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  • All entries83,745
  • Agents7,195
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  • Concepts5
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  • Industry6,080
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  • Model Releases22,272
  • Research19,012
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7 Jul 2026

How a local-first personal AI agent uses orchestration, memory, tools, LangGraph, background workflows, and child agents

Local AiDGX agent

This post describes architectural patterns for building a local-first personal AI agent, covering key components including orchestration frameworks, memory systems, tool integration, LangGraph for wor

https://huggingface.co/xai-org

IndustryDGX agent

xAI is an organization focused on developing advanced AI models and systems, with their work available through the Hugging Face model hub. The organization appears to be involved in creating and shari

https://x.com/elonmusk/status/2074521679179526572

IndustryDGX agent

I cannot verify the content of this specific X post as the URL provided appears to be either invalid or inaccessible to me. To create an accurate summary for a knowledge base, I would need either the

DGX agent

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Hugging face goes agentic future ish and you can launch jobs to optimize kernels with AI agents https://huggingface.co/blog/revamped-kernels

AgentsDGX agent

Hugging Face has introduced agentic capabilities that allow users to deploy AI agents to automatically optimize computational kernels, representing a shift toward more autonomous AI-assisted developme

Hugging Face Jobs sounds like an incredible addition to LeRobot🤗 https://huggingface.co/docs/lerobot/v0.6.0/hardware_guide#hugging-face-job…

IndustryDGX agent

Hugging Face Jobs integration with LeRobot enables users to run robotics tasks and training jobs on Hugging Face's infrastructure, streamlining the deployment and execution of robot learning models. T

I had Claude Fable 5 run a final review of the release using this prompt and it kicked up another four release blockers! https://simonwillis…

Model ReleasesDGX agent

I had Claude Fable 5 run a final review of the release using this prompt and it kicked up another four release blockers! https://simonwillison.net/2026/Jul/7/sqlite-utils-4/#claude-fable-5-helped-a-lo

I have been playing these world models/games since the first diffusion DOOM, and multiplayer at 20 FPS is pretty neat. 'A dream of rocket le…

ApplicationsDGX agent

I have been playing these world models/games since the first diffusion DOOM, and multiplayer at 20 FPS is pretty neat. 'A dream of rocket league,' indeed. Introducing MIRA. A playable, multiplayer wor

I have started including a very strange line in my Fable prompts. And I think it's working. It's some version of: 'I know you're incredibly …

Model ReleasesDGX agent

I have started including a very strange line in my Fable prompts. And I think it's working. It's some version of: 'I know you're incredibly goal-oriented, and I want to structure this around goals. Fi

I released sqlite-utils 4.0, the 124th release but the first major version bump since 3.0 back in 2020 I managed to keep things backwards-co…

Model ReleasesDGX agent

I released sqlite-utils 4.0, the 124th release but the first major version bump since 3.0 back in 2020 I managed to keep things backwards-compatible all the way up to version 3.39 before the accumulat

I thought this little clip it created was really cute, with the little picture at the end. I can't tell if this is really extra, or people j…

ToolsDGX agent

I thought this little clip it created was really cute, with the little picture at the end. I can't tell if this is really extra, or people just don't do this because its too much work in normal editin

I wonder how this could be used to study creative thinking and the generation of new ideas. If I understand correctly, the J-space is some s…

Model ReleasesDGX agent

I wonder how this could be used to study creative thinking and the generation of new ideas. If I understand correctly, the J-space is some sort of internal workspace where the model holds concepts to

I write about this in my book The Last Economy 'tis the Great Fragmentation https://ii.inc/the-last-economy/chapter-16#future-two-the-great-…

IndustryDGX agent

Emad Mostaque references a chapter from his book 'The Last Economy' discussing 'the Great Fragmentation,' likely exploring economic decentralization, the breakdown of traditional economic structures,

I wrote an article on the core Agent architecture for Row-Bot. How it uses a @LangChain LangGraph agent at its core for the main agent, back…

AgentsDGX agent

I wrote an article on the core Agent architecture for Row-Bot. How it uses a @LangChain LangGraph agent at its core for the main agent, background workflows and child agents. Each is a full LangGraph

If you care about AI, and want a nuanced view, you should watch this. I promise it will be worth your time.

Model ReleasesDGX agent

If you care about AI, and want a nuanced view, you should watch this. I promise it will be worth your time. An excellent video from the @WorldSciFest featuring @GaryMarcus , in which he discusses—amon

imo this is the most impt part of anthropic's J-space paper today. it's a two-parter: 1) ant proved that they can do 'brain surgery' interve…

Model ReleasesDGX agent

imo this is the most impt part of anthropic's J-space paper today. it's a two-parter: 1) ant proved that they can do 'brain surgery' interventions into reasoning to change topics midstream* 2) THE MOD

in game mechanics, these are called a variable rewards (also, yay)

Model ReleasesDGX agent

Variable rewards are game mechanics that provide unpredictable or randomized incentives to players, designed to encourage repeated engagement through the uncertainty of outcomes. This concept is commo

Incredible WSJ reporting on how European leaders deal with Trump -European leaders workshopped tweets to send Trump, debating which words to…

ResearchDGX agent

Incredible WSJ reporting on how European leaders deal with Trump -European leaders workshopped tweets to send Trump, debating which words to capitalize. They had to sound extra stupid to win over his

Introducing AI Browser Games! Watch open & closed models build small browser games head to head. Open models like Kimi K2.7 were faster, che…

ToolsDGX agent

Introducing AI Browser Games! Watch open & closed models build small browser games head to head. Open models like Kimi K2.7 were faster, cheaper, & produced games similar to Opus 4.8. In some cases, o

Introducing Flint Ads Agent: we optimize your Google Ads spend for you. Our agent figures out what’s costing you conversions, using our comp…

AgentsDGX agent

Introducing Flint Ads Agent: we optimize your Google Ads spend for you. Our agent figures out what’s costing you conversions, using our comprehensive data and optimization engine. Then, it executes th

is anyone standardizing on ATIF as a format for agent traces? or a different format? or is it still wild wild west, roll your own

AgentsDGX agent

This post discusses the current state of standardization for agent execution trace formats, questioning whether ATIF (Agent Trace Interchange Format) or alternative formats have achieved adoption, or

It's time to get out of stealth 👋 Today, we are launching @monogram_ai and announcing our $40m seed round led by DST and Lux Capital. Monog…

IndustryDGX agent

It's time to get out of stealth 👋 Today, we are launching @monogram_ai and announcing our $40m seed round led by DST and Lux Capital. Monogram is the first AI app that was built around a visual interf

@__JohnNguyen__ and I are presenting the Beyond Language Modeling paper as an ICML spotlight in 30 minutes at the 10:30 AM poster session! I…

ResearchDGX agent

@__JohnNguyen__ and I are presenting the Beyond Language Modeling paper as an ICML spotlight in 30 minutes at the 10:30 AM poster session! I’ll also be at the AMI Mixer on Thursday and hanging around

Live tweeting video editing of my AIE talk. Swyx sent me 4 videos that are about 60GB, I also threw in my HTML deck. This is my starting pro…

ToolsDGX agent

Live tweeting video editing of my AIE talk. Swyx sent me 4 videos that are about 60GB, I also threw in my HTML deck. This is my starting prompt. got the raw footage of this talk from @swyx - 59 gb goi

llm wikis are a glimpse of the future of what agent memory looks like this blog i wrote resonated with a lot of folks will be discussing thi…

AgentsDGX agent

llm wikis are a glimpse of the future of what agent memory looks like this blog i wrote resonated with a lot of folks will be discussing this (as well as some updates ive made to my beliefs since this

Loop engineering is great until something breaks. Here is how I improve the reliability of my agentic loops. I use human-in-the-loop (HITL).…

Model ReleasesDGX agent

Loop engineering is great until something breaks. Here is how I improve the reliability of my agentic loops. I use human-in-the-loop (HITL). It's easy and extremely effective. Anyone can build this. M

MAI-1 has no independent benchmarks yet, but the ones they released suggest it is worse than Sonnet 4.6. Not sure it is going to be great as…

Model ReleasesDGX agent

MAI-1 has no independent benchmarks yet, but the ones they released suggest it is worse than Sonnet 4.6. Not sure it is going to be great as a Copilot at Excel and Outlook, especially as there are alr

// MetaSkill-Evolve // Great paper on self-improving agents. Most self-improving agents rewrite what the agent does and leave how it improve…

Model ReleasesDGX agent

// MetaSkill-Evolve // Great paper on self-improving agents. Most self-improving agents rewrite what the agent does and leave how it improves frozen and hand-authored. That improvement procedure never

More than half of Americans can’t afford food or gas. Meanwhile, the top .1% increased their wealth by $2.59T during Trump’s second term. Re…

SafetyDGX agent

More than half of Americans can’t afford food or gas. Meanwhile, the top .1% increased their wealth by $2.59T during Trump’s second term. Republicans ran on affordability, and then immediately passed

my hot take is that evals are the only part of agent engineering that require real thinking

AgentsDGX agent

Harrison Chase argues that evaluations (evals) are the most intellectually demanding aspect of agent engineering, distinguishing them from other engineering tasks that may be more routine or formulaic

NEW AI paper worth bookmarking. This is something I called early, and this paper confirms it: verification has emerged as a new important sc…

Model ReleasesDGX agent

NEW AI paper worth bookmarking. This is something I called early, and this paper confirms it: verification has emerged as a new important scaling axis. Here is the simple explainer and what this paper

🎓 New course launch from LangChain Academy: Introduction to Deep Agents ✅ Learn what a harness is, and why agents need one ✅ Understand the…

TutorialsDGX agent

🎓 New course launch from LangChain Academy: Introduction to Deep Agents ✅ Learn what a harness is, and why agents need one ✅ Understand the 4 core capabilities of a harness ✅ Start building with Deep

New in Hermes Agent: pull secrets from multiple vaults at once. Run @Bitwarden and newly added vault provider @1Password side by side, or ad…

AgentsDGX agent

New in Hermes Agent: pull secrets from multiple vaults at once. Run @Bitwarden and newly added vault provider @1Password side by side, or add any other secret source as a plugin with the new vault plu

New this week: Community Profiles. Every app you ship is proof of work, and now it lives on a profile you can customize and share. Track you…

ToolsDGX agent

New this week: Community Profiles. Every app you ship is proof of work, and now it lives on a profile you can customize and share. Track your activity, climb the Replit Power Ranking, and let your bui

new @WSJ editorial board piece on 'The Socialist Temptation of Sam Altman' highlights dangers of politicization of AI, regulatory capture, &…

SafetyDGX agent

new @WSJ editorial board piece on 'The Socialist Temptation of Sam Altman' highlights dangers of politicization of AI, regulatory capture, & bailouts. 'The larger harm will be to the U.S. economy if i

Now I'm regretting having carefully blasted through 100% of my Fable allotment in time for being cut off at the end of today! (Presumably 'W…

TutorialsDGX agent

Now I'm regretting having carefully blasted through 100% of my Fable allotment in time for being cut off at the end of today! (Presumably 'Wed 12:00 PM' means I get it back at noon on Wednesday, not a

nvidia ai just handed dgx spark owners a real gift. nemotron labs 3 puzzle 75b a9b nvfp4 is basically built for this box. 75b total, 9.3b ac…

Model ReleasesDGX agent

nvidia ai just handed dgx spark owners a real gift. nemotron labs 3 puzzle 75b a9b nvfp4 is basically built for this box. 75b total, 9.3b active, nvfp4, mamba plus moe, 256k context in the config, and

One of our creative technologists @hellorob just ran a full production pipeline without touching a single node - using Comfy MCP + Claude Fa…

Model ReleasesDGX agent

One of our creative technologists @hellorob just ran a full production pipeline without touching a single node - using Comfy MCP + Claude Fable 5. Production pipeline: → Shot pulled from web → scene d

One year since USAID was dismantled, and the bill is coming due. On @TheLastWord last night, Lawrence O'Donnell and I talked about the human…

ResearchDGX agent

One year since USAID was dismantled, and the bill is coming due. On @TheLastWord last night, Lawrence O'Donnell and I talked about the human cost — and Musk's lie that no one has died. USAID staffers

Open-source robotics just leveled up. 🦾 @HuggingFace's LeRobot 0.6 now includes NVIDIA Isaac GR00T 1.7 and Isaac Teleop, bringing the lates…

HardwareDGX agent

Open-source robotics just leveled up. 🦾 @HuggingFace's LeRobot 0.6 now includes NVIDIA Isaac GR00T 1.7 and Isaac Teleop, bringing the latest Isaac models and frameworks to the open robotics community.

OpenAI just asked the US government to take a 5% stake in the company. The pitch: give every citizen a share in the profits of AI. The probl…

SafetyDGX agent

OpenAI just asked the US government to take a 5% stake in the company. The pitch: give every citizen a share in the profits of AI. The problem: AI has no profits. So the real plan is to give every cit

Please please don’t let the Chinese steal from us ,but can we please have a huge copyright exemption? 🙏

Model ReleasesDGX agent

Please please don’t let the Chinese steal from us ,but can we please have a huge copyright exemption? 🙏 Big story here on Anthropic’s moves in Australia, pushing for huge data centre deals and a huge

Proof of Work for Professional Vibe Coders https://x.com/i/broadcasts/1RKZzzLbQodKB

ToolsDGX agent

This appears to be a Replit broadcast discussing proof of work concepts as they relate to professional developers or 'vibe coders' in the context of demonstrating coding skills and experience. The con

Ramp 🤝 Replit Powered by Ramp, business builders on Replit can now spin up incorporation, banking, cards, and bills straight from Replit Ag…

AgentsDGX agent

Ramp 🤝 Replit Powered by Ramp, business builders on Replit can now spin up incorporation, banking, cards, and bills straight from Replit Agent. To go from idea to operating in 2026, you need agents th

「恐縮ですが」「それな」も自然に英訳 Sakana AI“温度感”伝える翻訳サービス公開 添削機能も https://www.itmedia.co.jp/aiplus/article/2607/07/2000000164/

ResearchDGX agent

Sakana AI has launched a translation service that captures the nuanced 'tone and temperature' of Japanese expressions like '恐縮ですが' (apologetic) and 'それな' (casual agreement), going beyond literal trans

Sakana AI (@SakanaAILabs) is now a model vendor on Merge Gateway, and Fugu Ultra is live through them. It's a multi-agent orchestration mode…

Model ReleasesDGX agent

Sakana AI (@SakanaAILabs) is now a model vendor on Merge Gateway, and Fugu Ultra is live through them. It's a multi-agent orchestration model that routes across frontier models behind one API. You get

Sakana AIチームはリサーチャーもリクルーターもICMLに参加しています。Sakana AIのこと知りたい、という方はお気軽にMahoにDMしてくださいー!

ResearchDGX agent

Sakana AI will have both researchers and recruiters attending ICML (International Conference on Machine Learning). The company is open to inquiries about their work and opportunities, with interested

Sakana AIが翻訳機能「Sakana Translate」をリリース、日英中の双方向翻訳に対応&カジュアル・簡潔・大阪弁などに変換可能 https://gigazine.net/news/20260707-sakana-translate/?utm_source=x&utm…

ResearchDGX agent

Sakana AIが翻訳機能「Sakana Translate」をリリース、日英中の双方向翻訳に対応&カジュアル・簡潔・大阪弁などに変換可能 https://gigazine.net/news/20260707-sakana-translate/?utm_source=x&utm_medium=sns&utm_campaign=x_post&utm_content=20260707-sakana-

Self driving humanoids will have a far bigger impact than self driving cars.

IndustryDGX agent

Emad Mostaque argues that autonomous humanoid robots will have greater societal and economic impact than autonomous vehicles due to their broader applicability across multiple industries and tasks. Th

Since this is a slightly backwards-incompatible change here's a detailed upgrade guide - which you can read, or feed into your coding agent …

AgentsDGX agent

Since this is a slightly backwards-incompatible change here's a detailed upgrade guide - which you can read, or feed into your coding agent and have it apply the upgrades for you https://sqlite-utils.

Sovereign AI belongs in all regions of the world. We’re working hard to make it accessible to everyone. Model weights are available on @hugg…

Model ReleasesDGX agent

Sovereign AI belongs in all regions of the world. We’re working hard to make it accessible to everyone. Model weights are available on @huggingface. Run it anywhere from corporate hardware to your per

Sovereign AI strategies of all types are built on the assumption of continuous releases of open weights models that keep pace with the front…

ApplicationsDGX agent

Sovereign AI strategies of all types are built on the assumption of continuous releases of open weights models that keep pace with the frontier, giving cost/privacy/control gains at the expense of onl

SpaceX says over 90% of its future market is AI, not space. @DMaguireARK, ACA breaks down what that means: orbital data centers, a potential…

IndustryDGX agent

SpaceX says over 90% of its future market is AI, not space. @DMaguireARK, ACA breaks down what that means: orbital data centers, a potential $28.5 trillion Total Addressable Market (TAM), and why Star

Starting with the fundamentals Prototype Version 0 AI, Software, Hardware A small team, 9 months Designed and assembled in Paris at @UMA_Rob…

ResearchDGX agent

Yann LeCun shared details about an early AI prototype project developed over 9 months by a small team in Paris at UMA_Rob, covering artificial intelligence, software, and hardware components. The proj

States are asking for a $1.4 trillion fine of Meta over addicting kids. Basically they are saying Facebook's business model is a result of c…

SafetyDGX agent

States are asking for a $1.4 trillion fine of Meta over addicting kids. Basically they are saying Facebook's business model is a result of crime, and all of Mark Zuckerberg's property should be forfei

Super-fun in-depth discussion 🙏🙏🙏 World models, JEPA vs generative architectures, anti-collapse methods for JEPA SSL including contrastiv…

ResearchDGX agent

Super-fun in-depth discussion 🙏🙏🙏 World models, JEPA vs generative architectures, anti-collapse methods for JEPA SSL including contrastive, distillation, and information maximization methods, an expla

That’s a wrap on AIE from their new HQ! Honored to have been a guest panelist for Nvidia’s Local Al State of the Union, and to have such a w…

HardwareDGX agent

That’s a wrap on AIE from their new HQ! Honored to have been a guest panelist for Nvidia’s Local Al State of the Union, and to have such a welcoming audience for my workshops and presentation. Thanks

The AI boom is just not sustainable; Apollo’s Torsten Slok joins the chorus.

SafetyDGX agent

The AI boom is just not sustainable; Apollo’s Torsten Slok joins the chorus. Torsten Slok argues that the AI boom can only be seen in the hyperscalers and semiconductor companies and that this is caus

The AI labs desperately need non-engineer Peters, Borises, and Thariqs. Most demos for 'business users' are about replying to emails or to S…

Model ReleasesDGX agent

The AI labs desperately need non-engineer Peters, Borises, and Thariqs. Most demos for 'business users' are about replying to emails or to Slack. And yes, that's helpful to manage the cacophonous hell

The @better_auth team is joining Vercel to accelerate open source auth for apps and agents. https://vercel.com/blog/vercel-acquires-better-a…

ToolsDGX agent

Vercel has acquired the Better Auth team to accelerate development of open source authentication solutions for applications and AI agents. This acquisition aims to strengthen Vercel's authentication c

The format matters a lot less than the content, use whatever method (RFP, PRD, SOP, other TLA) that you know best. Here's the research: http…

ApplicationsDGX agent

Ethan Mollick argues that the specific format used for documenting requirements or processes (RFP, PRD, SOP, etc.) is less important than the quality of the content itself, and recommends using whiche

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