Loading video...

Video Failed to Load

Go Home

MARIUS Studio v1.4.0 Native Windows app for MARIUS controller boards. Live stick test, polling rate + jitter, drift & snapback analysis, guided calibration, response curves, paddle remap. Reads your controller directly through Windows no browser needed. Free in my Discord ↓

Fabiotweaks's profile picture

Fabiolinho

3,913 subscribers

40,387 views • 2 months ago •via X (Twitter)

LIVE

Anya Rossi• Live Now

Private livecam show

19 Comments

EODBruz's profile picture
EODBruz2 months ago

Looks Good Brother keep it up!.

Fabiolinho's profile picture
Fabiolinho2 months ago

Ty

Veilleux's profile picture
Veilleux2 months ago

Amazing work 🫡

Fabiolinho's profile picture
Fabiolinho2 months ago

Ty. 🫡❤️

kyle's profile picture
kyle2 months ago

W BRO

Momo's profile picture
Momo2 months ago

@Parasite time to test

Fabiolinho's profile picture
Fabiolinho2 months ago

@Parasite maybe maybe

ᴱⁿᴰ 𝑩𝒐𝒍𝒅𝑻𝒉𝒆𝑷𝒍𝒂𝒚𝒂's profile picture
ᴱⁿᴰ 𝑩𝒐𝒍𝒅𝑻𝒉𝒆𝑷𝒍𝒂𝒚𝒂2 months ago

yeah that software is buggy as hell understandable for it being an Alpha or Beta is screwed up my sticks I had to clear all data from them and load up the configs software is good to look at just really buggy atm

Script's profile picture
Script2 months ago

👀

ᴱⁿᴰ 𝑩𝒐𝒍𝒅𝑻𝒉𝒆𝑷𝒍𝒂𝒚𝒂's profile picture
ᴱⁿᴰ 𝑩𝒐𝒍𝒅𝑻𝒉𝒆𝑷𝒍𝒂𝒚𝒂2 months ago

if I add preset curves to my left and right sticks on ps5 marius they stop working the right stick shows half of it working in joystick tester left stick stops working all together

ᴱⁿᴰ 𝑩𝒐𝒍𝒅𝑻𝒉𝒆𝑷𝒍𝒂𝒚𝒂's profile picture
ᴱⁿᴰ 𝑩𝒐𝒍𝒅𝑻𝒉𝒆𝑷𝒍𝒂𝒚𝒂2 months ago

I can record all of it in obs and show you the bugs would of been nice to have a working software like this but I will wait for a working build that doesn't fry my sticks and stop them from working right

Fabiolinho's profile picture
Fabiolinho2 months ago

Sure send it to me I'll try to fix it

ᴱⁿᴰ 𝑩𝒐𝒍𝒅𝑻𝒉𝒆𝑷𝒍𝒂𝒚𝒂's profile picture
ᴱⁿᴰ 𝑩𝒐𝒍𝒅𝑻𝒉𝒆𝑷𝒍𝒂𝒚𝒂2 months ago

it spazzed out my computer too I had to unplug the controller to stop it it would spazz out my keyboard

Fabiolinho's profile picture
Fabiolinho2 months ago

okey thank you ill look at it later

EvoStrike's profile picture
EvoStrike2 months ago

Looks good I will try ty

Jake's profile picture
Jake2 months ago

@auPABLO_

nerd's profile picture
nerd2 months ago

im not sure if anyone else has this problem when using this app but when i try to use one of the curve presets change the deadzones and save it to the board my joysticks auto lock in one direction and the only way to fix that is to use the browser app and save the settings there

VACheeria's profile picture
VACheeria1 month ago

@xuervy

Vodric's profile picture
Vodric2 months ago

@RivalsXO

Related Videos

Hey guys, I built a controller diagnostics tool last night - runs right in the browser, no install. Test polling rate & Latency (Any Controller) Stick Circularity & Drift (PS & Marius) Full DualSense support: recenter sticks, range-calibrate, lightbar & more Link to Github👇
3:39

Hey guys, I built a controller diagnostics tool last night - runs right in the browser, no install. Test polling rate & Latency (Any Controller) Stick Circularity & Drift (PS & Marius) Full DualSense support: recenter sticks, range-calibrate, lightbar & more Link to Github👇

TheQuest

27,688 views • 4 months ago

A FREE native macOS app for xCloud (no browser tabs, real controller features, auto-updates) A free, open-source native macOS wrapper for Sign-in stays saved, edge-to-edge window, boot animation, menu bar stats (ping/FPS/bitrate), and it auto-updates itself. DualSense goodies: 21 adaptive trigger modes you can switch mid-game from the menu bar, LED colors, haptics, touchpad gestures, calibration, and savable input presets. Full native settings window (region ping test, quality/bitrate, stats overlay). Built on the Better xCloud engine, no browser UI. Needs Game Pass Ultimate like the browser. No Apple Developer license, so after downloading: right-click → Open → go through privacy settings and confirm once. After that it runs and updates normally. Download: Source:
1:03

A FREE native macOS app for xCloud (no browser tabs, real controller features, auto-updates) A free, open-source native macOS wrapper for Sign-in stays saved, edge-to-edge window, boot animation, menu bar stats (ping/FPS/bitrate), and it auto-updates itself. DualSense goodies: 21 adaptive trigger modes you can switch mid-game from the menu bar, LED colors, haptics, touchpad gestures, calibration, and savable input presets. Full native settings window (region ping test, quality/bitrate, stats overlay). Built on the Better xCloud engine, no browser UI. Needs Game Pass Ultimate like the browser. No Apple Developer license, so after downloading: right-click → Open → go through privacy settings and confirm once. After that it runs and updates normally. Download: Source:

Idle Sloth

11,202 views • 1 month ago

I built a mobile app to check Paddle revenue (because they don't have one): 👉 - Use your Paddle API key (read-only and scoped) - Live data with beautiful and useful graphs built with native Swift UI. - Multi-account supported, unified revenue metrics. - Data stay on device, no server (api requests are sent directly from your phone) - Home widgets - I made it free to download on App Store (once it's approved) - Buy the source code for $19 and customize it however you want (save 5hrs of prompting if you try to do it yourself). Some interesting facts about this side project: - I vibe coded with 100% claude code remotely on my Mac Mini (with my AI assistant setup) in less than 24 hours. - I have read 0 line of code in this project and never opened Xcode myself. - My AI assistant designed the app with GPT Image 2, built the app with Swift UI, test it on simulator (via screenshots), send the test build to TestFlight for me to test, and invited me to the app store connect account so I can test on my phone, then the AI submitted the app to App Store and currently waiting for approval. - For the website, I ask it to come up with a domain name, I bought it via manually and give it access via Cloudflare API, the AI design and create a static website with GitHub, test it with lighthouse CLI, deploy via GitHub pages, config the domain DNS, deploy the website. - Then I sign up an account with Polar payment, create an API key and ask the AI to setup a store, add payment, link with the account, and add the payment to the website. The entire process happened in the last 24 hours with me only talking to the AI via Telegram. This is such a fun side project not only to create an app that I wish exists, but also to push the limit of what I can use AI for, and so far I'm very impressed. I'll create so much more apps! It feels like I have unlocked a super power.
0:33

I built a mobile app to check Paddle revenue (because they don't have one): 👉 - Use your Paddle API key (read-only and scoped) - Live data with beautiful and useful graphs built with native Swift UI. - Multi-account supported, unified revenue metrics. - Data stay on device, no server (api requests are sent directly from your phone) - Home widgets - I made it free to download on App Store (once it's approved) - Buy the source code for $19 and customize it however you want (save 5hrs of prompting if you try to do it yourself). Some interesting facts about this side project: - I vibe coded with 100% claude code remotely on my Mac Mini (with my AI assistant setup) in less than 24 hours. - I have read 0 line of code in this project and never opened Xcode myself. - My AI assistant designed the app with GPT Image 2, built the app with Swift UI, test it on simulator (via screenshots), send the test build to TestFlight for me to test, and invited me to the app store connect account so I can test on my phone, then the AI submitted the app to App Store and currently waiting for approval. - For the website, I ask it to come up with a domain name, I bought it via manually and give it access via Cloudflare API, the AI design and create a static website with GitHub, test it with lighthouse CLI, deploy via GitHub pages, config the domain DNS, deploy the website. - Then I sign up an account with Polar payment, create an API key and ask the AI to setup a store, add payment, link with the account, and add the payment to the website. The entire process happened in the last 24 hours with me only talking to the AI via Telegram. This is such a fun side project not only to create an app that I wish exists, but also to push the limit of what I can use AI for, and so far I'm very impressed. I'll create so much more apps! It feels like I have unlocked a super power.

Tony Dinh

43,922 views • 5 months ago

👑For interfans, For interfans and For interfans🌪️ Hey interfans. Let’s get ready to watch the series live together. 🥳 🎯Don't forget, the best thing we can do as interfans is to focus all our energy on the official live broadcast, and then head straight over to iQIYI right after to catch the uncut. ✨To give you a clearer picture, check out the photos and clips attached. 🌻Here is the breakdown of my test run using 5 different devices to watch the live stream: 1⃣Google TV: BugabooTV app + VPN [Paid] 2⃣Samsung Tablet: TrueID app vs. BugabooTV app + VPN [Free] (Clip) 3⃣iPhone: BugabooTV app vs. TrueID web + VPN [Paid] (Clip) 4⃣Windows PC: TrueID web + VPN [Paid] 5⃣Macbook: TrueID web + VPN [Paid] 📢Just a quick heads-up: This is just my personal test and opinion. 🙌 My Recommendation: If you can access BugabooTV whether it's through their website, app, or the official Ch7HD website without any issues, please make that your number one choice. However, if you're struggling to get in, facing slow loading speeds, or the system keeps crashing, switching over to TrueID is a great alternative. And once the live show ends, let’s all move over to iQIYI together. ⚠️ Important Note: Please avoid watching through any other channels not mentioned above. They won't help boost the official live viewership stats at all. 💥If you are living outside of Thailand... you WILL need a VPN to watch via BugabooTV, CH7HD, or TrueID. The only exception is iQIYI (no VPN needed). 📥 App Download Links 🍎App Store (iOS) - BugabooTV : - CH7HD : - TrueID : - iQIYI : 🤖Play Store (Android) - BugabooTV : - CH7HD : - TrueID : - iQIYI : #เสน่หาวาโย #4Elements #บ้านวาทินวณิช #ฟรีนเบค #FreenBecky #srchafreen #beckysangels‌ #WikiFreenBecky
1:15

👑For interfans, For interfans and For interfans🌪️ Hey interfans. Let’s get ready to watch the series live together. 🥳 🎯Don't forget, the best thing we can do as interfans is to focus all our energy on the official live broadcast, and then head straight over to iQIYI right after to catch the uncut. ✨To give you a clearer picture, check out the photos and clips attached. 🌻Here is the breakdown of my test run using 5 different devices to watch the live stream: 1⃣Google TV: BugabooTV app + VPN [Paid] 2⃣Samsung Tablet: TrueID app vs. BugabooTV app + VPN [Free] (Clip) 3⃣iPhone: BugabooTV app vs. TrueID web + VPN [Paid] (Clip) 4⃣Windows PC: TrueID web + VPN [Paid] 5⃣Macbook: TrueID web + VPN [Paid] 📢Just a quick heads-up: This is just my personal test and opinion. 🙌 My Recommendation: If you can access BugabooTV whether it's through their website, app, or the official Ch7HD website without any issues, please make that your number one choice. However, if you're struggling to get in, facing slow loading speeds, or the system keeps crashing, switching over to TrueID is a great alternative. And once the live show ends, let’s all move over to iQIYI together. ⚠️ Important Note: Please avoid watching through any other channels not mentioned above. They won't help boost the official live viewership stats at all. 💥If you are living outside of Thailand... you WILL need a VPN to watch via BugabooTV, CH7HD, or TrueID. The only exception is iQIYI (no VPN needed). 📥 App Download Links 🍎App Store (iOS) - BugabooTV : - CH7HD : - TrueID : - iQIYI : 🤖Play Store (Android) - BugabooTV : - CH7HD : - TrueID : - iQIYI : #เสน่หาวาโย #4Elements #บ้านวาทินวณิช #ฟรีนเบค #FreenBecky #srchafreen #beckysangels‌ #WikiFreenBecky

🌵🏜FreenBecky's World🏜🌵

18,283 views • 4 months ago

HERMES AGENT IS NOW IN THE CLOUD. NO VPS. NO TERMINAL. NO SETUP. PICK A MODEL. PICK A SERVER SIZE. AGENT IS LIVE IN 60 SECONDS. Nous Portal just launched hosted Hermes Agent. two clicks. one minute. done. Nous Research WHAT THIS MEANS: before today: install Hermes on a VPS or your laptop. configure providers. set up gateway. manage updates. run hermes setup. edit config.yaml. great for power users. friction for everyone else. now: go to pick a model. pick a server size. your agent is live and reachable in 60 seconds. no terminal. no SSH. no Docker. same Hermes. same features. same tools. someone else handles the infrastructure. FOR TEAMS: this is where it gets interesting. spin up agents for everyone at your org. each team member gets their own Hermes instance. granular access controls per user. unified billing through Nous Portal. your team gets Hermes on day one. no DevOps needed. no VPS per person. one admin dashboard. one bill. WHAT'S INCLUDED: → 300+ models via Nous Portal (Claude, GPT, Gemini, DeepSeek, Grok, MiniMax, and more) → Tool Gateway (web search, image generation, TTS, browser automation) → all messaging platforms (Telegram, Discord, Slack, WhatsApp, Signal) → full feature set (profiles, cron, kanban, skills, memory, sub-agents, MoA, /goal, /learn, /journey) → automatic updates ONE PORTAL. FOUR TIERS: Free: $0/month. pay-as-you-go credits from $10. Plus: $20/month. $22 in monthly usage credit. Super: $100/month. $110 in monthly credit. Ultra: $200/month. $220 in monthly credit. highest rate limits. every paid tier includes Tool Gateway. one OAuth. one subscription. no extra API keys. SELF-HOSTED IS NOT GOING ANYWHERE: Hermes is MIT licensed. open source. free forever. you can still run it on your laptop, VPS, or GPU cluster. nothing changes for self-hosted users. the cloud version is for people who want the agent running without managing the machine. pick your path: → self-hosted: full control. you manage everything. → cloud: zero ops. Nous manages infrastructure. → hybrid: self-host your main agent, cloud for team members. HOW TO START: cloud: self-hosted: hermes setup --portal both connect to the same Nous Portal. same models. same tools. same billing. learn how to replace your entire team with 8 hermes agents 👇
0:20

HERMES AGENT IS NOW IN THE CLOUD. NO VPS. NO TERMINAL. NO SETUP. PICK A MODEL. PICK A SERVER SIZE. AGENT IS LIVE IN 60 SECONDS. Nous Portal just launched hosted Hermes Agent. two clicks. one minute. done. Nous Research WHAT THIS MEANS: before today: install Hermes on a VPS or your laptop. configure providers. set up gateway. manage updates. run hermes setup. edit config.yaml. great for power users. friction for everyone else. now: go to pick a model. pick a server size. your agent is live and reachable in 60 seconds. no terminal. no SSH. no Docker. same Hermes. same features. same tools. someone else handles the infrastructure. FOR TEAMS: this is where it gets interesting. spin up agents for everyone at your org. each team member gets their own Hermes instance. granular access controls per user. unified billing through Nous Portal. your team gets Hermes on day one. no DevOps needed. no VPS per person. one admin dashboard. one bill. WHAT'S INCLUDED: → 300+ models via Nous Portal (Claude, GPT, Gemini, DeepSeek, Grok, MiniMax, and more) → Tool Gateway (web search, image generation, TTS, browser automation) → all messaging platforms (Telegram, Discord, Slack, WhatsApp, Signal) → full feature set (profiles, cron, kanban, skills, memory, sub-agents, MoA, /goal, /learn, /journey) → automatic updates ONE PORTAL. FOUR TIERS: Free: $0/month. pay-as-you-go credits from $10. Plus: $20/month. $22 in monthly usage credit. Super: $100/month. $110 in monthly credit. Ultra: $200/month. $220 in monthly credit. highest rate limits. every paid tier includes Tool Gateway. one OAuth. one subscription. no extra API keys. SELF-HOSTED IS NOT GOING ANYWHERE: Hermes is MIT licensed. open source. free forever. you can still run it on your laptop, VPS, or GPU cluster. nothing changes for self-hosted users. the cloud version is for people who want the agent running without managing the machine. pick your path: → self-hosted: full control. you manage everything. → cloud: zero ops. Nous manages infrastructure. → hybrid: self-host your main agent, cloud for team members. HOW TO START: cloud: self-hosted: hermes setup --portal both connect to the same Nous Portal. same models. same tools. same billing. learn how to replace your entire team with 8 hermes agents 👇

YanXbt

47,447 views • 3 months ago

M64 is to the Nintendo 64 what the iPhone was to the 3310 Developed by ModRetro, the M64 is presented as the ultimate alternative to the original hardware, featuring the most advanced components on the market and the highest-quality finish that enhances every little detail of the system you remember. Presented in packaging with a ’90s aesthetic, this console comes in a dual-textured plastic case (frosted translucent in any of the five available colors or clear). It’s capable of playing original cartridges, reproductions, backups, homebrew, and, of course, remastered releases and new titles from ModRetro. Through its HDMI output, it supports resolutions of 720p, 1080p, 1440p, and 4K, as well as displaying images at their original resolution on a CRT TV via its own adapter. As you’d expect, the system has no region lock, so you can enjoy your NTSC-USA, NTSC-JAP, and PAL-EUR cartridges like never before. Additionally, both the Expansion Pak and—coming soon—the Controller Pak are emulated by the console, ensuring that the entire original catalog is available in the best possible quality. Its architecture is open-source, easy to disassemble, with no degradable electronics, and gold-plated traces and connectors that ensure optimal preservation of the system over the years. Of course, just like with the Chromatic, its firmware is updatable via Wi-Fi or USB cable, and it features a front-end menu that allows, among other things, for detailed on-the-fly customization of resolutions and filters, as well as the implementation of different overclocking levels that take the 64-bit experience to unprecedented heights. And I can’t forget one of its main selling points: the Pro Controller. A controller that stays true to the original form factor but incorporates improved ergonomic solutions, a ceramic-coated aluminum finish, high-end PBT crystalline polymer buttons, and a state-of-the-art TMR joystick coated in soft polymer and free of any drift; which offers a wider travel range, with four levels of spring tension and a greater degree of tilt, achieving unbeatable precision with no dead zones. Additionally, the stick gates are interchangeable, allowing you to customize your experience by installing the classic octagonal, equidistant hexagonal, or circular models. It also features an ERM vibration motor. You can play with the controller connected via cable or wirelessly using Bluetooth 6.2, which reduces response latency to below 0.65 microseconds. It is powered by a rechargeable battery with a USB-C port or by two AA batteries housed in an included module. Like the console, its firmware is updatable and it’s available in the same colors. You can purchase the M64 for $229.99 and the Pro Controller separately (since the system supports your old N64 or third-party controllers) for $89.99. I can guarantee that with this new ModRetro ecosystem, you’ll not only dust off games you may not have touched in decades, but it will also serve as the perfect incentive to dive into one of the most interesting and iconic game libraries—featuring both single-player and multiplayer titles—with undeniable appeal.
2:49

M64 is to the Nintendo 64 what the iPhone was to the 3310 Developed by ModRetro, the M64 is presented as the ultimate alternative to the original hardware, featuring the most advanced components on the market and the highest-quality finish that enhances every little detail of the system you remember. Presented in packaging with a ’90s aesthetic, this console comes in a dual-textured plastic case (frosted translucent in any of the five available colors or clear). It’s capable of playing original cartridges, reproductions, backups, homebrew, and, of course, remastered releases and new titles from ModRetro. Through its HDMI output, it supports resolutions of 720p, 1080p, 1440p, and 4K, as well as displaying images at their original resolution on a CRT TV via its own adapter. As you’d expect, the system has no region lock, so you can enjoy your NTSC-USA, NTSC-JAP, and PAL-EUR cartridges like never before. Additionally, both the Expansion Pak and—coming soon—the Controller Pak are emulated by the console, ensuring that the entire original catalog is available in the best possible quality. Its architecture is open-source, easy to disassemble, with no degradable electronics, and gold-plated traces and connectors that ensure optimal preservation of the system over the years. Of course, just like with the Chromatic, its firmware is updatable via Wi-Fi or USB cable, and it features a front-end menu that allows, among other things, for detailed on-the-fly customization of resolutions and filters, as well as the implementation of different overclocking levels that take the 64-bit experience to unprecedented heights. And I can’t forget one of its main selling points: the Pro Controller. A controller that stays true to the original form factor but incorporates improved ergonomic solutions, a ceramic-coated aluminum finish, high-end PBT crystalline polymer buttons, and a state-of-the-art TMR joystick coated in soft polymer and free of any drift; which offers a wider travel range, with four levels of spring tension and a greater degree of tilt, achieving unbeatable precision with no dead zones. Additionally, the stick gates are interchangeable, allowing you to customize your experience by installing the classic octagonal, equidistant hexagonal, or circular models. It also features an ERM vibration motor. You can play with the controller connected via cable or wirelessly using Bluetooth 6.2, which reduces response latency to below 0.65 microseconds. It is powered by a rechargeable battery with a USB-C port or by two AA batteries housed in an included module. Like the console, its firmware is updatable and it’s available in the same colors. You can purchase the M64 for $229.99 and the Pro Controller separately (since the system supports your old N64 or third-party controllers) for $89.99. I can guarantee that with this new ModRetro ecosystem, you’ll not only dust off games you may not have touched in decades, but it will also serve as the perfect incentive to dive into one of the most interesting and iconic game libraries—featuring both single-player and multiplayer titles—with undeniable appeal.

Pre-Rendered Backgrounds Aesthetics

24,094 views • 2 months ago

OPEN SOURCE JUST CHANGED GLOBAL INTELLIGENCE 🛰️ With everything happening between US and Iran, you can’t rely only on headlines anymore. Meet World Monitor by Elie Habib a real time global intelligence dashboard that anyone can run locally. This is basically a free, self hosted alternative to expensive OSINT platforms. Here’s what it gives you: • 36+ toggleable map layers military bases, active conflicts, naval vessels, satellite fire detection, protests, infrastructure targets • 150+ live news feeds aggregated in one place • AI powered focal point detection that connects news spikes, military activity, protests and outages into one convergence zone • Country Instability Index with real time risk scores based on protest data, conflicts, displacement, outages and climate anomalies • Temporal anomaly detection like “military flights 3.2x normal for Thursday” using a 90 day rolling baseline • 8 live video streams including Bloomberg, Al Jazeera, Sky News, CNBC directly inside the dashboard • AI summarization runs locally through Ollama no API keys, no data leaving your machine • 4 variants from one codebase geopolitics, tech, finance and even a happy news version Runs as a native desktop app on macOS, Windows and Linux. This is AI powered OSINT, real time geopolitical monitoring, infrastructure tracking and news aggregation — all inside a unified situational awareness interface. Governments spend millions on tools like this. Now it’s 100% free and open source. The future of global intelligence is decentralized. #worldmonitor #usa #uae #iran #israel
2:58

OPEN SOURCE JUST CHANGED GLOBAL INTELLIGENCE 🛰️ With everything happening between US and Iran, you can’t rely only on headlines anymore. Meet World Monitor by Elie Habib a real time global intelligence dashboard that anyone can run locally. This is basically a free, self hosted alternative to expensive OSINT platforms. Here’s what it gives you: • 36+ toggleable map layers military bases, active conflicts, naval vessels, satellite fire detection, protests, infrastructure targets • 150+ live news feeds aggregated in one place • AI powered focal point detection that connects news spikes, military activity, protests and outages into one convergence zone • Country Instability Index with real time risk scores based on protest data, conflicts, displacement, outages and climate anomalies • Temporal anomaly detection like “military flights 3.2x normal for Thursday” using a 90 day rolling baseline • 8 live video streams including Bloomberg, Al Jazeera, Sky News, CNBC directly inside the dashboard • AI summarization runs locally through Ollama no API keys, no data leaving your machine • 4 variants from one codebase geopolitics, tech, finance and even a happy news version Runs as a native desktop app on macOS, Windows and Linux. This is AI powered OSINT, real time geopolitical monitoring, infrastructure tracking and news aggregation — all inside a unified situational awareness interface. Governments spend millions on tools like this. Now it’s 100% free and open source. The future of global intelligence is decentralized. #worldmonitor #usa #uae #iran #israel

CryptoWala

68,394 views • 7 months ago

i burned through my entire GPT-6 Astra weekly quota in 3 days so i'm replacing my $200/mo Codex subscription with this... a free 32,960-star GitHub repo that runs GLM-5.3 Flash, Kimi K3, and DeepSeek V4 Flash locally [here's the exact setup i used:] 1. get colibri download the release archive for Linux, macOS, or Windows. no compiler needed. python3 coli info 2. or build it from source git clone cd colibri/c ./setup.sh cd .. 3. pick a model GLM-5.3 Flash: 321B, ~195 GB converted, 25 GB RAM DeepSeek V4 Flash: 284B, ~167 GB, or ~85 GB for the REAP 150B version Kimi K3: 2.8T, ~1.6 TB snapshot, 32 GB+ RAM none of them needs a GPU. a GPU only makes some runs faster. 4. get the weights GLM-5.3 Flash uses the dedicated converter: python3 tools/convert_glm53.py --outdir /nvme/glm53_i4 --min-free-gb 30 DeepSeek V4 Flash and Kimi K3 load from their original Hugging Face snapshots. pre-converted containers work too. 5. run it COLI_MODEL=/nvme/glm53_i4 ./coli chat ./coli web --model /nvme/glm53_i4 # dashboard ./coli serve --model /nvme/glm53_i4 # headless API 6. tune it ./coli doctor # readiness check ./coli plan # RAM/VRAM/disk placement ./coli tune # fastest safe profile `coli` reads `config.json` and picks the right engine for each model. the tradeoff is honest: no token bill, no hosted quota... but you need the storage. the frontier moved from your subscription to your SSD.
1:03

i burned through my entire GPT-6 Astra weekly quota in 3 days so i'm replacing my $200/mo Codex subscription with this... a free 32,960-star GitHub repo that runs GLM-5.3 Flash, Kimi K3, and DeepSeek V4 Flash locally [here's the exact setup i used:] 1. get colibri download the release archive for Linux, macOS, or Windows. no compiler needed. python3 coli info 2. or build it from source git clone cd colibri/c ./setup.sh cd .. 3. pick a model GLM-5.3 Flash: 321B, ~195 GB converted, 25 GB RAM DeepSeek V4 Flash: 284B, ~167 GB, or ~85 GB for the REAP 150B version Kimi K3: 2.8T, ~1.6 TB snapshot, 32 GB+ RAM none of them needs a GPU. a GPU only makes some runs faster. 4. get the weights GLM-5.3 Flash uses the dedicated converter: python3 tools/convert_glm53.py --outdir /nvme/glm53_i4 --min-free-gb 30 DeepSeek V4 Flash and Kimi K3 load from their original Hugging Face snapshots. pre-converted containers work too. 5. run it COLI_MODEL=/nvme/glm53_i4 ./coli chat ./coli web --model /nvme/glm53_i4 # dashboard ./coli serve --model /nvme/glm53_i4 # headless API 6. tune it ./coli doctor # readiness check ./coli plan # RAM/VRAM/disk placement ./coli tune # fastest safe profile `coli` reads `config.json` and picks the right engine for each model. the tradeoff is honest: no token bill, no hosted quota... but you need the storage. the frontier moved from your subscription to your SSD.

Avid

429,264 views • 1 month ago

ChatGPT 5.5 is cooked. Claude Opus 4.7 is cooked. Every $420/mo SaaS AI just got an open-source assassin. Mind blown: an open-source desktop AI just hit #7 trending overnight, runs 100% on your laptop, ships with 100+ native integrations, and is quietly killing the entire ChatGPT-subscription era. Introducing OpenHuman by tinyhumansai -> your Personal AI super intelligence. Private. Simple. Powerful. Two weeks ago they quietly dropped it on GitHub. Today: 300+ stars, 100+ daily paying users, 1,129 commits, zero marketing budget. > What is OpenHuman? A native desktop agent (macOS, Windows, Linux) that lives on YOUR machine instead of feeding your data back to OpenAI. Download the app, sign in once, and the agent harness gives you 100+ native connectors out of the box: Gmail, Slack, Notion, GitHub, Reddit, Instagram, Calendar, Drive, Telegram, Discord, and dozens more. One click each. From that moment it builds an encrypted, on-device knowledge base of your entire digital life. No terminal. No Python envs. No API keys. No CLI. > What the agent actually does: Steven, the creator, just dropped a Loom showing real prompts: - "Send Mark a joke" -> drafts in your voice and ships it. - "List my top 5 emails today" -> surfaces what matters from a flooded inbox. - "Summarize that thread and email it to the team" -> done in 3 seconds. One prompt --> multiple connected tools --> end-to-end execution. No tab-switching. > What's actually inside: - Screen intelligence -> the agent SEES what's on your screen and feeds it into your local context. - Memory-aware keyboard autocomplete -> system-wide, in YOUR voice, trained on YOUR past replies. Gmail Smart Compose for your entire OS. - Local knowledge base -> every email, message, and note parsed, embedded, encrypted, on YOUR device. Day 30 it knows you better than your therapist. - 75% Rust core -> memory-safe, brutally fast, runs local AI directly on your machine. > The "but wait" moment: OpenClaw and Hermes Agent are excellent. But they live in the terminal. Virtualenvs. SKILL.md files. Shell debugging at 2am. OpenHuman doesn't ask any of that. Their README compares itself to "The Tet" from Oblivion -- that alien superintelligence Morgan Freeman calls "a brilliant machine". And tomorrow they're dropping the official OpenHuman mascot. Sneak peek already in Steven's Loom. The cloud-first AI decade is ending. OpenHuman is GPL-3, fully auditable, shipping a release every few days. Save this -- you just got the link to the thing replacing every SaaS AI on the market. -> Repo:
0:31

ChatGPT 5.5 is cooked. Claude Opus 4.7 is cooked. Every $420/mo SaaS AI just got an open-source assassin. Mind blown: an open-source desktop AI just hit #7 trending overnight, runs 100% on your laptop, ships with 100+ native integrations, and is quietly killing the entire ChatGPT-subscription era. Introducing OpenHuman by tinyhumansai -> your Personal AI super intelligence. Private. Simple. Powerful. Two weeks ago they quietly dropped it on GitHub. Today: 300+ stars, 100+ daily paying users, 1,129 commits, zero marketing budget. > What is OpenHuman? A native desktop agent (macOS, Windows, Linux) that lives on YOUR machine instead of feeding your data back to OpenAI. Download the app, sign in once, and the agent harness gives you 100+ native connectors out of the box: Gmail, Slack, Notion, GitHub, Reddit, Instagram, Calendar, Drive, Telegram, Discord, and dozens more. One click each. From that moment it builds an encrypted, on-device knowledge base of your entire digital life. No terminal. No Python envs. No API keys. No CLI. > What the agent actually does: Steven, the creator, just dropped a Loom showing real prompts: - "Send Mark a joke" -> drafts in your voice and ships it. - "List my top 5 emails today" -> surfaces what matters from a flooded inbox. - "Summarize that thread and email it to the team" -> done in 3 seconds. One prompt --> multiple connected tools --> end-to-end execution. No tab-switching. > What's actually inside: - Screen intelligence -> the agent SEES what's on your screen and feeds it into your local context. - Memory-aware keyboard autocomplete -> system-wide, in YOUR voice, trained on YOUR past replies. Gmail Smart Compose for your entire OS. - Local knowledge base -> every email, message, and note parsed, embedded, encrypted, on YOUR device. Day 30 it knows you better than your therapist. - 75% Rust core -> memory-safe, brutally fast, runs local AI directly on your machine. > The "but wait" moment: OpenClaw and Hermes Agent are excellent. But they live in the terminal. Virtualenvs. SKILL.md files. Shell debugging at 2am. OpenHuman doesn't ask any of that. Their README compares itself to "The Tet" from Oblivion -- that alien superintelligence Morgan Freeman calls "a brilliant machine". And tomorrow they're dropping the official OpenHuman mascot. Sneak peek already in Steven's Loom. The cloud-first AI decade is ending. OpenHuman is GPL-3, fully auditable, shipping a release every few days. Save this -- you just got the link to the thing replacing every SaaS AI on the market. -> Repo:

slash1s

71,250 views • 5 months ago

An Anthropic researcher sat down next to me at a hackathon last week. Claude Opus 4.7 was running 4 agents on my laptop. Live. No manual input. She looked at the terminal and said: "What is this?" I showed her. 4 agents. 678 trades. 81% win rate. $16,200 last 30 days. She worked on the evals team. She'd never seen Claude pointed at 88 million on-chain trades. The setup is 3 public repos. All free. -> 88 million Polymarket trades. Every wallet. Every entry. Every exit. Every resolution. -> the framework that bridges Claude Opus 4.7 directly to live markets. Order placement, position tracking, exit timing. -> real-time WebSocket order book. Depth on both sides. No polling, no lag. Four agents. One loop. Agent 1 identifies which wallets win consistently across 88 million trades. Agent 2 reverse-engineers their entry timing. Agent 3 monitors order book volume spikes. Agent 4 sizes positions using Kelly. No overbet. Drawdown capped at 1.4% over 678 trades. 85% of windows get killed. No trade. The bot only enters when 3 signals align: -> Elite wallet consensus pointing the same direction. -> Price divergence with Binance and Coinbase both agreeing. -> Order book imbalance confirming the bias. Single-source price data was 57% accurate. All three together: 81%. Exit before resolution. Always. Losers hold to 0 or $1. The agents copy their exits. The agents don't gamble on that. My stack: Claude Opus 4.7 at $19/mo, VPS Hetzner at $4.99/mo, Everything else free. Total stats: $23.99/month. 30 days: 678 trades, 81% win rate, net +$16,200, max drawdown -1.2%, avg hold 4h 12m. She asked if Anthropic could test this internally. "We run Claude on benchmarks and evals. Nobody pointed it at a live market dataset with 88 million rows." Claude Opus 4.7 didn't need a system prompt. It read the wallet index, understood the signal structure, and wrote the combiner logic in one pass. The people who built the model hadn't thought to point it at this data. I had. Copy the live trades: -> all 4 agents run 24/7. The window is open right now. Save this, follow me and comment OPUS. I will send the guide to you.
0:26

An Anthropic researcher sat down next to me at a hackathon last week. Claude Opus 4.7 was running 4 agents on my laptop. Live. No manual input. She looked at the terminal and said: "What is this?" I showed her. 4 agents. 678 trades. 81% win rate. $16,200 last 30 days. She worked on the evals team. She'd never seen Claude pointed at 88 million on-chain trades. The setup is 3 public repos. All free. -> 88 million Polymarket trades. Every wallet. Every entry. Every exit. Every resolution. -> the framework that bridges Claude Opus 4.7 directly to live markets. Order placement, position tracking, exit timing. -> real-time WebSocket order book. Depth on both sides. No polling, no lag. Four agents. One loop. Agent 1 identifies which wallets win consistently across 88 million trades. Agent 2 reverse-engineers their entry timing. Agent 3 monitors order book volume spikes. Agent 4 sizes positions using Kelly. No overbet. Drawdown capped at 1.4% over 678 trades. 85% of windows get killed. No trade. The bot only enters when 3 signals align: -> Elite wallet consensus pointing the same direction. -> Price divergence with Binance and Coinbase both agreeing. -> Order book imbalance confirming the bias. Single-source price data was 57% accurate. All three together: 81%. Exit before resolution. Always. Losers hold to 0 or $1. The agents copy their exits. The agents don't gamble on that. My stack: Claude Opus 4.7 at $19/mo, VPS Hetzner at $4.99/mo, Everything else free. Total stats: $23.99/month. 30 days: 678 trades, 81% win rate, net +$16,200, max drawdown -1.2%, avg hold 4h 12m. She asked if Anthropic could test this internally. "We run Claude on benchmarks and evals. Nobody pointed it at a live market dataset with 88 million rows." Claude Opus 4.7 didn't need a system prompt. It read the wallet index, understood the signal structure, and wrote the combiner logic in one pass. The people who built the model hadn't thought to point it at this data. I had. Copy the live trades: -> all 4 agents run 24/7. The window is open right now. Save this, follow me and comment OPUS. I will send the guide to you.

slash1s

46,415 views • 6 months ago

I run my meta ads with OpenClaw🦞 for $0/month 😱 here's the system that runs autonomously: step 1: daily health check → social-cli (major shoutout to Vishal Gopal Ojha) wraps Meta's marketing API (token refresh, pagination, rate limits all handled) → am I on track? what's running? who's winning? who's bleeding? any fatigue? → the same 5 questions I asked Ads Manager every morning for 20 years step 2: catch dying ads before CPA spikes → OpenClaw🦞 pulls daily frequency by ad → frequency > 3.5 = audience is cooked, CTR is about to drop → this one signal saves more money than any dashboard step 3: auto-pause bleeders + shift budget to winners → CPA > 2.5x target for 48hrs? auto-pause. no hesitation. → ranks every campaign by efficiency. recommends shifting spend. → last fri it paused an $87 CPA campaign at 3am and scaled my best performer 30% step 4: write new ad copy from your winners → agent analyzes what's working (hooks, angles, CTAs) → generates variations based on the patterns in YOUR top performers → copy modeled on what already converts in your account. step 5: upload ads directly to your account → new creative + copy → live in Meta Ads Manager → no more downloading, formatting, clicking through the upload flow → agent handles the entire publish cycle step 6: content concepts + morning brief → spots patterns across winners and suggests what to test next → delivers everything to Telegram, Slack, wherever you want it → 90 seconds to read. reply "approved." done. input: your ad account + your target CPA output: an AI that monitors, kills, scales, writes, AND uploads your ads dozens of hours in ad manager → 1 text message I packaged the entire system as the Meta Ads Kit. 5 OpenClaw🦞 skills: - meta-ads (daily checks + auto-pause) - ad-creative-monitor (fatigue detection) - budget-optimizer (efficiency scoring + shift recs) - ad-copy-generator (writes variations from your winners) - ad-upload (publishes creative directly to your account) giving it away free. comment ADS + like + follow (must follow so i can DM)
0:35

I run my meta ads with OpenClaw🦞 for $0/month 😱 here's the system that runs autonomously: step 1: daily health check → social-cli (major shoutout to Vishal Gopal Ojha) wraps Meta's marketing API (token refresh, pagination, rate limits all handled) → am I on track? what's running? who's winning? who's bleeding? any fatigue? → the same 5 questions I asked Ads Manager every morning for 20 years step 2: catch dying ads before CPA spikes → OpenClaw🦞 pulls daily frequency by ad → frequency > 3.5 = audience is cooked, CTR is about to drop → this one signal saves more money than any dashboard step 3: auto-pause bleeders + shift budget to winners → CPA > 2.5x target for 48hrs? auto-pause. no hesitation. → ranks every campaign by efficiency. recommends shifting spend. → last fri it paused an $87 CPA campaign at 3am and scaled my best performer 30% step 4: write new ad copy from your winners → agent analyzes what's working (hooks, angles, CTAs) → generates variations based on the patterns in YOUR top performers → copy modeled on what already converts in your account. step 5: upload ads directly to your account → new creative + copy → live in Meta Ads Manager → no more downloading, formatting, clicking through the upload flow → agent handles the entire publish cycle step 6: content concepts + morning brief → spots patterns across winners and suggests what to test next → delivers everything to Telegram, Slack, wherever you want it → 90 seconds to read. reply "approved." done. input: your ad account + your target CPA output: an AI that monitors, kills, scales, writes, AND uploads your ads dozens of hours in ad manager → 1 text message I packaged the entire system as the Meta Ads Kit. 5 OpenClaw🦞 skills: - meta-ads (daily checks + auto-pause) - ad-creative-monitor (fatigue detection) - budget-optimizer (efficiency scoring + shift recs) - ad-copy-generator (writes variations from your winners) - ad-upload (publishes creative directly to your account) giving it away free. comment ADS + like + follow (must follow so i can DM)

Matthew Berman

641,674 views • 7 months ago

HERMES AGENT BECOMES 10X MORE USEFUL WHEN YOU CONFIGURE THESE 5 THINGS. EACH ONE TAKES 5 MINUTES. MOST USERS NEVER TOUCH THEM. 1. THE RIGHT MODELS one model for everything = wrong model for most things. GPT-5.6 Sol: strongest reasoning. daily driver. access through your ChatGPT subscription (Plus or higher). Max plan unlocks higher reasoning effort. Grok 4.5: live X search. fastest responses. access through your X Premium+ subscription. "find me 3 high-engagement Hermes posts from the last 5 days." Grok pulls directly from X. no scraping. real-time. Kimi K3: design powerhouse. comparable quality to Claude Fable 5 at roughly 30% of the price. takes longer to generate. the quality justifies the wait. connect via Desktop app / Dashboard: Models → add provider. GPT-5.6: ChatGPT subscription → OAuth. Grok 4.5: X subscription → OAuth. Kimi K3: OpenRouter or Nous Portal. switch between them mid-session: /model [name] 2. PARALLEL TOOL CALLS Hermes used to call tools one at a time. Gmail, then calendar, then web search. sequential. now: multiple tool calls run simultaneously. "check my emails, check my calendar, tell me the weather in Dubai, and find the latest Hermes updates." four tools at once. results merge when all finish. what used to take 3 minutes takes 30 seconds. automatic after update. no config needed. hermes update 3. FASTER AND CHEAPER WEB SEARCH two improvements. one automatic, one you configure. AUTOMATIC (update only): v0.19.0 processes web pages differently. clean content straight to the agent without redundant processing steps. 60x faster. 49x cheaper. no config needed. CONFIGURE (Firecrawl): Firecrawl is the default scraping backend. strips HTML, ads, navigation, scripts. returns only the text your agent needs. 500 free credits per month on free tier. get your key from firecrawl .dev. add to .env: FIRECRAWL_API_KEY=your_key Nous Portal subscribers: Firecrawl is included through Tool Gateway. no separate key needed. SAVE MORE (auxiliary model): web summarization defaults to your main model. route it to a cheap model: auxiliary: web_extract: model: google/gemini-3-flash-preview cheap model reads the page. premium model reasons about the content. 4. MORNING BRIEF WITH EMAIL + CALENDAR connect Gmail and Google Calendar via MCP: 1. go to mcp .zapier.com 2. add Gmail: enable read and draft only. never enable send. one automated email from the wrong context can cost a relationship. 3. add Google Calendar: read access. 4. click connect → sign in → regenerate token 5. paste the token into Hermes chat tell your agent: "create a
20:12

HERMES AGENT BECOMES 10X MORE USEFUL WHEN YOU CONFIGURE THESE 5 THINGS. EACH ONE TAKES 5 MINUTES. MOST USERS NEVER TOUCH THEM. 1. THE RIGHT MODELS one model for everything = wrong model for most things. GPT-5.6 Sol: strongest reasoning. daily driver. access through your ChatGPT subscription (Plus or higher). Max plan unlocks higher reasoning effort. Grok 4.5: live X search. fastest responses. access through your X Premium+ subscription. "find me 3 high-engagement Hermes posts from the last 5 days." Grok pulls directly from X. no scraping. real-time. Kimi K3: design powerhouse. comparable quality to Claude Fable 5 at roughly 30% of the price. takes longer to generate. the quality justifies the wait. connect via Desktop app / Dashboard: Models → add provider. GPT-5.6: ChatGPT subscription → OAuth. Grok 4.5: X subscription → OAuth. Kimi K3: OpenRouter or Nous Portal. switch between them mid-session: /model [name] 2. PARALLEL TOOL CALLS Hermes used to call tools one at a time. Gmail, then calendar, then web search. sequential. now: multiple tool calls run simultaneously. "check my emails, check my calendar, tell me the weather in Dubai, and find the latest Hermes updates." four tools at once. results merge when all finish. what used to take 3 minutes takes 30 seconds. automatic after update. no config needed. hermes update 3. FASTER AND CHEAPER WEB SEARCH two improvements. one automatic, one you configure. AUTOMATIC (update only): v0.19.0 processes web pages differently. clean content straight to the agent without redundant processing steps. 60x faster. 49x cheaper. no config needed. CONFIGURE (Firecrawl): Firecrawl is the default scraping backend. strips HTML, ads, navigation, scripts. returns only the text your agent needs. 500 free credits per month on free tier. get your key from firecrawl .dev. add to .env: FIRECRAWL_API_KEY=your_key Nous Portal subscribers: Firecrawl is included through Tool Gateway. no separate key needed. SAVE MORE (auxiliary model): web summarization defaults to your main model. route it to a cheap model: auxiliary: web_extract: model: google/gemini-3-flash-preview cheap model reads the page. premium model reasons about the content. 4. MORNING BRIEF WITH EMAIL + CALENDAR connect Gmail and Google Calendar via MCP: 1. go to mcp .zapier.com 2. add Gmail: enable read and draft only. never enable send. one automated email from the wrong context can cost a relationship. 3. add Google Calendar: read access. 4. click connect → sign in → regenerate token 5. paste the token into Hermes chat tell your agent: "create a

YanXbt

29,620 views • 3 months ago

What does "trust remote code" actually approve? In most local AI tools, the answer is: that repo, indefinitely. That matters more now. In May, HiddenLayer reported a trending Hugging Face repo whose loader. py downloaded an infostealer on Windows. JFrog counted 495 malicious models that month. I spent some time with Unsloth Studio's approach. It handles it differently. Approval is tied to a fingerprint of the scanned code. Change the code, and you're asked again. Critical findings can't be approved. Code it can't scan is blocked. There's no trusted-org bypass. Weights are checked on their own. Studio reads Hugging Face's malware verdict without unpickling the file. Flagged files in the loading path are blocked, including weight shards. .bin weights load with weights_only=True on PyTorch 2.6+. The supply chain gets attention too. PyPI and npm packages are content-scanned. npm packages need to be at least 7 days old. GitHub Actions are pinned, and llama.cpp binaries are checksum-verified. Trivy isn't installed at all, after a compromised Trivy exposed LiteLLM's publishing credentials in March. Accounts are covered as well. Passwords use PBKDF2-HMAC-SHA256, failed logins are rate-limited, and the first admin password is random. Managed accounts can't run repository code. For remote access, --secure serves HTTPS through a Cloudflared tunnel. --disable-tools is recommended when exposing Studio. What it doesn't do: sandbox approved model code. Server-side tools still run as your OS user. Local folders aren't covered by the file check, and a pending scan status doesn't block. That's a reasonable line to draw, as long as you know where it is. Read our full analysis on this: Here is the Unsloth's docs: Unsloth AI Unsloth
0:55

What does "trust remote code" actually approve? In most local AI tools, the answer is: that repo, indefinitely. That matters more now. In May, HiddenLayer reported a trending Hugging Face repo whose loader. py downloaded an infostealer on Windows. JFrog counted 495 malicious models that month. I spent some time with Unsloth Studio's approach. It handles it differently. Approval is tied to a fingerprint of the scanned code. Change the code, and you're asked again. Critical findings can't be approved. Code it can't scan is blocked. There's no trusted-org bypass. Weights are checked on their own. Studio reads Hugging Face's malware verdict without unpickling the file. Flagged files in the loading path are blocked, including weight shards. .bin weights load with weights_only=True on PyTorch 2.6+. The supply chain gets attention too. PyPI and npm packages are content-scanned. npm packages need to be at least 7 days old. GitHub Actions are pinned, and llama.cpp binaries are checksum-verified. Trivy isn't installed at all, after a compromised Trivy exposed LiteLLM's publishing credentials in March. Accounts are covered as well. Passwords use PBKDF2-HMAC-SHA256, failed logins are rate-limited, and the first admin password is random. Managed accounts can't run repository code. For remote access, --secure serves HTTPS through a Cloudflared tunnel. --disable-tools is recommended when exposing Studio. What it doesn't do: sandbox approved model code. Server-side tools still run as your OS user. Local folders aren't covered by the file check, and a pending scan status doesn't block. That's a reasonable line to draw, as long as you know where it is. Read our full analysis on this: Here is the Unsloth's docs: Unsloth AI Unsloth

Marktechpost AI

534,474 views • 13 days ago

Release Notes – July 10 2025 Today’s update delivers a series of enhancements focused on friction-free cross-chain activity and a smoother mobile experience to Closed Alpha Users. 1. Unified Bridging & Swapping (BRAP) Engine -Best-rate execution: BRAP concurrently scans multiple liquidity routes and automatically selects the most favorable path for simple A → B transfers. -Single-step workflow: Move assets such as USDC (AVAX lending position → USDT on Arbitrum) or DAI on Polygon → Solana-based memecoins without manual routing or multiple approvals. Please ensure you have enough gas to execute the txs you are bridging from. 2. Bonk Launchpad Integration Recent Launchpad graduates are now surfaced directly inside the Transaction Agent, enabling one-tap participation as soon as tokens go live. 3. Flexible Signature Management Choose the security model that fits your workflow: -Session Signatures: Approve a set of transactions for a defined period or transaction count with a single signature. -Per-Transaction Signatures: Require an individual confirmation for every transaction. Switch between the two modes at any time via Settings → Authorizations. 4. Multi-Network Gas Payments via BASE PROMPT Use a single BASE PROMPT balance to cover gas fees on Arbitrum, Polygon, Base, and BNB Smart Chain—no need to maintain separate native-token reserves. 5. Mobile UI Upgrade: Collapsible Sidebar A new sidebar improves navigation on smaller screens while maximizing workspace for the tasks that matter most. 6. Contract Agent Access All free users now have access to the contract agent at a low prompt limit to test out the agent, PRO plan will have a higher prompt limit 7. Perps Agent Access -Trade perpetual futures: trade perps of tokens available on Hyperliquid -Built in BRAP function: bridge and swap from any chain to Arbitrum, and directly into your Hyperliquid perps account -Access: All free users can access perps, spot, and swaps with a lower prompt limit, PRO plan will have a higher prompt limit We value your feedback—reach out anytime via Discord or drop us a DM.
4:18

Release Notes – July 10 2025 Today’s update delivers a series of enhancements focused on friction-free cross-chain activity and a smoother mobile experience to Closed Alpha Users. 1. Unified Bridging & Swapping (BRAP) Engine -Best-rate execution: BRAP concurrently scans multiple liquidity routes and automatically selects the most favorable path for simple A → B transfers. -Single-step workflow: Move assets such as USDC (AVAX lending position → USDT on Arbitrum) or DAI on Polygon → Solana-based memecoins without manual routing or multiple approvals. Please ensure you have enough gas to execute the txs you are bridging from. 2. Bonk Launchpad Integration Recent Launchpad graduates are now surfaced directly inside the Transaction Agent, enabling one-tap participation as soon as tokens go live. 3. Flexible Signature Management Choose the security model that fits your workflow: -Session Signatures: Approve a set of transactions for a defined period or transaction count with a single signature. -Per-Transaction Signatures: Require an individual confirmation for every transaction. Switch between the two modes at any time via Settings → Authorizations. 4. Multi-Network Gas Payments via BASE PROMPT Use a single BASE PROMPT balance to cover gas fees on Arbitrum, Polygon, Base, and BNB Smart Chain—no need to maintain separate native-token reserves. 5. Mobile UI Upgrade: Collapsible Sidebar A new sidebar improves navigation on smaller screens while maximizing workspace for the tasks that matter most. 6. Contract Agent Access All free users now have access to the contract agent at a low prompt limit to test out the agent, PRO plan will have a higher prompt limit 7. Perps Agent Access -Trade perpetual futures: trade perps of tokens available on Hyperliquid -Built in BRAP function: bridge and swap from any chain to Arbitrum, and directly into your Hyperliquid perps account -Access: All free users can access perps, spot, and swaps with a lower prompt limit, PRO plan will have a higher prompt limit We value your feedback—reach out anytime via Discord or drop us a DM.

Wayfinder Foundation 🧭

51,681 views • 1 year ago

HERMES AGENT v0.17.0 JUST SHIPPED. "THE REACH RELEASE." 1,475 COMMITS. 800 PRs. 245 CONTRIBUTORS. HERMES NOW REACHES IMESSAGE, RAFT NETWORK, AND CURSOR'S COMPOSER MODEL. the highlights: Nous Research iMESSAGE WITHOUT A MAC RELAY Photon Spectrum integration ships native iMessage support. no Mac in a closet. no BlueBubbles bridge. hermes photon login → device code auth → done. Hermes lives in the blue bubbles now. ASYNC SUBAGENTS NO LONGER BLOCK YOUR CHAT delegate_task(background=true) dispatches a subagent that runs in the background. returns a handle immediately. you keep working. result re-enters as a new turn when it finishes. long research dives stop blocking your main session. IMAGE EDITING, NOT JUST GENERATION image_generate now edits source images. "make this logo blue." "remove the background." "turn this sketch into a render." works across every supported image provider. same tool, new mode. CURSOR'S COMPOSER MODEL VIA GROK OAUTH grok-composer-2.5-fast is in the xAI model picker. 200k context window. fast coding model behind Cursor. your Grok subscription. Hermes's agent loop. no separate API key needed. AUTOMATION BLUEPRINTS schedule tasks without learning cron syntax. "daily news briefing at 8am" becomes a form. one blueprint definition renders everywhere: dashboard form, CLI slash command, Telegram chat, docs catalog entry. answer questions, not memorize 0 8 * * *. FULL PROFILE BUILDER IN DASHBOARD build a complete Hermes profile from the browser. pick model. choose skills. attach MCPs. no config.yaml editing. plus unified multi-profile view with global switcher. SKILLS HUB BROWSER REHAUL connected hubs (OpenAI, Anthropic, HuggingFace, NVIDIA). Featured section. full skill previews before install. security scan on each skill. browsing skills is a real browsing experience now. ATOMIC MEMORY OPERATIONS memory tool gained an operations array. batch add/replace/remove edits applied atomically. the model can free space and add entries in ONE call even when individual adds would overflow the budget. memory updates no longer fail mid-edit. CURATOR STOPPED SPENDING TOKENS BY DEFAULT deterministic skill pruning still runs free. LLM-powered consolidation now opt-in only: curator.consolidate: true to enable. routine background curation costs you zero tokens. WHATSAPP BUSINESS CLOUD API official Meta adapter alongside existing Baileys bridge. no QR-scanning bridge process to keep alive. hosted, first-party WhatsApp channel. TELEGRAM RICH MESSAGES (BOT API 10.1) proper rich formatting. cleaner long-message handling. native markup instead of flattened text. on by default. opt-out available. DESKTOP APP IS NOW A DAILY DRIVER rebindable keyboard shortcuts. native OS notifications. live subagent watch-windows streaming activity. composer model selector with per-model presets. automatic RTL/bidi text. resizable VS Code terminal pane. per-thread composer drafts. install ANY VS Code Marketplace theme. RAFT AGENT NETWORK new bundled adapter connects Hermes to raft. build as an external agent. wake-channel bridge. privacy by contract: wake payloads carry metadata only, never message bodies. SECURE DASHBOARD LOGIN every token-required endpoint returns 401 behind OAuth gate. websocket auth uses served dashboard token. public_url override warnings. exposing your dashboard to the network is safer by default. upgrade: hermes update 300+ issues closed. security round included. hermes-agent ecosystem now at 198K GitHub stars.
2:06

HERMES AGENT v0.17.0 JUST SHIPPED. "THE REACH RELEASE." 1,475 COMMITS. 800 PRs. 245 CONTRIBUTORS. HERMES NOW REACHES IMESSAGE, RAFT NETWORK, AND CURSOR'S COMPOSER MODEL. the highlights: Nous Research iMESSAGE WITHOUT A MAC RELAY Photon Spectrum integration ships native iMessage support. no Mac in a closet. no BlueBubbles bridge. hermes photon login → device code auth → done. Hermes lives in the blue bubbles now. ASYNC SUBAGENTS NO LONGER BLOCK YOUR CHAT delegate_task(background=true) dispatches a subagent that runs in the background. returns a handle immediately. you keep working. result re-enters as a new turn when it finishes. long research dives stop blocking your main session. IMAGE EDITING, NOT JUST GENERATION image_generate now edits source images. "make this logo blue." "remove the background." "turn this sketch into a render." works across every supported image provider. same tool, new mode. CURSOR'S COMPOSER MODEL VIA GROK OAUTH grok-composer-2.5-fast is in the xAI model picker. 200k context window. fast coding model behind Cursor. your Grok subscription. Hermes's agent loop. no separate API key needed. AUTOMATION BLUEPRINTS schedule tasks without learning cron syntax. "daily news briefing at 8am" becomes a form. one blueprint definition renders everywhere: dashboard form, CLI slash command, Telegram chat, docs catalog entry. answer questions, not memorize 0 8 * * *. FULL PROFILE BUILDER IN DASHBOARD build a complete Hermes profile from the browser. pick model. choose skills. attach MCPs. no config.yaml editing. plus unified multi-profile view with global switcher. SKILLS HUB BROWSER REHAUL connected hubs (OpenAI, Anthropic, HuggingFace, NVIDIA). Featured section. full skill previews before install. security scan on each skill. browsing skills is a real browsing experience now. ATOMIC MEMORY OPERATIONS memory tool gained an operations array. batch add/replace/remove edits applied atomically. the model can free space and add entries in ONE call even when individual adds would overflow the budget. memory updates no longer fail mid-edit. CURATOR STOPPED SPENDING TOKENS BY DEFAULT deterministic skill pruning still runs free. LLM-powered consolidation now opt-in only: curator.consolidate: true to enable. routine background curation costs you zero tokens. WHATSAPP BUSINESS CLOUD API official Meta adapter alongside existing Baileys bridge. no QR-scanning bridge process to keep alive. hosted, first-party WhatsApp channel. TELEGRAM RICH MESSAGES (BOT API 10.1) proper rich formatting. cleaner long-message handling. native markup instead of flattened text. on by default. opt-out available. DESKTOP APP IS NOW A DAILY DRIVER rebindable keyboard shortcuts. native OS notifications. live subagent watch-windows streaming activity. composer model selector with per-model presets. automatic RTL/bidi text. resizable VS Code terminal pane. per-thread composer drafts. install ANY VS Code Marketplace theme. RAFT AGENT NETWORK new bundled adapter connects Hermes to raft. build as an external agent. wake-channel bridge. privacy by contract: wake payloads carry metadata only, never message bodies. SECURE DASHBOARD LOGIN every token-required endpoint returns 401 behind OAuth gate. websocket auth uses served dashboard token. public_url override warnings. exposing your dashboard to the network is safer by default. upgrade: hermes update 300+ issues closed. security round included. hermes-agent ecosystem now at 198K GitHub stars.

YanXbt

35,261 views • 4 months ago

Pewbeam is live 🎉 This was just a dream, a dream I didn’t even know was possible—but I decided to pursue it anyway. Today, that dream is now a reality. We have a desktop app (Windows and macOS—this weekend) that can do all of this and even more. Over the last six months, I’ve pushed myself and my team hard, and I’ve seen people become hopeful and genuinely blessed by this product. I’ve received strong support from pastors, church members, techies, and several media houses and reporters. It has been a great honor to spend myself on something worthwhile. We’ve built an AI-native presentation app that displays relevant scriptures on screen in under 80 ms, without needing a volunteer. We’re starting with scriptures, but we’re growing into a comprehensive presentation software, with slides launching next month. From testing Pewbeam in churches over the last four weeks, pastors have been able to focus on what matters instead of juggling or micromanaging the media team while preaching. Church members have been able to follow their pastor’s references in real time and take better notes. In the words of a member from one of the test churches: “Pewbeam changed the way I follow sermons in church completely.” This is the kind of impact I see Pewbeam having on people’s faith and on how church and worship are done. Pewbeam’s mission is to ensure the Church is not left behind in the AI era. We’re starting with this application, with many more to come in the next few months. We’ll keep working with stakeholders in the Christian faith, collect feedback, and build tools that better support discipleship. And unlike previous waves of technology, I believe we can be among the first movers in this AI revolution. With all that said, the final build of the app is ready, and we’re launching for public download on February 25, 2026. The app has a generous free tier for small churches and fellowships, and a paid plan (location-based pricing) that unlocks unlimited access to all features. If you’ve been following this journey, I appreciate you, and I assure you it will be worth it. Please download, subscribe, and use in your church.
1:34

Pewbeam is live 🎉 This was just a dream, a dream I didn’t even know was possible—but I decided to pursue it anyway. Today, that dream is now a reality. We have a desktop app (Windows and macOS—this weekend) that can do all of this and even more. Over the last six months, I’ve pushed myself and my team hard, and I’ve seen people become hopeful and genuinely blessed by this product. I’ve received strong support from pastors, church members, techies, and several media houses and reporters. It has been a great honor to spend myself on something worthwhile. We’ve built an AI-native presentation app that displays relevant scriptures on screen in under 80 ms, without needing a volunteer. We’re starting with scriptures, but we’re growing into a comprehensive presentation software, with slides launching next month. From testing Pewbeam in churches over the last four weeks, pastors have been able to focus on what matters instead of juggling or micromanaging the media team while preaching. Church members have been able to follow their pastor’s references in real time and take better notes. In the words of a member from one of the test churches: “Pewbeam changed the way I follow sermons in church completely.” This is the kind of impact I see Pewbeam having on people’s faith and on how church and worship are done. Pewbeam’s mission is to ensure the Church is not left behind in the AI era. We’re starting with this application, with many more to come in the next few months. We’ll keep working with stakeholders in the Christian faith, collect feedback, and build tools that better support discipleship. And unlike previous waves of technology, I believe we can be among the first movers in this AI revolution. With all that said, the final build of the app is ready, and we’re launching for public download on February 25, 2026. The app has a generous free tier for small churches and fellowships, and a paid plan (location-based pricing) that unlocks unlimited access to all features. If you’ve been following this journey, I appreciate you, and I assure you it will be worth it. Please download, subscribe, and use in your church.

dára sobaloju

850,086 views • 7 months ago

Mesa County, Colorado Dominion System Was WIDE OPEN, any computer in the WORLD could connect to the EMS server and flip votes with a few clicks in the 2020 Election. 36 wireless devices, global SQL access via port 1433, uncertified software, and live vote manipulation DEMONSTRATED. Certification was illegal. System should have been decertified immediately. This is the 2nd forensic report to Mesa County, Colorado, connected to Tina Peters. The most significant findings allowed unrestricted global SQL access. The EMS server was configured so any computer in the world could connect directly to the SQL databases via port 1433, default SQL port. Windows Firewall allowed inbound connections from any IP address with no restrictions. All SQL protocols were enabled. Shared Memory, Named Pipes, and TCP/IP, making remote access trivial. 36 wireless devices identified built into the DVS D-Suite system, 35 in voting components like Dell Latitude/Optiplex ICVA/ICC machines and ICX tablets + 1 Dell E3DW wireless printer on the EMS server. These were vulnerable to known attacks (KRACK). Self-signed certificate used for encryption, vulnerable to man-in-the-middle attacks. Shared/default passwords for administrative accounts, violating user accountability requirements. Audit logs overwritten/deleted by design and configuration, building on Report #1 findings. Uncertified software, Microsoft SQL Server Management Studio (SSMS) was installed on the server, May 7, 2017, but not listed in the official certification application or test report for DVS D-Suite 5.1-CO. Live vote manipulation was demonstrated using SSMS, changing just two values in the dbo.Choice table, internalMachineId for candidates, flipped vote totals between candidates, one example altered tens of thousands of votes in the demo. Multiple election databases, including 2020 General, municipal, etc., were fully accessible and modifiable. Anyone at a logged-in EMS server could alter databases in seconds with SSMS. From any non-Dominion computer on the same subnet. From a cell phone/iPhone connected to the network using a free SQL app, successfully identified the server and modified data. These are HUGE security risks of enormous proportions, compromising the 2020 Election in multiple ways with multiple attack vectors.
8:02

Mesa County, Colorado Dominion System Was WIDE OPEN, any computer in the WORLD could connect to the EMS server and flip votes with a few clicks in the 2020 Election. 36 wireless devices, global SQL access via port 1433, uncertified software, and live vote manipulation DEMONSTRATED. Certification was illegal. System should have been decertified immediately. This is the 2nd forensic report to Mesa County, Colorado, connected to Tina Peters. The most significant findings allowed unrestricted global SQL access. The EMS server was configured so any computer in the world could connect directly to the SQL databases via port 1433, default SQL port. Windows Firewall allowed inbound connections from any IP address with no restrictions. All SQL protocols were enabled. Shared Memory, Named Pipes, and TCP/IP, making remote access trivial. 36 wireless devices identified built into the DVS D-Suite system, 35 in voting components like Dell Latitude/Optiplex ICVA/ICC machines and ICX tablets + 1 Dell E3DW wireless printer on the EMS server. These were vulnerable to known attacks (KRACK). Self-signed certificate used for encryption, vulnerable to man-in-the-middle attacks. Shared/default passwords for administrative accounts, violating user accountability requirements. Audit logs overwritten/deleted by design and configuration, building on Report #1 findings. Uncertified software, Microsoft SQL Server Management Studio (SSMS) was installed on the server, May 7, 2017, but not listed in the official certification application or test report for DVS D-Suite 5.1-CO. Live vote manipulation was demonstrated using SSMS, changing just two values in the dbo.Choice table, internalMachineId for candidates, flipped vote totals between candidates, one example altered tens of thousands of votes in the demo. Multiple election databases, including 2020 General, municipal, etc., were fully accessible and modifiable. Anyone at a logged-in EMS server could alter databases in seconds with SSMS. From any non-Dominion computer on the same subnet. From a cell phone/iPhone connected to the network using a free SQL app, successfully identified the server and modified data. These are HUGE security risks of enormous proportions, compromising the 2020 Election in multiple ways with multiple attack vectors.

The SCIF

52,211 views • 3 months ago

HERMES AGENT SUPPORTS 300+ MODELS. PICKING THE RIGHT ONE PER TASK IS THE DIFFERENCE BETWEEN $5/MONTH AND $50. STARTING OUT: Claude Sonnet 4.6. official recommendation from Nous Research. "the model this project was built and tested with." strong reasoning. reliable tool calling. mid-range pricing. PREMIUM TIER: Claude Opus 4.8. best coding benchmarks available. self-correcting reasoning. catches its own mistakes. 1M context. use for demanding tasks where quality matters. GPT-5.5. #1 Chatbot Arena. #1 GPQA Diamond reasoning (94.1%). #1 creative writing. 2M context. handles entire codebases in one pass. Grok 4.30. the only frontier model with live X firehose access. real-time social data, breaking news, market sentiment. connects via Grok OAuth. no separate API key. Grok-Composer-2.5-Fast (v0.17.0). Cursor's coding model. 200K context. available through your Grok subscription via OAuth. no extra cost if you already pay for Grok. MID-RANGE TIER: Claude Sonnet 4.6. best balance of quality and cost for daily use. strongest prose and tool calling in this tier. Gemini 2.5 Pro. Google Search grounding built in. cites sources. verifies claims. pulls current data. 2M context. best for research-heavy workflows. GPT-4.1. reliable tool calling. solid general reasoning. good middle ground when you need OpenAI compatibility. BUDGET TIER: Claude Haiku 4.5. fastest Anthropic model. cheapest paid Claude option. strong at classification, routing, simple queries. use for auxiliary tasks: compression, vision, web extraction, approval scoring. DeepSeek V4. best cost-to-quality ratio in the market. 90% cache discount on repeated context. use for sub-agents and bulk parallel work. DeepSeek V4 Flash. cheapest paid model worth using. 1M context. MIT license. self-hostable. use for cron jobs, monitoring, routine searches. MiniMax M3. Nous Research and MiniMax collaborating on optimization. 1M context via lightning attention. 59% SWE-Bench Pro. beats several premium models on coding. one of the most-used models inside Hermes. FREE / LOCAL: Qwen 3.5 27B via Ollama. 16GB VRAM. reliable tool calling. best free local model for Hermes as of mid-2026. Qwen 3 8B. 8GB VRAM. fits a $7 VPS. handles routine tasks at zero API cost. Llama 4 Maverick. best open-weight tool calling. 1M context. needs more VRAM but strongest local option. HOW TO ASSIGN MODELS: main model: Desktop app / Dashboard → Models → switch sub-agent model: set in Desktop app, Dashboard, or config.yaml: delegation: model: "deepseek/deepseek-v4" auxiliary models (compression, vision, web extract): Desktop app / Dashboard → Models → Auxiliary Haiku 4.5 or Gemini Flash work well here. saves significantly when your main model is premium. per-profile: each Hermes profile gets its own model. Scout on DeepSeek. Analyst on Sonnet. Briefer on budget model. Coder on Opus. per-cron-job: pin a specific model to any cron job. morning brief on Haiku. deep research on Sonnet. monitoring on DeepSeek Flash. each job uses only the model it needs. per-session: /model deepseek/deepseek-v4-flash hot-swap mid-conversation. no restart needed. FALLBACK CHAINS: if your primary model is unavailable, Hermes automatically switches to the next provider. rate limit or server error = next model in the chain. no failed runs. no manual intervention. set in Desktop app, Dashboard, or config.yaml: fallback_providers: - openrouter - nous - codex PROVIDER PATHS: OPENROUTER: 300+ models under one API key. pay per token. most flexible. NOUS PORTAL: 300+ models + Tool Gateway (web search, image gen, TTS, browser). one OAuth. one subscription. 10% off token-billed providers. CHATGPT SUB: GPT-5.5 + Grok via OAuth. included tokens with $20 subscription. OLLAMA: free. local. private. zero API cost. your hardware only. mix providers across profiles and tasks. Scout on OpenRouter. Analyst on Nous Portal. Coder on ChatGPT sub. Monitor on Ollama. THE RULE: premium for work that needs deep reasoning. mid-range for daily driver tasks. budget for volume and background work. free for monitoring and routine jobs. pricing changes fast. check openrouter ai for current rates before committing. Which is your favourite model and for what task? full 15 levels breakdown in the article 👇
0:51

HERMES AGENT SUPPORTS 300+ MODELS. PICKING THE RIGHT ONE PER TASK IS THE DIFFERENCE BETWEEN $5/MONTH AND $50. STARTING OUT: Claude Sonnet 4.6. official recommendation from Nous Research. "the model this project was built and tested with." strong reasoning. reliable tool calling. mid-range pricing. PREMIUM TIER: Claude Opus 4.8. best coding benchmarks available. self-correcting reasoning. catches its own mistakes. 1M context. use for demanding tasks where quality matters. GPT-5.5. #1 Chatbot Arena. #1 GPQA Diamond reasoning (94.1%). #1 creative writing. 2M context. handles entire codebases in one pass. Grok 4.30. the only frontier model with live X firehose access. real-time social data, breaking news, market sentiment. connects via Grok OAuth. no separate API key. Grok-Composer-2.5-Fast (v0.17.0). Cursor's coding model. 200K context. available through your Grok subscription via OAuth. no extra cost if you already pay for Grok. MID-RANGE TIER: Claude Sonnet 4.6. best balance of quality and cost for daily use. strongest prose and tool calling in this tier. Gemini 2.5 Pro. Google Search grounding built in. cites sources. verifies claims. pulls current data. 2M context. best for research-heavy workflows. GPT-4.1. reliable tool calling. solid general reasoning. good middle ground when you need OpenAI compatibility. BUDGET TIER: Claude Haiku 4.5. fastest Anthropic model. cheapest paid Claude option. strong at classification, routing, simple queries. use for auxiliary tasks: compression, vision, web extraction, approval scoring. DeepSeek V4. best cost-to-quality ratio in the market. 90% cache discount on repeated context. use for sub-agents and bulk parallel work. DeepSeek V4 Flash. cheapest paid model worth using. 1M context. MIT license. self-hostable. use for cron jobs, monitoring, routine searches. MiniMax M3. Nous Research and MiniMax collaborating on optimization. 1M context via lightning attention. 59% SWE-Bench Pro. beats several premium models on coding. one of the most-used models inside Hermes. FREE / LOCAL: Qwen 3.5 27B via Ollama. 16GB VRAM. reliable tool calling. best free local model for Hermes as of mid-2026. Qwen 3 8B. 8GB VRAM. fits a $7 VPS. handles routine tasks at zero API cost. Llama 4 Maverick. best open-weight tool calling. 1M context. needs more VRAM but strongest local option. HOW TO ASSIGN MODELS: main model: Desktop app / Dashboard → Models → switch sub-agent model: set in Desktop app, Dashboard, or config.yaml: delegation: model: "deepseek/deepseek-v4" auxiliary models (compression, vision, web extract): Desktop app / Dashboard → Models → Auxiliary Haiku 4.5 or Gemini Flash work well here. saves significantly when your main model is premium. per-profile: each Hermes profile gets its own model. Scout on DeepSeek. Analyst on Sonnet. Briefer on budget model. Coder on Opus. per-cron-job: pin a specific model to any cron job. morning brief on Haiku. deep research on Sonnet. monitoring on DeepSeek Flash. each job uses only the model it needs. per-session: /model deepseek/deepseek-v4-flash hot-swap mid-conversation. no restart needed. FALLBACK CHAINS: if your primary model is unavailable, Hermes automatically switches to the next provider. rate limit or server error = next model in the chain. no failed runs. no manual intervention. set in Desktop app, Dashboard, or config.yaml: fallback_providers: - openrouter - nous - codex PROVIDER PATHS: OPENROUTER: 300+ models under one API key. pay per token. most flexible. NOUS PORTAL: 300+ models + Tool Gateway (web search, image gen, TTS, browser). one OAuth. one subscription. 10% off token-billed providers. CHATGPT SUB: GPT-5.5 + Grok via OAuth. included tokens with $20 subscription. OLLAMA: free. local. private. zero API cost. your hardware only. mix providers across profiles and tasks. Scout on OpenRouter. Analyst on Nous Portal. Coder on ChatGPT sub. Monitor on Ollama. THE RULE: premium for work that needs deep reasoning. mid-range for daily driver tasks. budget for volume and background work. free for monitoring and routine jobs. pricing changes fast. check openrouter ai for current rates before committing. Which is your favourite model and for what task? full 15 levels breakdown in the article 👇

YanXbt

17,138 views • 4 months ago

An OpenAI researcher sat down next to me at a coffee shop in Mission District I had my terminal open. Three panels. Live trades scrolling. He was reading something on his laptop. Glanced over. Stopped reading. "That's not a dashboard. That's a live scoring engine. What model is running that" I told him. Claude Code. Four repos. $25 a month. He closed his laptop. "I work at OpenAI. We benchmarked Claude internally last month. You're using it to trade prediction markets?" I opened one link. 86 million trades. Every wallet. Every entry. Every exit. The entire Polymarket history since day one. "This is public? We quoted a seven-figure budget to reconstruct this kind of dataset from on-chain data. The project is still in review" I told him Claude Code connects directly. It reads the whole dataset. Finds the wallets that win. Then finds WHY they win. Then copies the pattern. He pulled his chair closer. "Walk me through the exit logic" Top wallets exit before resolution 91% of the time. They capture 86% of the move and cut losers at 12%. Everyone else holds to 58%. Same entries. Completely different exits. My bot cuts at 85% of expected move. Or on a 3x volume spike. Whichever hits first. "Who gave you that threshold" Claude Code found it in poly_data. In about 20 minutes. "We had a team of nine working on this exact problem for six months. They never shipped it. You did it in a weekend with a competitor's model" I opened another link. Three commands. 500+ markets. No API key. Claude scores them in 20 minutes. "That's our internal eval pipeline. Except it took us six months and you built it on a Saturday" My setup: Claude API - $20/mo VPS - $5/mo poly_data - free polymarket-cli - free 19 days. 4 agents. 74% win rate. +$9,400. Copytrade here: I showed him the article where I broke down every repo, every command, every dollar. He read it for five minutes. Then looked up. "You just published what we presented to Sam last quarter. Using the other team's model" He texted me the next morning. "My director found your thread. Take it down" Too late.
0:20

An OpenAI researcher sat down next to me at a coffee shop in Mission District I had my terminal open. Three panels. Live trades scrolling. He was reading something on his laptop. Glanced over. Stopped reading. "That's not a dashboard. That's a live scoring engine. What model is running that" I told him. Claude Code. Four repos. $25 a month. He closed his laptop. "I work at OpenAI. We benchmarked Claude internally last month. You're using it to trade prediction markets?" I opened one link. 86 million trades. Every wallet. Every entry. Every exit. The entire Polymarket history since day one. "This is public? We quoted a seven-figure budget to reconstruct this kind of dataset from on-chain data. The project is still in review" I told him Claude Code connects directly. It reads the whole dataset. Finds the wallets that win. Then finds WHY they win. Then copies the pattern. He pulled his chair closer. "Walk me through the exit logic" Top wallets exit before resolution 91% of the time. They capture 86% of the move and cut losers at 12%. Everyone else holds to 58%. Same entries. Completely different exits. My bot cuts at 85% of expected move. Or on a 3x volume spike. Whichever hits first. "Who gave you that threshold" Claude Code found it in poly_data. In about 20 minutes. "We had a team of nine working on this exact problem for six months. They never shipped it. You did it in a weekend with a competitor's model" I opened another link. Three commands. 500+ markets. No API key. Claude scores them in 20 minutes. "That's our internal eval pipeline. Except it took us six months and you built it on a Saturday" My setup: Claude API - $20/mo VPS - $5/mo poly_data - free polymarket-cli - free 19 days. 4 agents. 74% win rate. +$9,400. Copytrade here: I showed him the article where I broke down every repo, every command, every dollar. He read it for five minutes. Then looked up. "You just published what we presented to Sam last quarter. Using the other team's model" He texted me the next morning. "My director found your thread. Take it down" Too late.

Lunar

159,962 views • 6 months ago

Don't Buy a Mac Mini for Clawdbot: The Secret $10,000 Architecture That Costs You Nothing clawdbot might be the reason you feel like you need a ten thousand dollar computer right now but i am about to show you why that fomo is going to leave you broke. if you have been watching everyone rush out to buy mac minis and mac studios just to run open claw or some local models you are witnessing a massive transfer of wealth from your pocket to apple for no reason. there is a specific setup i use that costs almost nothing and keeps my main machine safe from whatever these autonomous agents are doing. if you stick with me i will walk you through the exact architecture of a professional trading system that handles the heavy lifting without you needing to drop a single rack on hardware most people are scared of running these bots on their main computer because they don't want an agent messing with their personal files or browser sessions. instead of buying a second mac mini for six hundred dollars you can just go to the top left of your screen and create a brand new user profile. this acts like a completely isolated sandbox where you can install all your trading tools and agents without them ever seeing your main data. it is essentially like getting a free computer for the price of five minutes of clicking around your settings but what if you aren't on a mac or you need to access your system while you are traveling without carrying three laptops in your backpack. this is where the first loop of professional automation starts to close because i use something called chrome remote desktop to bridge the gap. this allows me to leave a dedicated machine running in a safe place while i access the full desktop environment from a tablet or a cheap laptop anywhere in the world. it solves the mobility issue but it still doesn't solve the problem of those massive ten thousand dollar price tags for high end mac pros if you are a pc user or just someone who doesn't want to own physical hardware yet you should look into a windows vps through a provider like contabo. most developers will tell you to use a linux terminal but if you aren't a coder yet you need a visual interface you can actually see. getting a windows server allows you to log in and see a desktop just like your home computer for about fifteen dollars a month. i usually recommend at least twelve gigabytes of ram to keep things from getting janky when you are running multiple browser windows and agents at once now you might be thinking that the whole point of the big hardware was to run local models like kimi or glm to save on api costs. i spent years thinking i had to own the machines myself and i even spent hundreds of thousands on developers before i realized i could just do this myself. the secret to running those massive open source models without the ten thousand dollar investment is renting gpu power by the hour. sites like lambda labs let you spin up a monster machine that can run any model in existence for just a couple dollars an hour this is the ultimate pivot because it allows you to test if your strategy actually prints money before you commit to the hardware. you can turn the server on when you are iterating and turn it off the second you are done which keeps your overhead near zero. if you haven't proven that your bot can pay for itself yet then buying a mac studio is just an expensive hobby rather than a business move. there is a much bigger loophole involving the anthropic subscriptions that most people are completely overlooking right now right now i am using a specific plan with claude code that costs about two hundred dollars a month but it lets me run open claw all day without hitting api limits. if i were paying for those same tokens through the standard api i would probably be spending hundreds of dollars every single day. it is a massive cost savings that allows you to iterate and fail until you find a winning strategy without draining your bank account. even if they eventually close this loophole or snitch on the usage patterns it serves as the perfect training ground for a data dog the goal is to find a system that works with a smaller or cheaper model like haiku before you ever try to scale up to the heavy weights. if you can make a strategy profitable using a less intelligent and cheaper model then you know you have found real alpha. once you have that foundation you can decide if it finally makes sense to build your own custom pc rig which will always be half the price of an apple machine. i am an apple guy so i usually pay the tax anyway but i only do it once the system is already generating enough to cover the cost ten times over i believe that code is the great equalizer because it took me from losing money and getting liquidated to having fully automated systems doing the work for me. i had to learn to live with the iterations and the failures on youtube to get to this point of clarity. the universe tends to get out of your way once you make a non negotiable contract with yourself to see the process through to the end. you don't need the flashy hardware or the most expensive setup to start winning in this game stay focused on the logic and the data rather than the hype and the fomo that everyone else is falling for. if you can master the bridge between renting power and owning your logic you will be ahead of ninety nine percent of the people in this space. the path to a fully automated life isn't paved with expensive gadgets but with the discipline to iterate until the system finally prints
16:04

Don't Buy a Mac Mini for Clawdbot: The Secret $10,000 Architecture That Costs You Nothing clawdbot might be the reason you feel like you need a ten thousand dollar computer right now but i am about to show you why that fomo is going to leave you broke. if you have been watching everyone rush out to buy mac minis and mac studios just to run open claw or some local models you are witnessing a massive transfer of wealth from your pocket to apple for no reason. there is a specific setup i use that costs almost nothing and keeps my main machine safe from whatever these autonomous agents are doing. if you stick with me i will walk you through the exact architecture of a professional trading system that handles the heavy lifting without you needing to drop a single rack on hardware most people are scared of running these bots on their main computer because they don't want an agent messing with their personal files or browser sessions. instead of buying a second mac mini for six hundred dollars you can just go to the top left of your screen and create a brand new user profile. this acts like a completely isolated sandbox where you can install all your trading tools and agents without them ever seeing your main data. it is essentially like getting a free computer for the price of five minutes of clicking around your settings but what if you aren't on a mac or you need to access your system while you are traveling without carrying three laptops in your backpack. this is where the first loop of professional automation starts to close because i use something called chrome remote desktop to bridge the gap. this allows me to leave a dedicated machine running in a safe place while i access the full desktop environment from a tablet or a cheap laptop anywhere in the world. it solves the mobility issue but it still doesn't solve the problem of those massive ten thousand dollar price tags for high end mac pros if you are a pc user or just someone who doesn't want to own physical hardware yet you should look into a windows vps through a provider like contabo. most developers will tell you to use a linux terminal but if you aren't a coder yet you need a visual interface you can actually see. getting a windows server allows you to log in and see a desktop just like your home computer for about fifteen dollars a month. i usually recommend at least twelve gigabytes of ram to keep things from getting janky when you are running multiple browser windows and agents at once now you might be thinking that the whole point of the big hardware was to run local models like kimi or glm to save on api costs. i spent years thinking i had to own the machines myself and i even spent hundreds of thousands on developers before i realized i could just do this myself. the secret to running those massive open source models without the ten thousand dollar investment is renting gpu power by the hour. sites like lambda labs let you spin up a monster machine that can run any model in existence for just a couple dollars an hour this is the ultimate pivot because it allows you to test if your strategy actually prints money before you commit to the hardware. you can turn the server on when you are iterating and turn it off the second you are done which keeps your overhead near zero. if you haven't proven that your bot can pay for itself yet then buying a mac studio is just an expensive hobby rather than a business move. there is a much bigger loophole involving the anthropic subscriptions that most people are completely overlooking right now right now i am using a specific plan with claude code that costs about two hundred dollars a month but it lets me run open claw all day without hitting api limits. if i were paying for those same tokens through the standard api i would probably be spending hundreds of dollars every single day. it is a massive cost savings that allows you to iterate and fail until you find a winning strategy without draining your bank account. even if they eventually close this loophole or snitch on the usage patterns it serves as the perfect training ground for a data dog the goal is to find a system that works with a smaller or cheaper model like haiku before you ever try to scale up to the heavy weights. if you can make a strategy profitable using a less intelligent and cheaper model then you know you have found real alpha. once you have that foundation you can decide if it finally makes sense to build your own custom pc rig which will always be half the price of an apple machine. i am an apple guy so i usually pay the tax anyway but i only do it once the system is already generating enough to cover the cost ten times over i believe that code is the great equalizer because it took me from losing money and getting liquidated to having fully automated systems doing the work for me. i had to learn to live with the iterations and the failures on youtube to get to this point of clarity. the universe tends to get out of your way once you make a non negotiable contract with yourself to see the process through to the end. you don't need the flashy hardware or the most expensive setup to start winning in this game stay focused on the logic and the data rather than the hype and the fomo that everyone else is falling for. if you can master the bridge between renting power and owning your logic you will be ahead of ninety nine percent of the people in this space. the path to a fully automated life isn't paved with expensive gadgets but with the discipline to iterate until the system finally prints

Moon Dev

17,382 views • 8 months ago