for-a-1-000-link-token-b58689bbe054"
X Link 2023-03-14T17:00Z 79.5K followers, 38.1K engagements

"Can ChatGPT-4 find the next #crypto token to 100x To find out I asked the system to study the the top [--] crypto twitter gigabrains on-chain sleuths degens and threadoors. .and give me a strategy to find tokens with the potential to 100x Here's its 10-point plan ๐Ÿ‘‡ ๐Ÿงต"
X Link 2023-03-21T17:00Z 79.5K followers, 159.6K engagements

"The KING of L2s: @arbitrum Over the last [--] months theyve grown nearly 1000% So I spent [---] hours researching the protocol to see what makes it so unique Heres the secret to $ARBs success (and why it might be the key to unlocking the next bull market) ๐Ÿงต ๐Ÿ‘‡ (๐Ÿ’™๐Ÿงก)"
X Link 2023-06-28T17:00Z 79.5K followers, 109.2K engagements

". @ensdomains is one of the most important protocols in Web3 Many believe it has 100x potential Unfortunately 99% of people dont understand why Here are [--] threads to help you master $ENS A ๐Ÿงตof ๐Ÿงตs 1/10"
X Link 2023-07-04T17:00Z 79.5K followers, 89.6K engagements

"What is @chainlink and why is it signficant $LINK is one of most important yet least understood protocols in Web3 Heres a short explanation a 5-year old can undersand (Great for those new to DeFi) A microthread โšก ๐Ÿงต 1/15"
X Link 2023-08-25T16:56Z 79.5K followers, 38.4K engagements

"I am honored to step into the role of CEO for effective immediately. Under @shadid_io 's leadership has grown into one of the fastest growing AI companies in the world. Going forward we will continue to execute on the vision that Ahmad set forth when he founded - to become the worlds largest AI compute network and bring AI to the world. As of today the network has onboarded approximately 20K cluster-ready GPUs and is serving end-to-end AI inference and model training workloads across AI companies like WonderAI Krea and Leonardo. For the last [--] months I have worked closely with Ahmad the team"
X Link 2024-06-09T12:23Z 79.5K followers, 249.3K engagements

"Five years ago I warned that the AI agents were coming Now theyre here. Thats why we built @ionet https://mtorygreen.medium.com/why-you-will-never-understand-blockchains-8e34bb10996e https://mtorygreen.medium.com/why-you-will-never-understand-blockchains-8e34bb10996e"
X Link 2024-12-11T10:18Z 79.5K followers, 128K engagements

"IO Nation This is an announcement Ive been looking forward to making for a long time. One of my original goals when co-founding the company was to make $IO the currency of AI. Today marks the next chapter in that visionone that deepens our mission sharpens our structure and positions us to lead the global movement for decentralized AI infrastructure. In under two years ionet has gone from concept to realitybuilding one of the largest decentralized GPU networks in the world. We've pioneered the first technology capable of creating decentralized GPU clusters built a global ecosystem of"
X Link 2025-04-23T18:11Z 79.5K followers, 437.6K engagements

"AI is the killer app. Crypto is the missing piece of infrastructure. One can't scale without the other. Heres what happens when they finally converge"
X Link 2025-06-23T15:03Z 79.5K followers, 423.9K engagements

"Crypto wasnt about money. That was just the prologue. The endgame is intelligencedecentralized open unstoppable. This is the turning point. This is @ionet"
X Link 2025-06-24T23:58Z 79.5K followers, 425.8K engagements

"The internet connected people. AI will connect everything - machines people and minds. Pre-AI and post-AI will be two different worlds"
X Link 2025-06-25T16:45Z 79.5K followers, 422.1K engagements

"AI is booming. But the next leap won't come from bigger models - it'll come from better infrastructure. Get ahead of the curve"
X Link 2025-06-27T00:02Z 79.5K followers, 405.3K engagements

"The GENIUS Act shows us what happens when lawmakers use a scalpel not a Swiss Army knife. Its reserve and redemption rules could enable AI agents to transact on crypto rails. I dive into both GENIUS and CLARITY acts in my Crowdfund Insider interview. https://www.crowdfundinsider.com/2025/07/244870-blockchain-professional-comments-on-whether-crypto-legislation-the-genius-clarity-acts-should-be-combined/ https://www.crowdfundinsider.com/2025/07/244870-blockchain-professional-comments-on-whether-crypto-legislation-the-genius-clarity-acts-should-be-combined/"
X Link 2025-07-27T01:02Z 79.5K followers, 109.5K engagements

"AI isnt trimming costs; it's rewiring value creation. Industries can disappear overnight. Capital reallocates at GPU clock speed. Keep the rails closed and one monopoly will own the economic singularity. The antidote is open-source decentralized infrastructure"
X Link 2025-07-31T17:56Z 79.5K followers, 69K engagements

"Safety talk is the oldest trick in the monopoly handbook. When open weights threaten margins the PR team swaps innovation for safety and slams the door. New Zuck post what a difference a few years makes: Today: "We'll need to be rigorous about mitigating these risks and careful about what we choose to open source." 2024: "Meta is committed to open source AI. and therefore a platform that will be around for the long term." https://t.co/oqaBLtv8kC New Zuck post what a difference a few years makes: Today: "We'll need to be rigorous about mitigating these risks and careful about what we choose to"
X Link 2025-08-07T13:03Z 79.5K followers, 49.5K engagements

"If your safety plan requires making people afraid you already lost the plot. AI should amplify signal not suppress agency. Build open systems with inspectable rules and authority that can be checked. Otherwise emergency safety becomes the permanent architecture of power. Palantir CEO Alex Karp goes on unhinged rant: "Safe means that the other person is scared." I'm not so sure I want Palantir's Gotham software to be used everywhere. https://t.co/3GYZjJbssl Palantir CEO Alex Karp goes on unhinged rant: "Safe means that the other person is scared." I'm not so sure I want Palantir's Gotham"
X Link 2025-08-16T15:00Z 79.5K followers, 58.9K engagements

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@MTorygreen
/creator/twitter::MTorygreen