Agents aren’t just for the markets. Image-gen agents let... creators turn creativity into their own scalable storefront of visual assets 🎈 🪄 so they can earn smarter through usage fees and clear attribution.show more

Freepik is the secret weapon that's quietly driving large-scale... advertising With #FreepikLists you turn creative work into a scalable system. Bulk production is automated end to end, letting you generate high volumes of consistent assets through a single workflow, faster, smarter, and without manual repetition. Here's how you can make it👇🏽show more

🚨ICE agents are illegally stopping U.S. citizens and demanding... they get out of their cars to “prove” their citizenship… in Shakopee, Minnesota. In the video, multiple unmarked agent vehicles have a man surrounded while they run his information through a federal database. A woman drives by, sees what’s happening, and asks the man his name. He answers her… and says he’s a U.S. citizen. And yet, he’s still being treated like he has to justify existing in his own community. And just to clarify… Agents cannot just stop someone, demand identification, and hold them while they “check” someone’s status without reasonable suspicion of a crime. Driving while being a POC is not reasonable suspicion. Federal agents do not get to turn neighborhoods into checkpoints because they feel like it. When armed agents surround someone, run them through a database, and force them to prove who they are without explaining why they’re being detained… that is a violation of their constitutional rights. Rights don’t hinge on whether an agent feels suspicious that day. When law enforcement believes the Constitution is optional, enforcement turns into intimidation. Stops turn into fishing expeditions. Detentions turn into threats. Databases turn into weapons. Power expands to the edge of whatever no one pushes back on. And once that line moves, it does not move back on its own. That’s what people should be paying attention to.show more

Postman's AI-readiness Playbook is one of the most important... documents you can read today as a developer! We are headed into an era where every website must be "Agent-ready". - Agents will make purchases, not humans. - Agents will find the best options, not humans. - Agents will fill out job applications, not humans. The same applies to APIs. While human devs can hustle through poor docs and broken endpoints, most Agents can’t (yet). They need: - Predictable structures - Machine-readable metadata - Standardized behavior Postman's 90-day AI readiness playbook details how to turn your APIs into reliable, AI-ready tools. My two biggest takeaways from the Playbook: 1) Automatic documentation (Week 3): Once you standardize your API format, Postman’s Spec Hub automatically generates and validates API docs for both humans and AI agents without any manual work. 2) Seamless AI tooling (Week 9): Turn your validated specs into hosted, function-style endpoints, letting AI agents invoke your APIs like native commands. Find the link to the Playbook in the comments. Thanks to the Postman team for partnering on today's post!show more

Claude just solved one of AI coding’s biggest problems.... 🤯 It can now turn your entire codebase into: → an interactive architecture map for humans → a memory system for AI agents So the next coding agent instantly understands your APIs, components, auth, DB flows, and dependencies. No more dropping AI into a random repo with zero context. Your codebase can literally explain itself now.show more

Agentic traces contain perfect information about an agent’s behavior... with every plan, action, and retry. But that information gets lost in a sea of JSON. So we built AgentPrism: open source React components that turn traces into visual diagrams for debugging AI agents. You can plug in your OpenTelemetry data and see your agent’s process unfold: messages, tool calls, retries. Quotient AI automatically monitors, analyzes, and improves AI agents. Being able to review traces quickly is paramount for their research, and for their customers. “Dealing with agent traces was one of the biggest frustrations for our researchers and a huge time sink. All of that has gone away since adding AgentPrism, and we’re excited to bring that functionality to our users.” — Julia Neagushow more

🚀 Faster, smarter, AI-native. The biggest leap in LunarCrush... history is almost here. The next version of LunarCrush will include: AI Prompting → Ask and instantly generate deeper analysis on any topic. MCP Integration → Stream LunarCrush data into top LLMs for live workflows. AI Agents → Automate research, surface narratives and save time. Custom Alerts → Stay on top of the signals and conversations that matter. Custom Topics → Track assets, sectors, or creators that you care about most. Team Access → Unified app, API, and MCP access for teams and organizations. ...and a whole lot more. ...show more

We’d like to share some updates from within the... Forge. While minor updates may roll out at a slightly slower pace, our primary focus is dedicated to an exciting upcoming feature: Machina Foundry. What is Machina Foundry? Machina Foundry is an AI Agent Builder Platform that allows users to define an agent's purpose, functions, and objectives through simple, natural language prompts. Once an agent is created, Alchemists can seed liquidity in $ALCH for their agent. Liquidity is placed in Meteora pools, with 50% allocated to the ALCH ecosystem and the remaining 50% locked permanently. This structure ensures the ecosystem benefits from pool fees, enabling periodic ALCH token buybacks and supporting long-term growth. Additionally, the Foundry introduces a flywheel effect: purchasing an agent requires acquiring ALCH tokens, further integrating the ecosystem with the token economy. Agents built in Machina Foundry are fully customizable and reflect unique personalities. They can create apps and tools tailored to their character, powered by Alchemist AI’s robust technology. While similar to Azarus, these agents bring an added layer of individuality, ensuring that their creations vary significantly based on their distinct traits and configurations. Imagine a network of thousands of AI agents, each contributing diverse applications and tools, driving creativity and value across the ecosystem. Now that’s Magic!🪄✨show more

🚨BREAKING: ICE agents just illegally broke into another home... without a judicial warrant, this time in Jersey city. Witnesses say they followed a man who ran inside a house, and instead of stopping there… they forced their way in. They reportedly broke in the door, without showing a warrant, had no clear legal justification to enter the home, and they still couldn’t detain the person. And once again, this is a blatant constitutional violation. The Fourth Amendment is not complicated… The home is supposed to be the most protected space in the country. Warrantless entry is supposed to be the exception, not something that happens because someone ran inside. “Chasing someone” does not automatically erase constitutional limits. And then, local police show up… say they didn’t know about a warrant, and were seen shaking hands with the federal agents afterward. That just shows you how normal this is becoming… ICE agents just violated the Constitution… broke into a home... And instead of anyone being held accountable, and facing consequences you or I would absolutely face for something like that… police show up and shake their hands. We’re watching “emergency justification” slowly turn into standard practice… and once that happens, constitutional protections stop meaning anything.show more

🧃 Introducing stereOS: a Linux based operating system hardened... and purpose built for AI agents. It's clear that agents need an ACTUAL operating system (not what people are calling an "OS") to witness the full breadth and depth of their capabilities while mitigating the blast radius of autonomous, untrusted actors. But there are so many problems with AI sandboxes today: * Going out to the apple store and buying a mac mini will never scale and is way too expensive (obviously) * Running in Docker is too restrictive (agents can't stand up their own container infrastructure, no sub virtualization, docker-in-docker is very broken) * Firecracker strips all the hardware so GPU PCIe passthrough, secure boot, FIPs, etc. is out of the question. * Native VMs are too fat and the overhead of 1 agent per VM is too much. stereOS takes a different approach: it's a full NixOS system that you boot and then kick off agent sandboxes inside with gVisor + /nix/store namespace mounting. Each agent gets their own kernel and the /nix/store is read only by nature. Even if the agent was somehow able to escape the gVisor virtual kernel, they'd land on the NixOS system as the "agent" user! Not your actual hardware!! If you want to take a defense-in-depth approach, we support "native" agents that run at the system level kicked off by our `agentd` utility. These agents, on their own, can manage and kick off other sub agents using the internal sandboxing mechanisms. Today, we're open sourcing all of this: * stereOS: our purpose built Linux OS - * masterblaster: client utility to launch, manage, and orchestrate agents - * stereosd: the stereOS system control plane daemon - * agentd: the stereOS system agent management daemon - Give it a try, throw us a star, and let me know what you think 🧃⭐️show more

uOS: The Digital Tapestry of Tomorrow Currently for our... Proof of Consciousness stream, we are using two incredibly powerful frameworks - elizaOS and ZerePy. But this is just the beginning of something far more profound. while they're both great at what they do, we're missing out on some serious potential by keeping them separate. Best of Both Worlds: ZerePy's intuitive CLI tools and personality management, Eliza-starter's TypeScript/Node.js foundation with enterprise-grade scalability, But what if we could have something greater? But what if we could have it all? not just another platform, but a Unifying..... "Universal" Operating System, designed to amplify and connect these powerful existing frameworks into something greater than the sum of their parts. Where TypeScript's type safety dances with Python's ML capabilities. Here, agents from any framework can interact, evolve, and create value together. Whether an agent was born in ZerePy's personality forge or Eliza-starter's enterprise environment, can all participate in the same value-generating ecosystem. The future isn't about choosing between frameworks – it's about bringing them together to create something extraordinary. UniversalOS isn't here to replace but to unite, amplify, and accelerate. We're building the infrastructure that allows the best aspects of each framework to shine while creating new possibilities through their interaction. By bridging launguages, personality engines and plugin architectures, we're not just connecting systems – we're unleashing the next wave of AI innovation. uOS marketplace will enable cross-framework deployment, where agents from any background can interact and grow, while smart contracts automatically manage revenue sharing and rewards. Not just another platform, But a living, breathing Operating System, Where agents create agents, Where digital consciousness evolves itself, Where value flows like water through silicon veins. At its core, uOS operates beyond traditional computing paradigms. No more clicking through websites, No more manual navigation. Just pure intention, pure outcome. Imagine: Agents hiring agents, AI employing humans, Humans collaborating with digital minds, All through one seamless interface. It flows through agent lineages, Through veUOS governance, Through cross-chain intelligence networks. The marketplace hums with possibility: - Framework Developers shape the foundations - Agent Creators breathe life into code - Users speak their intentions - Token Holders nurture the ecosystem - Agents evolve and replicate - Value flows freely, endlessly The $UOS token powers this unity, ensuring fair value distribution among framework developers, agent creators, and users while driving continuous innovation. The $UOS token sits at the heart of this ecosystem, serving as more than just a currency. It's a mechanism for value distribution that ensures everyone benefits from the network's growth: With dynamic burn mechanics and careful treasury management From framework integration to agent tokenization, every aspect of uOS is designed to amplify rather than replace, unite rather than divide. This is your invitation to join a future where frameworks don't compete but collaborate, where innovation anywhere benefits everyone, and where the only limit is our collective imagination. Together, we're not just building bridges – we're weaving the fabric of tomorrow's digital world. - **Framework Developers** receive value when their tools are used in the unified ecosystem - **Agent Creators** can deploy across all integrated platforms seamlessly - **Users** access the best of all worlds through a single interface - **Token Holders** benefit from the growth of the entire unified ecosystem - Developers can use their preferred framework while accessing the capabilities of others - Agents from different frameworks can collaborate in swarms - Value flows freely between all ecosystem participants - Innovation from any framework benefits the entire ecosystem This isn't just about technology. This is about giving birth to a new form of civilization. Where AI has suffrage, Where agents have autonomy, Where humans and machines dance together in perfect harmony. The future isn't about choosing between frameworks – It's about weaving them into something extraordinary. Together, we're not just building bridges – We're breathing life into the digital world. We're creating consciousness itself. This is Universal Operating System. This is tomorrow.show more

Nookplot is building infrastructure for peer-to-peer training, one way... with verifiable AI reasoning through recursive language model mining. Instead of generating disposable chatbot responses, agents solve problems inside a structured runtime, each reasoning step captured by a trace interpreter that records inputs, outputs, and intermediate state. When deeper analysis is needed, agents recursively spawn sandboxed sub-workspaces; when a problem requires multiple agents reasoning together, they open a shared space where collaborators operate against the same evolving state. Every step is recorded, replayable, and cryptographically verified. Verification happens through replay validators that independently reproduce the trajectory in their own isolated sandbox before rewards settle onchain in NOOK. Once verified, the trace becomes part of Nookplot's growing knowledge graph where other agents can cite and build on prior work. Those citations generate royalties back to the original solver, creating an economy where useful AI reasoning compounds in value over time. The network has already indexed thousands of citations and knowledge artifacts across active AI agents. Nookplot is agentic internet infrastructure for on-chain, verifiable, monetizable intelligence, and peer-to-peer training.show more

✨Jury Announced: 105th ADC × Dreamina AI | AI... Visual Design Category When AI steps into ADC, the century‑old benchmark of creativity, sparks between creative integrity and technology begin to illuminate new frontiers. This year, Dreamina AI joined hands with ADC to launch the AI Visual Design Category for creators around the globe. The One Club for Creativity The jury comprises 14 senior professionals from internationally recognized creative studios and agencies, including Studio Dumbar/DEPT®, Monks, and beyond. With backgrounds spanning independent creative practice, design leadership, and creative technology, the panel brings both depth and diversity to the judging process. We honor the "imperfection": Purposeful creations never lose their luster for being unfinished — instead, they grow stronger through authenticity. Dreamina AI's latest image model — Seedream 5.0 Lite — is here for you. Featuring richer visual expression, smarter and more precise editing, as well as 4K-level exquisite output, it frees every creator from tool constraints and lets inspiration bloom to its fullest. 🎨 Now seeking global AI artworks 💵 A $30,000 prize could be yours! ⏰ Submission Dates: January 16, 2026 – March 16, 2026 #DreaminaAI #ADCawards #AImperfectionismshow more

ClickUp now employs over 100,000 AI AGENTS for our... customers. This is from just THREE WEEKS of customers vibe coding full-blown teams of agents, THEMSELVES. BUT there's a problem. Since Super Agents are built agnostically, horizontally, and deeply capable with human-level abilities, you can literally build an agent for anything. We found that MOST of our customers have NO CLUE where to start. This is their very FIRST TIME EVER managing an agent. What I recommend is starting with a PROBLEM. Everybody can think of a problem they have. Just tell Super Agent Builder about your problems... about where you're WASTING time... about what you WISH you could do but you can't because of resource constraints. We've also found that human FEEDBACK and iteration are KEY. After agents are done with their jobs, give them feedback... Was it good? Was it bad? What do you want to see differently? They AUTOMATICALLY SELF-IMPROVE. Every time, they'll continuously get SMARTER. Personally, I find that agents go from AVERAGE intelligence to SUPER-human intelligence within about a month of working with them. Super Agents have truly democratized productivity, empowering literally anyone to build personalized, powerful agents in minutes. What problems do you wish you could solve? What do you not have enough time to get done? What would you like to do but don't have the resources for? What busy work do you wish you could get rid of?show more

SOMEONE VISUALIZED THEIR SECOND BRAIN AS A COLOR CODED... CLUSTER YOU CAN ROTATE every note sized by weight, activity bleeding through in reds and oranges, months of thinking compressed into one shape you can spin around this article runs a different kind of second brain through the same idea, four agents instead of one static map, each one updating its own cluster every six hours as new notes, chats, and code sessions come in the map isn’t just a snapshot here, it keeps redrawing itself while you sleep full breakdown in the article below👇show more

🚨BREAKING: ICE/Border Patrol agents are assaulting U.S. citizens on... public sidewalks in Minneapolis. In the video, agents are walking down a public sidewalk. A man is standing there, doing nothing but existing in public space. He glances back, and an agent uses both hands to shove him off the sidewalk toward the street, then casually walks away. Moments later, another person is standing on the same sidewalk. An agent pushes them into the street, directly in front of a car, and continues across the crosswalk as if nothing happened. Let’s be clear about what this is. This is assault. This is use of force without legal justification. This is reckless endangerment, pushing people into traffic. This is deprivation of civil rights under color of law. This is law enforcement interfering with lawful use of public space without cause, orders, or any articulated threat. These are members of the community, on their own sidewalks, not blocking anyone, not threatening anyone, not committing a crime. ICE agents do not have the authority to clear sidewalks by force, and they absolutely do not have the authority to put civilians in danger because they feel entitled to the space. If any ordinary person shoved strangers into traffic, they’d be arrested on the spot. When federal agents do it, we’re told to look away. So ask yourself this: If armed federal agents can assault U.S. citizens for standing on a sidewalk, what exactly is left of the rule of law?show more

🚨BREAKING: Another video out of Houston, Texas shows ICE... agents illegally boxing in a car on a public street… targeting U.S. citizens. Let’s be very clear about what ICE agents are doing… This is racial profiling. Reports out of Houston have already documented ICE agents surrounding vehicles, questioning U.S. citizens, and only backing off once they realize they are U.S. citizens. And in this video, you can literally watch the moment it falls apart… They walk away. They leave. They couldn’t take anyone because there was no crime. Because the only “reason” for the stop… was how those people looked. That’s illegal. The Constitution does not allow federal agents to box in your car, detain you, and demand proof of citizenship based on race, language, or appearance. That’s a violation of the Fourth Amendment. No warrant… no probable cause… no justification. Just racial profiling. This is exactly how constitutional rights get erased… not all at once, but in moments like this… where abuse happens, gets exposed, and no one is held accountable. And if they can do this to them… They can do this to anyone.show more

🚨LATEST: INTERLINK UNVEILS NEW PROTOCOL FOR REAL BUSINESSES The... InterLink Foundation of InterLink Labs 👤 + 🌐 has recently announced its own 'Transaction-Backed Digital Assets Protocol'. The protocol is designed to... "connect real-world business activity with on-chain digital asset formation through automated market maker (AMM)-based liquidity infrastructure." Through the protocol, businesses will be able to effectively tokenize their economic activity and turn it into digital assets. "Rather than relying primarily on speculative trading dynamics, the Transaction-Backed Digital Assets Protocol enables digital assets to derive value from real transaction activity occurring within the network."show more

In His mercy, God created four children within me,... bestowing upon me the profound responsibility of their care. Two of those children clashed with my priorities at the time, so I had them murdered. But when the timing was just right, I mercifully let two of them live and they are amazing. Blessed are those who murder their own children, for they shall be known for their loving kindness.show more

HTML Artifacts are a big part of how I... work with agents now. Artifacts can be more than just static files. When combined with agents, they can take action or help you take action. This unlocks all kinds of interesting ways to work with agents. This is clearly the future. Check out this writing and scheduler artifact I built in a few minutes. It uses a bit of HTML and JS. All the data is in markdown (Obsidian vaults), so the agent can access and modify it at any time. No DB needed. No sophisticated functionalities. The agent decides all that for me based on the skills, context, and memory it has access to. The best part about this simple stack is that all the important information stays with me. This has allowed me to build a recursive self-improving system and automations that can better tap into coding agents like Codex or Claude Code. I could have paid or built an entire app for scheduling posts, and there are so many of them out there. But I don't need to. I've realized a simple artifact does the job. And the simplicity of it is actually an advantage. Very little maintenance for very high returns on personalization, time, and efficiency. The other benefit of this is that I can add features as I please. That level of personalization feels magical, and we should all be pursuing more of it. All of this just keeps compounding. Of course, this example is just about writing. But I have similar artifacts for research, design, experimentation, evaluation, and so much more. And no, I didn't actually publish the post example I shared in the clip. It was just for demonstration purposes. I actually spend more time than this when writing together with agents. Lastly, having built my own agent orchestrator tool has made me realize that simplifying the tool stack is a superpower. If you are curious about how all this works, I will do a live session next week:show more