kaspero

~1.5 months in: 800+ likes on a single post, multiple hitting 300-500+. It learned that "old tech vs new tech" hooks outperform everything else. On Threads, my self-learning AI Agent. Still experimenting. Fully open source - ⭐ would mean a lot: github.com/kgarbacinski/A…

@Rajath_DB thx! 1. the algorithm for self learning takes 3 params into account: novelty, engagement (likes) / reposts and how viralable (based on hackernews) it is; then the algorithm does the balancing and come up with three most promising posts 2. HITL only for the final approval

This is really cool — the self-learning aspect is what most people skip. Curious about your architecture: 1. How are you handling the "learn from history" feedback loop? Storing embeddings of high-performers? 2. HITL for final approval or also for training signal? Would love to see a thread on the system design.

I’ve built with Langraph an autonomous and self-learning exosystem of AI Agents that are able to seek virals, learn from history and publish posts on Threads via Human In The Loop approach. Anybody wants to use it and leave a star? 🚀 github.com/kgarbacinski/A…

THIS IS WHAT'S KEEPING ME UP AT NIGHT: 1. AI will kill the concept of a 9–5 for millions. MANY get laid off, become freelancers, shift to portfolios of agent-assisted work. 2. livestreaming explodes 100×. it becomes the only way to prove you are real and not AI. Twitch will look like one of the greatest acquisitions of all time. 3. the creator economy is graduating into the founder economy. audiences are mobilizing into companies, funds, and franchises. MrBeast was just the prototype! 4. we’re entering the app recombination era. the biggest startups of 2026 will be built by remixing three or four existing AI tools into new vertical workflows. 5. agents will start talking to other agents, and you won’t be in the loop. every “human in the middle” job becomes an API call between two models. 6. AI is collapsing the value chain. agencies, recruiters, consultants, and project managers disappear while micro-operators running ten-agent stacks take their place. 7. distribution goes agentic. every AI company will run a thousand influencer agents testing titles, thumbnails, and CTAs nonstop. ad spend becomes a living organism. i hope you like testing. 8. personalization flips commerce. the same product sells for fifty prices through fifty custom funnels, each built by AI for that buyer. price discovery becomes dynamic. this is prob better for business owners and worse for consumers :( . 9. data privacy becomes the new luxury. entire brands form around “human-only,” “no-model,” or “offline verified.” authenticity becomes a trillion-dollar aesthetic. 10. creators will own AI studios instead of channels. one prompt becomes a short, an app, a brand, a product line. the boundary between content and company disappears. 11. the big social platforms fracture into signal markets. people will trade ideas, audience data, and prompt assets the way day-traders swap stocks. virality gets financialized. already happening. 12. energy becomes the next constraint. every AI boom ends in a power bottleneck. whoever solves cheap, local compute with solar or geothermal wins the century. 13. storytelling becomes an economic engine again. the only moats left are narrative, taste, and trust. 14. AI-native insurance becomes a massive opportunity. once agents handle billions of decisions, someone must underwrite the risk. 15. an AI glut means deflation everywhere except in ideas. when intelligence is free, originality becomes priceless. 16. governments create national models to protect sovereignty. data turns into a weapon and compute becomes foreign policy. 17. as agents handle logistics, humans move up the stack into aesthetics. art direction becomes a daily skill. everything becomes branding. 18. the next decade’s wealth comes not just from building AI but from deciding where not to use it. restraint will make fortunes. 19. AI compute arbitrage becomes a trillion-dollar trade. people buy cheap cloud in underdeveloped markets and rent it globally, like Airbnb for GPUs. 20. AI-native brands dominate e-commerce by owning micro-trends. they launch new products daily, test a thousand ad variants, and kill losers overnight. 21. the AI gold rush ends with a massive data rush. whoever owns or licenses niche, verified datasets controls the supply chain of the future. 22. the next $10 billion fund is hybrid: part VC, part compute allocator, part data warehouse. capital moves from money to intelligence. 23. once personal AGIs hit, subscription fatigue dies. consumers will want one AI that handles everything. the first “super-app for life” could be a trillion-dollar company. 24. most billion-dollar outcomes this decade come from repackaging existing industries through AI... the AI accountant, AI real-estate broker, AI logistics coordinator starting as highly vertical versions of familiar services. 25. mobile UI shifts from taps to chat + camera. the screen becomes a lens, the conversation becomes the interface. the app era quietly turns into the agent era. @meetLCA is a design agency i co-founded that is behind the biggest AI apps rn, seeing it play out now. 26. every industry is about to unbundle into interface companies. whoever owns the customer interface, not the backend or the model, controls the value chain. it’s Shopify vs AWS all over again. 27. vertical media merges with vertical SaaS. every niche publication births a product; every software company births a content arm. the media-product line disappears. 28. the internet used to reward consistency. the new internet rewards experimentation. the faster you test, the faster you compound. 29. AI blurs the line between work and art. products start to feel authored, like albums or films. founders become creative directors of automation. 30. AI regulation prob will look like climate policy... too slow, too messy, full of loopholes. innovation moves to places that treat compute like oil. 31. the internet fragments into private ecosystems. niche communities curated by AI become the real web. public feeds feel like Times Square; private groups feel like homes!! 32. the first fully autonomous startup launches within 3 years. no employees, no meetings, no deadlines, just connected agents generating profit. insanity. 33. we are living through the great compression. timelines that used to unfold over decades now happen in months. this is the closest thing to a gold rush most people will ever see. 34. people will look back on 2026–2029 the way we look at the early internet. the difference is you don’t need permission, capital, or credentials. you just need to build something people actually care about. 35. mobile consumer apps feel alive again. they talk back, remember you, and evolve with you. static interfaces begin to feel prehistoric. 36. the next decade of wealth will belong to people who understand three things: distribution is leverage, taste is strategy, and AI is infrastructure. im tired because i havent slept but wired because... THIS IS THE BEST TIME IN HISTORY TO BUILD. our future will look very different than our past/present. life as we know it changing. i hope you get some sleep.

10 Must Read Microservices Architecture Books for Experienced Developers dev.to/somadevtoo/10-…

3/ What makes this attack TERRIFYING? The hacker didn't break the code. They broke the HUMANS. Each Bybit multisig signer saw a legitimate-looking UI from @safe showing the "correct" transaction. But they were actually signing to change the smart contract logic of their ETH cold wallet.

Octant is hiring remote for the following role: ⚡ Senior Full Stack Engineer, $130K-$180K Apply now 👇 cryptocurrencyjobs.co/engineering/go…

In 2024, we really locked in. 3 epochs. $3.3M in matching funding to 50 projects. $2.01M in ETH rewards claimed by users. 5 community rounds. 341+ projects. 1 accelerator. 14 projects. QF for matching funding in epochs. SQF for accelerator cohorts. Sustainably funding public goods. Here’s to a fantastic 2025. A very happy new year folks! 🫶🏽💝

System Design Challenges. 🤙 Love system design tasks! My fave: build a store giving random prices to users, who can buy at that price. Simple? Not really. Lots of traps and discussions await. DM me to chat! 😊 🙌 #SystemDesign #Tech #Mentorship

nice to be here! #Devcon2024

gm gm, "time to unleash the dragon!" 🐉 🐉 @r__tem dropping V2 alpha @FundingCommons Residency!!

Announcing the Public Goods Sweepstakes! 🚨 Our biggest experiment yet! Over $100k USD in prizes!! Support public goods in Octant with your ETH staking rewards for a chance to win a grand prize of 200k $GLM or one of five mid-tier prizes of 40k $GLM each! Winners announced live on Discord Nov 5th! 🎉 Let’s make funding fun! Details 👇

DO NOT SELL YOUR COINS #Bitcoin $BTC

Okay so time for another major announcement ‼️‼️‼️🚨🚨🚨 We’re transitioning to Quadratic Funding (QF) at Octant. This is one of many steps we’re taking to better support community-driven projects. Why QF? We’ve had this in the works + on our roadmap since last year. QF amplifies the impact of small contributions, making fund allocation fairer and more democratic. Community participation is important to us, and every vote + donation matters. With QF, we can ensure that everyone has a voice in funding decisions in Octant epoch rounds.

The IT market is quite demanding nowadays. If you can't find a job, it's not just about the market—it's mainly about your skills. #programming #informationtechnology #ITJobs

First things first. ⚽️ 💻 #EURo2024 #web3‌‌ #BlockchainTechnology #coding