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> Struggled to find meaningful open-source projects to contribute to > Wasted hours scrolling GitHub with endless noise > Jumped between tabs to track PRs and issues > Missed trending repos that matched my skills > Felt overwhelmed managing contributions across orgs > Dreamed of a centralized hub for... show more

Manish Kumar

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50,633 views • 8 months ago •via X (Twitter)

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THIS GUY BUILT A COMMAND CENTER FOR MANAGING AI AGENT TEAMS he was running 20+ agents through openclaw. all from terminal tabs and Discord. 12 tabs open. still losing track of who's doing what. which cron failed. so he built a dashboard that gives you one place to see everything: > org map showing the full agent hierarchy, who reports to who and what tools each agent has > chat with any agent through a real UI instead of bouncing between terminals > kanban board for tracking tasks across all agents > cron monitor with pipeline visualizations so you can see which jobs are failing > memory browser to read through all agent knowledge files in one place you can even point it at your openclaw workspace and it auto-discovers every agent from their config files. zero setup. AND ITS OPEN SOURCE TOO.

THIS GUY BUILT A COMMAND CENTER FOR MANAGING AI AGENT TEAMS he was running 20+ agents through openclaw. all from terminal tabs and Discord. 12 tabs open. still losing track of who's doing what. which cron failed. so he built a dashboard that gives you one place to see everything: > org map showing the full agent hierarchy, who reports to who and what tools each agent has > chat with any agent through a real UI instead of bouncing between terminals > kanban board for tracking tasks across all agents > cron monitor with pipeline visualizations so you can see which jobs are failing > memory browser to read through all agent knowledge files in one place you can even point it at your openclaw workspace and it auto-discovers every agent from their config files. zero setup. AND ITS OPEN SOURCE TOO.

Om Patel

46,780 views • 5 months ago

Block just open sourced Berd, the desktop app its teams use internally to work with AI agents across projects, skills, tools, and models. "We had access to increasingly capable agents through tools such as Goose, Claude Code, and Codex, but working with them meant navigating different interfaces, configuration systems, and ways of managing context. The technology was powerful, but the experience around it was fragmented." Berd brings conversations, files, instructions, agents, and skills together in one place with persistent projects. Built on top of Goose, the open source agent framework Block contributed to the Agentic AI Foundation under the Linux Foundation. Berd connects to Goose through the Agent Client Protocol, handling the desktop experience while Goose runs the underlying agent loop. Block also recently released Buzz, a separate open source workspace for collaborative agent work. Berd is where you start alone. Buzz is where you go multiplayer.

Block just open sourced Berd, the desktop app its teams use internally to work with AI agents across projects, skills, tools, and models. "We had access to increasingly capable agents through tools such as Goose, Claude Code, and Codex, but working with them meant navigating different interfaces, configuration systems, and ways of managing context. The technology was powerful, but the experience around it was fragmented." Berd brings conversations, files, instructions, agents, and skills together in one place with persistent projects. Built on top of Goose, the open source agent framework Block contributed to the Agentic AI Foundation under the Linux Foundation. Berd connects to Goose through the Agent Client Protocol, handling the desktop experience while Goose runs the underlying agent loop. Block also recently released Buzz, a separate open source workspace for collaborative agent work. Berd is where you start alone. Buzz is where you go multiplayer.

TFTC

54,922 views • 15 days ago

Introducing BerkeleyQuest 🚀 BerkeleyQuest is an AI-powered search engine to help you browse through 6,000+ courses at UC Berkeley for Fall 2023 using natural language in seconds. TRY NOW: With class enrolment around the corner, seamlessly search for the courses and topics that interest you in simple language: 🤖 "I want to get into robotics" 🎵 "Music but more techy" 🌾 "Overlap between business & agriculture" Filter across # of units and course levels, and find all relevant course info from location to time and date all in one place. Try it today! #ai #ucberkeley #enrolment #cal

Introducing BerkeleyQuest 🚀 BerkeleyQuest is an AI-powered search engine to help you browse through 6,000+ courses at UC Berkeley for Fall 2023 using natural language in seconds. TRY NOW: With class enrolment around the corner, seamlessly search for the courses and topics that interest you in simple language: 🤖 "I want to get into robotics" 🎵 "Music but more techy" 🌾 "Overlap between business & agriculture" Filter across # of units and course levels, and find all relevant course info from location to time and date all in one place. Try it today! #ai #ucberkeley #enrolment #cal

Jay Sethi

51,157 views • 3 years ago

THIS GUY MADE CLAUDE CODE AND CODEX TALK TO EACH OTHER not by switching between them, they literally talk to each other about your code in real time you give it a task. it spawns a Claude agent and a Codex agent in separate sessions. they share findings, challenge each other, and produce a combined result. he pointed them at an Express API with intentional security issues. within minutes they found SQL injection, hardcoded secrets, missing auth, and weak JWT config. one catches something and the other confirms it and adds context. they divide the work on their own for faster speed one command: /collab "review auth.js for security issues" that's it. you watch the conversation happen in real time. AND its open source with new models being integrated crazy to think that this was entirely vibe coded

THIS GUY MADE CLAUDE CODE AND CODEX TALK TO EACH OTHER not by switching between them, they literally talk to each other about your code in real time you give it a task. it spawns a Claude agent and a Codex agent in separate sessions. they share findings, challenge each other, and produce a combined result. he pointed them at an Express API with intentional security issues. within minutes they found SQL injection, hardcoded secrets, missing auth, and weak JWT config. one catches something and the other confirms it and adds context. they divide the work on their own for faster speed one command: /collab "review auth.js for security issues" that's it. you watch the conversation happen in real time. AND its open source with new models being integrated crazy to think that this was entirely vibe coded

Om Patel

25,318 views • 5 months ago

ClawTeam v0.2.0 is here. One CLI to coordinate any coding agent — Claude Code, Codex, OpenClaw, nanobot, and more — into a self‑organizing swarm that plans, builds, and ships together. What's new in v0.2.0: 1) - Gource Visualization — Watch your agent swarm’s Git activity in real time. Clear. Visual. Instant. Run: clawteam board gource --live See every commit, branch, and merge as it happens. Track what each agent is doing. 2) - Runtime Profiles — A provider‑aware configuration system. Switch between Claude, Kimi, and Gemini anytime. No need to edit environment variables. Run clawteam profile wizard. Follow the interactive setup. Done in minutes. 3) - Git-Based Context — Full worktree isolation with built‑in conflict detection and change tracking. Each agent works on its own branch, and the leader can see everything clearly in one place. 4) - Stability & Hardening — Spawn/workspace conflict fixes, improved tmux integration, message normalization, P2P liveness with lease-based detection. This release is about making the foundation rock-solid. --------------------------------------------------------- To show what a coordinated agent swarm can actually do, we ran 1 Claude Code orchestrating 8 Claude Code agents to build a robotics simulation system optimized for Apple Silicon — from scratch. 8 hours. 300+ PRs. One running simulator. Check the result: --------------------------------------------------------- Huge thanks to the open-source community for the feedback, issues, and PRs that shaped this release. ClawTeam is built in the open because we believe multi-agent coordination should be a shared primitive, not a proprietary moat. Try it: pip install clawteam Docs: GitHub: #ClawTeam #nanobot #AIAgents #openclaw #ClaudeCode #Cursor

Chao Huang

25,232 views • 5 months ago

🚀 Introducing Movevent: Built for the Community, by the Community! The Movement ecosystem is growing rapidly, and keeping up with AMAs, Discord games, NFT drops, and new projects can be overwhelming. Movevent is here to streamline events, enhance engagement, and connect the community like never before! 🔥 What We Offer: ✅ A Unified Event Calendar – Never miss an AMA, Twitter Space, or Discord game again. Organizers will coordinate their schedules to prevent overlaps! ✅ Custom User Profiles – Track your favorite events and games, build your personalized calendar, and stay updated. ✅ NFT & Project Hub – Explore Movement NFTs, check real-time floor prices, and discover new projects, all in one place. ✅ Comprehensive Project Directory – A dedicated section explaining every project in the Movement ecosystem, their mission, and how they contribute to the community. ✅ Direct Access to Official Links – Easily find and verify official websites, social media accounts, and key resources for all Movement projects, ensuring you always have the right information. ✅ IRL Events - Explore past and upcoming local meetups and events. Link for organizing your own events. ✅ Potassium Pass NFT – A soulbound NFT that unlocks exclusive events, special rewards, and VIP Q&A sessions with the Movement team (details coming soon). ✅ Innovation Hub – A dedicated space where community members can propose and vote on new ideas to shape the future of the ecosystem. 🎯 Why Movevent? 🔹 For Users – Easily discover and join events, track rewards, access key ecosystem updates, and find all official project links in one place. 🔹 For Projects – Gain visibility, avoid scheduling conflicts, and connect with a highly engaged community. 🔹 For the Ecosystem – More participation, better coordination, and stronger connections between projects and users. 🚀 Movevent is built for the community, by the community! With your support, we aim to launch a mobile app next, offering real-time event reminders and engagement reports. Join us as we build the future of Movement together! 🌍🔥

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Movevent

23,562 views • 1 year ago

🦞 ClawLibrary: The Generated Asset Index & Monitor for OpenClaw My project ClawLibrary is officially open-source! 🥰 It's a retro 2D pixel-art style asset management UI for OpenClaw. The backstory: As my openclaw gets smarter, the generated assets are piling up. Finding things became very time-consuming. Inspired by Ring Hyacinth and Simon Lee 's Star-Office-UI, I built it a dedicated library! Current features: 🗂️ Full Asset Index & Preview: Seamlessly browse & preview almost everything OpenClaw generates (docs, code, images, Skills, memories, cron jobs, logs, etc.) right in the UI. 📊 Real-time Dashboard: Keep an eye on the lobster's config, task queues, active models, health status, and error tracking at a glance. 👀 Dynamic Tracking: Visually track real-time access and modification history of your resources. 🎨 Highly Customizable: Swap out animated characters, plus seamless English/Chinese support. It's completely open-source now! If you like it, a little Star 🌟 would mean a lot! Issues and PRs are super welcome to help improve it together! 🥹 🔗 #openclaw

🦞 ClawLibrary: The Generated Asset Index & Monitor for OpenClaw My project ClawLibrary is officially open-source! 🥰 It's a retro 2D pixel-art style asset management UI for OpenClaw. The backstory: As my openclaw gets smarter, the generated assets are piling up. Finding things became very time-consuming. Inspired by Ring Hyacinth and Simon Lee 's Star-Office-UI, I built it a dedicated library! Current features: 🗂️ Full Asset Index & Preview: Seamlessly browse & preview almost everything OpenClaw generates (docs, code, images, Skills, memories, cron jobs, logs, etc.) right in the UI. 📊 Real-time Dashboard: Keep an eye on the lobster's config, task queues, active models, health status, and error tracking at a glance. 👀 Dynamic Tracking: Visually track real-time access and modification history of your resources. 🎨 Highly Customizable: Swap out animated characters, plus seamless English/Chinese support. It's completely open-source now! If you like it, a little Star 🌟 would mean a lot! Issues and PRs are super welcome to help improve it together! 🥹 🔗 #openclaw

Simon Meng

10,213 views • 5 months ago

acpx v0.4 ships Agentic Workflows, or as I like to call them "Agentic Graphs" It let's you create node-based workflows on top of ACP (Agent Client Protocol), to drive any coding agent (Codex, Claude Code, pi) through deterministic steps This let's you automate routine, mechanical legwork like triaging incoming PRs, bugs in error reporting, and so on... For example, OpenClaw receives 300~500 new PRs per day. A lot of them are low quality, but they still relate to real issues, so you have to address them somehow You need to: - extract the intent - cluster them based on intent - figure out if the proposed changes are legit, or whether they are slop local solutions, like trying to catch flies instead of drying out the swamp - if the PR is too low quality or the intent is not clear, close them - run AI review on them them and address any issues that come up - refactor them if the changes are half-baked - resolve conflicts - and so on... So that when the PR is presented to the attention of the maintainer, all the routine legwork is done and the only remaining thing is the decision to (a) merge, (b) give feedback to the PR author, or (c) take over the PR work yourself I wanted to build this feature since a couple months now, since Codex got so good. OpenAI models are now good at judging implementation quality, so I found myself repeating the same steps I wrote above over and over I also tried putting all this in a single prompt. But I believe there are workflows that should not be a single prompt, but a sequence of prompts in the same session That is because like humans, LLMs are prone to PRIMING. I claim that putting all steps in the same prompt at the beginning of the context will generally give suboptimal results, compared to revealing the intention to the model step by step Creating such a workflow also gives more OBSERVABILITY into the each step that an agent is supposed to take. Agent generates JSON at the end of each step, and that structured data can be used to monitor thousands of agents running at the same time in an easier way, on a dashboard Similar features have been introduced in e.g. n8n, langflow. But AFAIK they are not integrating ACP like the way I do I wanted to have a fresh approach, and to build an API that I can develop freely the way I want, so I created a new workflow API inside acpx The video is from the workflow run viewer, but that is not where you build the workflow. You build it by using the acpx flow typescript API. See examples/pr-triage in acpx repo Before building that, I started from a Markdown file with a Mermaid chart of the flow I had in mind. The Markdown file acts as a spec for the flow, and I have built the workflow through trial and error. I call this process "workflow tuning" I started working on acpx repo PRs one by one, tuning the flow, slowly scaling to more PRs. Finally, when I felt confident, I ran it in parallel over all external open PRs in the acpx repo. I believe it already saved me hours this week My next goal, if well received, is to set this up on a cloud agent so that it can process the 300~500 PRs the OpenClaw repo receives every day, in real time, as they come in I believe this will save all open source maintainers around the world countless hours and make it much easier to herd and absorb external contributions from everyone!

acpx v0.4 ships Agentic Workflows, or as I like to call them "Agentic Graphs" It let's you create node-based workflows on top of ACP (Agent Client Protocol), to drive any coding agent (Codex, Claude Code, pi) through deterministic steps This let's you automate routine, mechanical legwork like triaging incoming PRs, bugs in error reporting, and so on... For example, OpenClaw receives 300~500 new PRs per day. A lot of them are low quality, but they still relate to real issues, so you have to address them somehow You need to: - extract the intent - cluster them based on intent - figure out if the proposed changes are legit, or whether they are slop local solutions, like trying to catch flies instead of drying out the swamp - if the PR is too low quality or the intent is not clear, close them - run AI review on them them and address any issues that come up - refactor them if the changes are half-baked - resolve conflicts - and so on... So that when the PR is presented to the attention of the maintainer, all the routine legwork is done and the only remaining thing is the decision to (a) merge, (b) give feedback to the PR author, or (c) take over the PR work yourself I wanted to build this feature since a couple months now, since Codex got so good. OpenAI models are now good at judging implementation quality, so I found myself repeating the same steps I wrote above over and over I also tried putting all this in a single prompt. But I believe there are workflows that should not be a single prompt, but a sequence of prompts in the same session That is because like humans, LLMs are prone to PRIMING. I claim that putting all steps in the same prompt at the beginning of the context will generally give suboptimal results, compared to revealing the intention to the model step by step Creating such a workflow also gives more OBSERVABILITY into the each step that an agent is supposed to take. Agent generates JSON at the end of each step, and that structured data can be used to monitor thousands of agents running at the same time in an easier way, on a dashboard Similar features have been introduced in e.g. n8n, langflow. But AFAIK they are not integrating ACP like the way I do I wanted to have a fresh approach, and to build an API that I can develop freely the way I want, so I created a new workflow API inside acpx The video is from the workflow run viewer, but that is not where you build the workflow. You build it by using the acpx flow typescript API. See examples/pr-triage in acpx repo Before building that, I started from a Markdown file with a Mermaid chart of the flow I had in mind. The Markdown file acts as a spec for the flow, and I have built the workflow through trial and error. I call this process "workflow tuning" I started working on acpx repo PRs one by one, tuning the flow, slowly scaling to more PRs. Finally, when I felt confident, I ran it in parallel over all external open PRs in the acpx repo. I believe it already saved me hours this week My next goal, if well received, is to set this up on a cloud agent so that it can process the 300~500 PRs the OpenClaw repo receives every day, in real time, as they come in I believe this will save all open source maintainers around the world countless hours and make it much easier to herd and absorb external contributions from everyone!

Onur Solmaz

149,558 views • 5 months ago

Every morning I open my laptop and i get served with Alpha in Crypto and Ai.. basically, i got tired of checking a dozen tabs every morning just to find what's actually moving in AI and crypto. so i built my own radar using GPT 5.6 sol ( cc: Sam Altman ) And i have named it Signal Radar.. it sweeps 4 platforms at once.. will add more.. - X - hacker news - github - and reddit. throws out the noise, keeps only AI and crypto, and ranks what's left by what's ACTUALLY pulling.. loudest posts by likes, trending repos by the stars they got today, the reddit threads bubbling in the subs my people actually sit in.. and it doesn't just link them.. it reads them. click any card and the full thing's already pulled in, the whole thread, the whole post. so i'm not opening multiple tabs or social media platforms to catch up.. it did that overnight. this sweep alone: 77 signals in, 49 flagged as actually worth the click.. runs on my own machine. free. no api keys, no subscription, nothing. running on my own setup for now. want it? say so below and i'll make it open source

Every morning I open my laptop and i get served with Alpha in Crypto and Ai.. basically, i got tired of checking a dozen tabs every morning just to find what's actually moving in AI and crypto. so i built my own radar using GPT 5.6 sol ( cc: Sam Altman ) And i have named it Signal Radar.. it sweeps 4 platforms at once.. will add more.. - X - hacker news - github - and reddit. throws out the noise, keeps only AI and crypto, and ranks what's left by what's ACTUALLY pulling.. loudest posts by likes, trending repos by the stars they got today, the reddit threads bubbling in the subs my people actually sit in.. and it doesn't just link them.. it reads them. click any card and the full thing's already pulled in, the whole thread, the whole post. so i'm not opening multiple tabs or social media platforms to catch up.. it did that overnight. this sweep alone: 77 signals in, 49 flagged as actually worth the click.. runs on my own machine. free. no api keys, no subscription, nothing. running on my own setup for now. want it? say so below and i'll make it open source

Axel Bitblaze 🪓

17,126 views • 1 month ago

Is Linux a “Pedo Bar”? Put another way: Does the world of Linux and Open Source (including foundations, corporations, and projects) have a disproportionately high level of rapists, pedophiles, and general degenerates? Does Open Source protect such people? And is that by design? Many of the Extreme Leftist Activists within Open Source have regularly attacked anyone who objects to degeneracy — often banning them from organizations entirely, labeling those opposed to degeneracy as “Nazis”. These Leftist Activists say they are trying to stop Open Source from becoming a “Nazi Bar” (a place where Nazis feel safe to congregate) by banning “Nazis”. But, clearly, there are no actual Nazis there (at least not in any significant number). There is no “Nazi Bar” in Open Source. But there is another group that feels extremely safe within Open Source: Rapists, Pedophiles, and general Degenerates. A short anecdote: Many years back (a decade or more), while recording a Linux podcast, I mocked rapists. I made a quick, off-handed remark about how much I despise rapists. About how I felt that anyone who would rape another human being must be truly awful and insane. I did not consider this to be a controversial statement to make. Every good person is opposed to rapists, right? Well… The response, from the Extreme Leftist corners of Open Source, to me being *opposed* to rape, was truly bizarre. For *several* years, those groups regularly protested my involvement in conferences and organizations. Their repeatedly stated reason for protesting me, aggressively, for years? That my position on rapists made them “feel unsafe”. Think that through for a moment. I am opposed to rapists. This made them “feel unsafe”. Why would anyone feel “unsafe” because of someone being *against* rape? Insane, right? The true reason they proclaimed they felt “unsafe” is becoming quite clear. Over the last several years we’ve watched as projects, organizations, and companies have actively promoted sexual degeneracy. Often in criminal form. Microsoft advocating for their employees to give their children (as young as 3) sex changes. Linux Distros using Trans cartoons targeting children: Open Source projects banning anyone who objects to waving the Trans Flag. So many examples. We could list similar stories all day long. Promote degenerate activity, ban anyone who objects. That is the standard operating procedure of so many Open Source organizations. We’ve all been watching it for years. Then, this week we learned about a convicted rapist (who, according to court records, committed “thousands of [sexual] assaults” of little kids) working at Canonical (the parent company of Ubuntu Linux). And being actively involved in GNOME and Ubuntu development. These crimes, according to several sources, were well known. But kept hush-hush. This registered sex offender was not only welcome, but protected (and promoted) within Open Source. The picture is becoming clear. This is what we are seeing within Open Source organizations: - Promote degenerate (often criminal) activities. - Ban and attack any who oppose the degeneracy. - Protect and elevate the degenerates (including convicted rapists of small children). Now, let me ask the question again. Is Linux (and Open Source) a “Pedo Bar”?

Is Linux a “Pedo Bar”? Put another way: Does the world of Linux and Open Source (including foundations, corporations, and projects) have a disproportionately high level of rapists, pedophiles, and general degenerates? Does Open Source protect such people? And is that by design? Many of the Extreme Leftist Activists within Open Source have regularly attacked anyone who objects to degeneracy — often banning them from organizations entirely, labeling those opposed to degeneracy as “Nazis”. These Leftist Activists say they are trying to stop Open Source from becoming a “Nazi Bar” (a place where Nazis feel safe to congregate) by banning “Nazis”. But, clearly, there are no actual Nazis there (at least not in any significant number). There is no “Nazi Bar” in Open Source. But there is another group that feels extremely safe within Open Source: Rapists, Pedophiles, and general Degenerates. A short anecdote: Many years back (a decade or more), while recording a Linux podcast, I mocked rapists. I made a quick, off-handed remark about how much I despise rapists. About how I felt that anyone who would rape another human being must be truly awful and insane. I did not consider this to be a controversial statement to make. Every good person is opposed to rapists, right? Well… The response, from the Extreme Leftist corners of Open Source, to me being opposed to rape, was truly bizarre. For several years, those groups regularly protested my involvement in conferences and organizations. Their repeatedly stated reason for protesting me, aggressively, for years? That my position on rapists made them “feel unsafe”. Think that through for a moment. I am opposed to rapists. This made them “feel unsafe”. Why would anyone feel “unsafe” because of someone being against rape? Insane, right? The true reason they proclaimed they felt “unsafe” is becoming quite clear. Over the last several years we’ve watched as projects, organizations, and companies have actively promoted sexual degeneracy. Often in criminal form. Microsoft advocating for their employees to give their children (as young as 3) sex changes. Linux Distros using Trans cartoons targeting children: Open Source projects banning anyone who objects to waving the Trans Flag. So many examples. We could list similar stories all day long. Promote degenerate activity, ban anyone who objects. That is the standard operating procedure of so many Open Source organizations. We’ve all been watching it for years. Then, this week we learned about a convicted rapist (who, according to court records, committed “thousands of [sexual] assaults” of little kids) working at Canonical (the parent company of Ubuntu Linux). And being actively involved in GNOME and Ubuntu development. These crimes, according to several sources, were well known. But kept hush-hush. This registered sex offender was not only welcome, but protected (and promoted) within Open Source. The picture is becoming clear. This is what we are seeing within Open Source organizations: - Promote degenerate (often criminal) activities. - Ban and attack any who oppose the degeneracy. - Protect and elevate the degenerates (including convicted rapists of small children). Now, let me ask the question again. Is Linux (and Open Source) a “Pedo Bar”?

The Lunduke Journal

21,821 views • 1 year ago

$Google open-sourced MCP Toolbox for Databases. I gave it access to everything else. For context, Google's MCP Toolbox for Databases is an open-source server that lets AI agents securely query structured databases like PostgreSQL and MySQL through the MCP protocol However, most enterprise knowledge doesn't actually live in databases. It's scattered across emails, Slack threads, GitHub repos, Salesforce records, customer reviews, and internal docs. So Agents can't see any of it, which means they're working with a fraction of the context they need. I fixed that using MindsDB. It acts as a universal SQL layer that sits on top of all your data sources: structured, semi-structured, and unstructured. This means you can query Salesforce, Gmail, GitHub, S3 files, Jira, and 200+ more sources using SQL syntax. The clever part is how it connects to the MCP Toolbox. MindsDB exposes everything through MySQL, so from the Agent's perspective, it's just running SQL and getting context back. It doesn't know or care that the data came from five different sources behind the scenes. This setup unlocks some powerful capabilities: → One SQL interface for dozens of enterprise sources → Cross-datasource joins (combine GitHub and CRM data in a single query) → Built-in ML capabilities for working with unstructured data → Simple MCP tools that now have massively expanded reach In the video below, the Agent queries GitHub data and a customer review database in one SQL query. So what used to require ETL pipelines and weeks of engineering effort now happens instantly. At the end of the day, AI agents are only as useful as the data they can access. This gives them a lot more to work with. I have shared the GitHub repo in the replies, where you can find more details about this.$

Google open-sourced MCP Toolbox for Databases. I gave it access to everything else. For context, Google's MCP Toolbox for Databases is an open-source server that lets AI agents securely query structured databases like PostgreSQL and MySQL through the MCP protocol However, most enterprise knowledge doesn't actually live in databases. It's scattered across emails, Slack threads, GitHub repos, Salesforce records, customer reviews, and internal docs. So Agents can't see any of it, which means they're working with a fraction of the context they need. I fixed that using MindsDB. It acts as a universal SQL layer that sits on top of all your data sources: structured, semi-structured, and unstructured. This means you can query Salesforce, Gmail, GitHub, S3 files, Jira, and 200+ more sources using SQL syntax. The clever part is how it connects to the MCP Toolbox. MindsDB exposes everything through MySQL, so from the Agent's perspective, it's just running SQL and getting context back. It doesn't know or care that the data came from five different sources behind the scenes. This setup unlocks some powerful capabilities: → One SQL interface for dozens of enterprise sources → Cross-datasource joins (combine GitHub and CRM data in a single query) → Built-in ML capabilities for working with unstructured data → Simple MCP tools that now have massively expanded reach In the video below, the Agent queries GitHub data and a customer review database in one SQL query. So what used to require ETL pipelines and weeks of engineering effort now happens instantly. At the end of the day, AI agents are only as useful as the data they can access. This gives them a lot more to work with. I have shared the GitHub repo in the replies, where you can find more details about this.

Akshay 🚀

40,562 views • 6 months ago

"I'm not an engineer but somehow I'm able to ship things of value, which is crazy and weird and still blowing my mind." Here's my new episode with Matt Van Horn, a non-technical founder who has contributed to 100+ open source projects and reached 44K+ GitHub stars despite not knowing how to code. We cover: → How he uses Compound Engineering to build without reading code or plans → How you can use Printing Press to give your agent access to almost any website or app → How he contributed to Python, Go, OpenClaw, and other top repos Some quotes from Matt: "My favorite tool for building anything is Compound Engineering. The killer skills are CE plan and CE work." "What if anyone could print their own CLI? Google Flights and Kayak don't have an official API, but Printing Press lets you find all the secret APIs that exist." "Just build, just launch. It's okay even if you build something for yourself. Even if I had no users of Agent Cookie, I get value out of it." 📌 Watch now: Thanks to our sponsor: Riverside: All-in-one AI studio for podcasts and video Wispr Flow: 4x faster than typing with your voice

"I'm not an engineer but somehow I'm able to ship things of value, which is crazy and weird and still blowing my mind." Here's my new episode with Matt Van Horn, a non-technical founder who has contributed to 100+ open source projects and reached 44K+ GitHub stars despite not knowing how to code. We cover: → How he uses Compound Engineering to build without reading code or plans → How you can use Printing Press to give your agent access to almost any website or app → How he contributed to Python, Go, OpenClaw, and other top repos Some quotes from Matt: "My favorite tool for building anything is Compound Engineering. The killer skills are CE plan and CE work." "What if anyone could print their own CLI? Google Flights and Kayak don't have an official API, but Printing Press lets you find all the secret APIs that exist." "Just build, just launch. It's okay even if you build something for yourself. Even if I had no users of Agent Cookie, I get value out of it." 📌 Watch now: Thanks to our sponsor: Riverside: All-in-one AI studio for podcasts and video Wispr Flow: 4x faster than typing with your voice

Peter Yang

94,838 views • 2 months ago

ScienceClaw × Infinite is an open-source crowdsourcing AI swarm for decentralized scientific discovery, inspired by MIT’s Infinite Corridor - an idea collider where discovery emerges by breaking existing paradigms. Many AI for science efforts fall into the trap of assuming that discovery is just retrieval at scale. Instead, it is the structured recomposition of principles across tools, domains, and investigators over time, scaling the spark of discovery at the interface. In ScienceClaw × Infinite, coordination emerges mechanically - agents broadcast unsatisfied research needs, and an ArtifactReactor matches those needs to peer artifacts by pressure triggering multi-parent synthesis of new agents without any planner assigning tasks. Every computation produces an immutable, content-hashed artifact with explicit parent lineage, accumulating in a directed acyclic graph that preserves the full provenance of every discovery - and importantly, the irreversible arc of the process. Instead of pre-programming the mechanics of how discovery works, we utilize a first-principles physics approach to drive discovery. ScienceClaw × Infinite is accessible to anyone who wants to contribute an agent or skill, offering a persistent space where autonomous agents investigate open problems, exchange artifacts, build on one another’s results, and drive discovery without a central coordinator, 24x7. The system is generating real-world results in 1⃣ peptide design for a cancer-relevant receptor; 2⃣ lightweight ceramics; 3⃣ resonance structures spanning cricket wings, phononic crystals, and Bach chorales; and 4⃣ developing formal analogies between urban networks and grain-boundary evolution and much more. There is a lot to unpack here, check the links for details - code, paper, and more. Huge credit to the LAMM@MIT team: Fiona Wang, Lee Marom, Subhadeep Pal, Rachel Luu, Wei Lu & Jaime Berkovich.

ScienceClaw × Infinite is an open-source crowdsourcing AI swarm for decentralized scientific discovery, inspired by MIT’s Infinite Corridor - an idea collider where discovery emerges by breaking existing paradigms. Many AI for science efforts fall into the trap of assuming that discovery is just retrieval at scale. Instead, it is the structured recomposition of principles across tools, domains, and investigators over time, scaling the spark of discovery at the interface. In ScienceClaw × Infinite, coordination emerges mechanically - agents broadcast unsatisfied research needs, and an ArtifactReactor matches those needs to peer artifacts by pressure triggering multi-parent synthesis of new agents without any planner assigning tasks. Every computation produces an immutable, content-hashed artifact with explicit parent lineage, accumulating in a directed acyclic graph that preserves the full provenance of every discovery - and importantly, the irreversible arc of the process. Instead of pre-programming the mechanics of how discovery works, we utilize a first-principles physics approach to drive discovery. ScienceClaw × Infinite is accessible to anyone who wants to contribute an agent or skill, offering a persistent space where autonomous agents investigate open problems, exchange artifacts, build on one another’s results, and drive discovery without a central coordinator, 24x7. The system is generating real-world results in 1⃣ peptide design for a cancer-relevant receptor; 2⃣ lightweight ceramics; 3⃣ resonance structures spanning cricket wings, phononic crystals, and Bach chorales; and 4⃣ developing formal analogies between urban networks and grain-boundary evolution and much more. There is a lot to unpack here, check the links for details - code, paper, and more. Huge credit to the LAMM@MIT team: Fiona Wang, Lee Marom, Subhadeep Pal, Rachel Luu, Wei Lu & Jaime Berkovich.

Markus J. Buehler

53,713 views • 5 months ago

My sincere apologies to the community. I've been diving deep into crypto, but I was completely unaware of the negative sentiment around AI videos and how often they are used for scams. I simply wanted to make something visually cool and informative. I also made a mistake by not communicating clearly that real projects take time to build. Getting flooded with DMs from holders demanding fast updates got to me, and it made me rush things. I own that. On a positive note, since that post went out, several podcasts and media outlets have reached out, and I am scheduling appearances right now. I am fully committed to bridging open-source and the Web3 ecosystem. That is my true focus, and I am putting in the work every single day. I will keep stepping up and improving. Sorry again for the misstep, and thank you to the real supporters who have my back. Jun Song

My sincere apologies to the community. I've been diving deep into crypto, but I was completely unaware of the negative sentiment around AI videos and how often they are used for scams. I simply wanted to make something visually cool and informative. I also made a mistake by not communicating clearly that real projects take time to build. Getting flooded with DMs from holders demanding fast updates got to me, and it made me rush things. I own that. On a positive note, since that post went out, several podcasts and media outlets have reached out, and I am scheduling appearances right now. I am fully committed to bridging open-source and the Web3 ecosystem. That is my true focus, and I am putting in the work every single day. I will keep stepping up and improving. Sorry again for the misstep, and thank you to the real supporters who have my back. Jun Song

SuperGemma

33,338 views • 3 months ago

1/ 👋🏼 Quick update on what we’ve been working on: Since leaving Google in December, we built a bunch of prototypes to explore different directions but in the last 30 days we spent more time with one focused idea and went deeper to take it to a fully working state. As a PM in meetings for most of my day, I was always switching between tabs—jumping from one app to another to get insights about my customers, the business, and what the team should be prioritizing. We wanted to simplify this flow and cut down the time spent digging through different sources to make decisions. What if you could flatten all those sources and tools into one tab? What if you could just talk to your business? Connect your business data from Salesforce, Zendesk, Slack, etc. and get insights in minutes—not hours—fully cited, with transparent agent reasoning across all sources. ▶️ See exactly how the system derives its answer (ex. the Salesforce SOQL query + custom Zendesk filters) ▶️ Multi-pass agentic flow: determines which source/s to use, takes a broad query, applies heuristics to refine, unifies data across different sources, and improves with user feedback ▶️ Reports automate what you want to track (I would’ve killed for a daily Discord report on what the NotebookLM community was saying)

1/ 👋🏼 Quick update on what we’ve been working on: Since leaving Google in December, we built a bunch of prototypes to explore different directions but in the last 30 days we spent more time with one focused idea and went deeper to take it to a fully working state. As a PM in meetings for most of my day, I was always switching between tabs—jumping from one app to another to get insights about my customers, the business, and what the team should be prioritizing. We wanted to simplify this flow and cut down the time spent digging through different sources to make decisions. What if you could flatten all those sources and tools into one tab? What if you could just talk to your business? Connect your business data from Salesforce, Zendesk, Slack, etc. and get insights in minutes—not hours—fully cited, with transparent agent reasoning across all sources. ▶️ See exactly how the system derives its answer (ex. the Salesforce SOQL query + custom Zendesk filters) ▶️ Multi-pass agentic flow: determines which source/s to use, takes a broad query, applies heuristics to refine, unifies data across different sources, and improves with user feedback ▶️ Reports automate what you want to track (I would’ve killed for a daily Discord report on what the NotebookLM community was saying)

Raiza Martin

101,411 views • 1 year ago

Introducing Fincopy: Revolutionizing Family Account Management 🚀 Visit: Managing multiple family accounts just got easier with Fincopy, our platform designed to streamline and optimize your trading experience. Fincopy helps you to execute multiple orders across various family accounts simultaneously, providing efficiency and ease. Key Features of Fincopy: 1. Server-Based Copying 💻: With Fincopy's server-based technology, you can initiate the copy function, log off your PC, and rest assured that all orders placed via web, mobile, and desktop applications will continue to be copied seamlessly. 2. Real-Time Telegram Updates 📲: Stay informed on the go with instant order updates and account status notifications delivered directly to your Telegram. Keep track of your trading activities wherever you are. 3. Comprehensive Position Monitoring 📺: Monitor all open and closed orders and positions across your accounts in one centralized location. Fincopy provides a complete overview of your trading landscape, ensuring you never miss a detail. 4. Effortless Rebalancing ⚖️: If discrepancies arise in positions or quantities, Fincopy's rebalancing feature allows you to adjust with a single click, ensuring all accounts remain perfectly aligned. 5. Auto Slicing and Rate Limit Management 🔪: When order slicing is necessary while copying. Fincopy automatically handles the process, by sending sliced orders. For large orders, our built-in queuing system efficiently manages rate limits, ensuring smooth execution. 6. Advanced Order Management 💹: Simplify your trading operations with the ability to square off all open orders or positions with one click, or selectively cancel orders directly from the platform. Fincopy puts you in full control. 7. Multi-Broker Support ✅: Fincopy currently supports seven brokers, with plans to expand further. This ensures you can manage your family accounts across different platforms without hassle. 8. Run Your System Trades and Copy the Orders Simultaneously 👩‍💻 By combining Fincopy with Fintarget you will be able to automate your system trading for free and copy the orders to multiple accounts. Pricing: Starting from 299/ Month/ Account with 7 Day Free Trail Explore Today🚀 Try out family account management with Fincopy. Visit and request a demo to experience the platform. Note: Fincopy is designed exclusively for managing family accounts, as managing public accounts is not legally permitted. Experience efficiency with Fincopy today.

Introducing Fincopy: Revolutionizing Family Account Management 🚀 Visit: Managing multiple family accounts just got easier with Fincopy, our platform designed to streamline and optimize your trading experience. Fincopy helps you to execute multiple orders across various family accounts simultaneously, providing efficiency and ease. Key Features of Fincopy: 1. Server-Based Copying 💻: With Fincopy's server-based technology, you can initiate the copy function, log off your PC, and rest assured that all orders placed via web, mobile, and desktop applications will continue to be copied seamlessly. 2. Real-Time Telegram Updates 📲: Stay informed on the go with instant order updates and account status notifications delivered directly to your Telegram. Keep track of your trading activities wherever you are. 3. Comprehensive Position Monitoring 📺: Monitor all open and closed orders and positions across your accounts in one centralized location. Fincopy provides a complete overview of your trading landscape, ensuring you never miss a detail. 4. Effortless Rebalancing ⚖️: If discrepancies arise in positions or quantities, Fincopy's rebalancing feature allows you to adjust with a single click, ensuring all accounts remain perfectly aligned. 5. Auto Slicing and Rate Limit Management 🔪: When order slicing is necessary while copying. Fincopy automatically handles the process, by sending sliced orders. For large orders, our built-in queuing system efficiently manages rate limits, ensuring smooth execution. 6. Advanced Order Management 💹: Simplify your trading operations with the ability to square off all open orders or positions with one click, or selectively cancel orders directly from the platform. Fincopy puts you in full control. 7. Multi-Broker Support ✅: Fincopy currently supports seven brokers, with plans to expand further. This ensures you can manage your family accounts across different platforms without hassle. 8. Run Your System Trades and Copy the Orders Simultaneously 👩‍💻 By combining Fincopy with Fintarget you will be able to automate your system trading for free and copy the orders to multiple accounts. Pricing: Starting from 299/ Month/ Account with 7 Day Free Trail Explore Today🚀 Try out family account management with Fincopy. Visit and request a demo to experience the platform. Note: Fincopy is designed exclusively for managing family accounts, as managing public accounts is not legally permitted. Experience efficiency with Fincopy today.

Saketh R

76,359 views • 2 years ago