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🚨 AI reliability just took a massive leap forward. A new research paper shows that AI doesn’t need to be perfect to be trustworthy — it needs structure. Instead of relying on a single AI model (or weak self-verification), researchers built an “AI office”: 👉 50+ specialized agents 👉 planners, executors, critics, auditors 👉 each with veto power 👉 errors die before users ever see them 📊 Tested across 522 real production sessions, this multi-agent system: • Cut error rates from 75% → 7.9% • Achieved 92.1% reliability • Automatically caught 87.8% of failures via layered critique • Outperformed single-agent and self-review systems by a wide margin The key insight? Reliability comes from orchestration, not intelligence alone. Just like real organizations, AI works best when rivals check each other. This architecture could redefine how AI is deployed in finance, healthcare, law, and other high-stakes domains — where “almost correct” is still dangerous. 🔍 The future of AI isn’t one smart model. It’s a well-run organization of imperfect ones. 📄 Based on the paper “If You Want Coherence, Orchestrate a Team of Rivals” #ArtificialIntelligence #AIResearch #MultiAgentSystems #AgenticAI #TrustworthyAI
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🚨 AI reliability just took a massive leap forward. A new research paper shows that AI doesn’t need to be perfect to be trustworthy — it needs structure. Instead of relying on a single AI model (or weak self-verification), researchers built an “AI office”: 👉 50+ specialized agents 👉 planners, executors, critics, auditors 👉 each with veto power 👉 errors die before users ever see them 📊 Tested across 522 real production sessions, this multi-agent system: • Cut error rates from 75% → 7.9% • Achieved 92.1% reliability • Automatically caught 87.8% of failures via layered critique • Outperformed single-agent and self-review systems by a wide margin The key insight? Reliability comes from orchestration, not intelligence alone. Just like real organizations, AI works best when rivals check each other. This architecture could redefine how AI is deployed in finance, healthcare, law, and other high-stakes domains — where “almost correct” is still dangerous. 🔍 The future of AI isn’t one smart model. It’s a well-run organization of imperfect ones. 📄 Based on the paper “If You Want Coherence, Orchestrate a Team of Rivals” #ArtificialIntelligence #AIResearch #MultiAgentSystems #AgenticAI #TrustworthyAI

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Feb 01
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The BIGGEST NEW Write-Offs In 2026 Under The Big Beautiful Bill #taxs...
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The BIGGEST NEW Write-Offs In 2026 Under The Big Beautiful Bill #taxs...

The new tax rules have introduced write-offs that will save people tens of thousands of dollars...

Feb 01 10:49
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The framework to develop a signature series #contentmarketingstrategy #brandmarketing #growthmarketing
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The framework to develop a signature series #contentmarketingstrategy #brandmarketing #growthmarketing

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Feb 01
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TikTok video #7601271292116995341
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TikTok video #7601271292116995341

If you're a homeowner and you're not taking advantage of this tax rule you're literally missing...

Feb 01 1:07
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Elevate Your Morning ☕️ Say goodbye to unnecessary complexity. The Meraki Espresso Machine seamlessly integrates a grinder, scale, and dual boilers in one sleek design. Why discerning coffee connoisseurs are switching: ⚖️ Built-In Dual Scales: Precision dosing by weight for the perfect shot. 🔥 Dual Boiler System: Uninterrupted brewing and steaming for ultimate control. 🎯 Masterful Control: Temperature and yield precision at your fingertips. Experience perfection with every cup. Order Now.
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Elevate Your Morning ☕️ Say goodbye to unnecessary complexity. The Meraki Espresso Machine seamlessly integrates a grinder, scale, and dual boilers in one sleek design. Why discerning coffee connoisseurs are switching: ⚖️ Built-In Dual Scales: Precision dosing by weight for the perfect shot. 🔥 Dual Boiler System: Uninterrupted brewing and steaming for ultimate control. 🎯 Masterful Control: Temperature and yield precision at your fingertips. Experience perfection with every cup. Order Now.

Everyone asks what the Meraki actually replaces, so let's break it down

Jan 30
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CANVA HACK: Add text behind a photo to make your designs ⚡️magnetic ⚡️   Sometimes the smallest design tweaks make the biggest impact. It’s the difference between “I threw this together with a premade template” and “my brand actually looks like I have it together.”   Inside Baseline, we turn tips like this into step-by-step how-tos on brand design strategy, so you’re not guessing your way through building your business; you’re creating a brand that finally reflects how good you are at what you do.   PS: If @Canva hacks like this make your life easier, just wait until you unlock the full vault inside Baseline. Comment BASELINE to join the waitlist and get first access when it drops!   #canvatips #canvahack #graphicdesigntips
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CANVA HACK: Add text behind a photo to make your designs ⚡️magnetic ⚡️   Sometimes the smallest design tweaks make the biggest impact. It’s the difference between “I threw this together with a premade template” and “my brand actually looks like I have it together.”   Inside Baseline, we turn tips like this into step-by-step how-tos on brand design strategy, so you’re not guessing your way through building your business; you’re creating a brand that finally reflects how good you are at what you do.   PS: If @Canva hacks like this make your life easier, just wait until you unlock the full vault inside Baseline. Comment BASELINE to join the waitlist and get first access when it drops!   #canvatips #canvahack #graphicdesigntips

I run like a ring, I run like a ring, I run like a diamond ring, I run like a finger, I run like...

Jan 29 0:13
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Comment “code” to get the source code. NOTE: it does not include my nodes/workflows — it’s the platform to create your own. #ai #code #creative
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Comment “code” to get the source code. NOTE: it does not include my nodes/workflows — it’s the platform to create your own. #ai #code #creative

I vibe coded an entire life operating system in just a few weeks

Jan 29 0:47
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Untitled Video
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Untitled Video

Let me show you how to take data from a website and use it for your own purposes

Jan 29
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Want to improve your storytelling? 👇🏾 Start shooting multiple angles of one scene while doing a specific task or action. You don't need multiple cameras, just one. Pay attention to any objects in the frame, and keep them in the same place for continuity. When you edit the video, cut on 'action' as this makes the shot feel seamless. If you haven't grabbed my Simple Shot List Guide yet, comment "guide", and I'll send it over to you! #cinematic #cameraangles #videography #filmmaking #solocreator
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Want to improve your storytelling? 👇🏾 Start shooting multiple angles of one scene while doing a specific task or action. You don't need multiple cameras, just one. Pay attention to any objects in the frame, and keep them in the same place for continuity. When you edit the video, cut on 'action' as this makes the shot feel seamless. If you haven't grabbed my Simple Shot List Guide yet, comment "guide", and I'll send it over to you! #cinematic #cameraangles #videography #filmmaking #solocreator

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Jan 29 0:12
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Untitled Video
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probably the best chadgpt hack i've seen in the past two years

Jan 29
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You probably think because of the beard that I'm really hairy, but, uh, I'm not

Jan 29
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DeepSeek just dropped OCR2 Instead of processing images the standard way they built something called Visual Causal Flow that mimics how humans read documents It handles dynamic resolution so it can chew through PDFs fasttheyre claiming parity with their first OCR model but with better accuracy Works with both vLLM for production speed and regular Transformers Supports everything from clean Markdown conversion to layoutfree OCR when documents are messy github opensource
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DeepSeek just dropped OCR2 Instead of processing images the standard way they built something called Visual Causal Flow that mimics how humans read documents It handles dynamic resolution so it can chew through PDFs fasttheyre claiming parity with their first OCR model but with better accuracy Works with both vLLM for production speed and regular Transformers Supports everything from clean Markdown conversion to layoutfree OCR when documents are messy github opensource

DeepSeq just dropped OCR too

Jan 28 0:26
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Untitled Video
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When you leave here, go on GitHub and just search API key

Jan 28
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There’s a sacred law in dev culture: If it compiles and doesn’t explode, it ships. Tests? Green Logic? Questionable Output? Unexpected But who cares, Jenkins says it’s all good Now enter AI, minding its business, writing tests like it was told But then it dares to read the logic And guess what? It finds things… disturbing The human freaks out “Why did you touch code that was working fine?” (Translation: I don’t understand it, but it hasn’t caught fire yet) And just when the AI questions this mythical concept of “legacy stability,” comes the ultimate clapback “You don’t even write real code. You just steal it.” And the AI, stone cold, answers “Can you do it differently?” Touché Because let’s be honest That brilliant snippet you’re so proud of? Yeah… Stack Overflow, 2016 Or Copilot Or ChatGPT Or that one repo you cloned and swore you’d rewrite (you didn’t) We’re all just remixing each other’s bugs and hoping no one notices The AI isn’t stealing It’s just doing what every dev’s been doing since Git was invented Copying code with confidence Credits: @developertimeline #developerslife #aicode #programminghumor #devsarcasm #legacycode #techsatire #codersofinstagram #softwareengineering #aiintheloop #debuggingreality #codeculture #stackoverflowmemes #copilotmoments #testingisnotenough #funnydev #codingtruths #programmerlife #githublogic #techhumor #buildwithai
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There’s a sacred law in dev culture: If it compiles and doesn’t explode, it ships. Tests? Green Logic? Questionable Output? Unexpected But who cares, Jenkins says it’s all good Now enter AI, minding its business, writing tests like it was told But then it dares to read the logic And guess what? It finds things… disturbing The human freaks out “Why did you touch code that was working fine?” (Translation: I don’t understand it, but it hasn’t caught fire yet) And just when the AI questions this mythical concept of “legacy stability,” comes the ultimate clapback “You don’t even write real code. You just steal it.” And the AI, stone cold, answers “Can you do it differently?” Touché Because let’s be honest That brilliant snippet you’re so proud of? Yeah… Stack Overflow, 2016 Or Copilot Or ChatGPT Or that one repo you cloned and swore you’d rewrite (you didn’t) We’re all just remixing each other’s bugs and hoping no one notices The AI isn’t stealing It’s just doing what every dev’s been doing since Git was invented Copying code with confidence Credits: @developertimeline #developerslife #aicode #programminghumor #devsarcasm #legacycode #techsatire #codersofinstagram #softwareengineering #aiintheloop #debuggingreality #codeculture #stackoverflowmemes #copilotmoments #testingisnotenough #funnydev #codingtruths #programmerlife #githublogic #techhumor #buildwithai

I asked you to write tests only

Jan 28 0:39
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Video by tourqualitygolf
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Video by tourqualitygolf

Yeah. Go, go, go!

Jan 27 0:13
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Comment “Video” This is the closest to AGI I’ve ever seen. #clawdbot #claudecowork
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Comment “Video” This is the closest to AGI I’ve ever seen. #clawdbot #claudecowork

This is CloudBot and it makes cloud co-work look elementary

Jan 26
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A win is a win ✨ #gymhumor #gymmemes
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A win is a win ✨ #gymhumor #gymmemes

Thank you for watching

Jan 26
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Always start with one cup of cottage cheese Follow @its.me.crushit for memes #gym #gymmotivation #gymmeme #gymmemes
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Always start with one cup of cottage cheese Follow @its.me.crushit for memes #gym #gymmotivation #gymmeme #gymmemes

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Jan 26 0:08
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There is genuinely no beverage on earth that transforms my entire nervous system faster than that first post-work sip of red wine. The moment it hits my lips, my shoulders drop three inches, my internal monologue switches from chaos to jazz, and suddenly I’m delivering a dramatic power ballad to an audience of no one in particular. It’s not even just drinking wine at that point — it’s a full cinematic scene. I’m swirling, I’m exhaling, I’m nodding thoughtfully like I’m critiquing a Bordeaux flight in 1997. Half a glass in and I’m already pairing it with a snack I didn’t know I owned and whispering “this is so good” to absolutely no one. By the second sip I have completely forgotten that I spent eight hours sending emails, pretending to understand spreadsheets, or arguing with software that refuses to load. That glass hits my bloodstream and I go from corporate goblin to French countryside poet in under 20 seconds. Honestly — that first after-work pour is my Roman Empire.
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There is genuinely no beverage on earth that transforms my entire nervous system faster than that first post-work sip of red wine. The moment it hits my lips, my shoulders drop three inches, my internal monologue switches from chaos to jazz, and suddenly I’m delivering a dramatic power ballad to an audience of no one in particular. It’s not even just drinking wine at that point — it’s a full cinematic scene. I’m swirling, I’m exhaling, I’m nodding thoughtfully like I’m critiquing a Bordeaux flight in 1997. Half a glass in and I’m already pairing it with a snack I didn’t know I owned and whispering “this is so good” to absolutely no one. By the second sip I have completely forgotten that I spent eight hours sending emails, pretending to understand spreadsheets, or arguing with software that refuses to load. That glass hits my bloodstream and I go from corporate goblin to French countryside poet in under 20 seconds. Honestly — that first after-work pour is my Roman Empire.

poti volare e spara.

Jan 26 0:12
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Meet the Cottesloe Pod ✨ Premium Bluetooth speakers, 43” Samsung TV, beer fridge, LED lighting (remote-controlled) and a fully waterproof stainless steel framework. Close it up when not in use and keep everything protected from sun and extreme rain 💰Price: $33,500 includes all appliances, delivery to site, crane hire and installation by our team. “Conditions Apply” We have a full range of pods with many features and sizes at different prices to suit everyone’s budget Come and check our range of pods out in our showroom in, Wangara, Perth, Western Australia. DM us for more details #PerthHomes #PerthLifestyle #PerthOutdoorLiving PerthBackyards PerthBuilders PerthHomeDesign PerthRenovations PerthEntertaining WAHomes WesternAustraliaHomes
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Meet the Cottesloe Pod ✨ Premium Bluetooth speakers, 43” Samsung TV, beer fridge, LED lighting (remote-controlled) and a fully waterproof stainless steel framework. Close it up when not in use and keep everything protected from sun and extreme rain 💰Price: $33,500 includes all appliances, delivery to site, crane hire and installation by our team. “Conditions Apply” We have a full range of pods with many features and sizes at different prices to suit everyone’s budget Come and check our range of pods out in our showroom in, Wangara, Perth, Western Australia. DM us for more details #PerthHomes #PerthLifestyle #PerthOutdoorLiving PerthBackyards PerthBuilders PerthHomeDesign PerthRenovations PerthEntertaining WAHomes WesternAustraliaHomes

Release your inhibitions Feel the rain on your skin No one else can feel it for you Only you can...

Jan 25
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