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GPT-5.5 + OpenMed Agent planning a 64-step clinical workflow. Watch plans, sub-plans, and tool calls materialize, every step visible, every finalization gated. Medical intelligence on Hugging Face. The loop is the product.

Maziyar PANAHI

18,090 subscribers

25,417 просмотров • 2 месяцев назад •via X (Twitter)

Anya Rossi• Live Now

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Let me explain the agent loop, simple It's the core of every agentic system, and the part most people overcomplicate It's just this: 1. Send messages to the model 2. Model responds, maybe calls a tool 3. You run the tool 4. Append the result back to messages 5. Repeat until stop_reason is end_turn Step 4 is the whole thing, the write-back is what makes it an agent The model has to see what actually happened before it decides the next move That's the entire loop... understand this cold before you reach for a framework

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Daemon Lite is our next step toward simpler onboarding. Builders now get the power of Daemon in a focused workbench, without being dropped into every advanced tool at once. Open a project. Ask the agent. Build on Solana.

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What is the best video editing agent for short form social? Does it actually work? We watched professional video editors, step by step, as they built short-form social reels in Adobe Premiere Pro. Today we're open-sourcing this preview dataset on Hugging Face, to make AI agents better at editing videos. The data set is 234 annotated steps across 4 computer-use trajectories. Editors narrated their reasoning aloud as they worked, so every step pairs a screenshot with the expert's own thought, a structured action, and executable grounding: >a Premiere MCP tool call, keyboard shortcut, menu path, or coordinate click. >The format follows the AgentNet trajectory schema, extended with a Premiere action taxonomy and multi-path execution. ***That makes it directly usable for computer-use agent SFT, reasoning mid-training, tool-use and function calling, and benchmarking agents against a human expert baseline. Enjoy!

What is the best video editing agent for short form social? Does it actually work? We watched professional video editors, step by step, as they built short-form social reels in Adobe Premiere Pro. Today we're open-sourcing this preview dataset on Hugging Face, to make AI agents better at editing videos. The data set is 234 annotated steps across 4 computer-use trajectories. Editors narrated their reasoning aloud as they worked, so every step pairs a screenshot with the expert's own thought, a structured action, and executable grounding: >a Premiere MCP tool call, keyboard shortcut, menu path, or coordinate click. >The format follows the AgentNet trajectory schema, extended with a Premiere action taxonomy and multi-path execution. ***That makes it directly usable for computer-use agent SFT, reasoning mid-training, tool-use and function calling, and benchmarking agents against a human expert baseline. Enjoy!

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Shazam

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Keep your AI agents running through process crashes and network drops. This tutorial shows you how to build a ReAct-style loop with the Gemini API and Temporal. Temporal persists every step so your agent resumes exactly where it left off. Learn more →

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Man, I used to spend forever throwing random prompts at AI and getting inconsistent junk every time. Now I actually have this smooth 6-step workflow same influencer character every video. GPT Image 2 for the first frame, Seedance 2.0 for the motion, then killer lip-sync. Feels like I’ve got a whole production crew in my laptop My Reels are finally hitting different 🤞

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Seedance 2.0 + Claude Code is f*cking insane 🤯 I built a Claude skill that creates UGC ads on demand. One product + one prompt = the AI creator, the script, the scene-by-scene shot list, and the finished video. All inside Claude Code. Perfect for DTC brands and agencies who can't afford to keep paying $500-$1,500 per UGC video and waiting 2 weeks for revisions. This skill eliminates the entire loop: → Tell Claude the product, ad angle, and length → Skill writes the GPT Image 2.0 prompt to generate the AI creator from scratch → Skill writes every scene prompt, dialogue line, and delivery direction → Pipes it into Seedance 2.0 with character + product + voice locked → Speed up + caption in CapCut → Ship the ad in 20 minutes No more paying $11 per video on Arcads. No more 2-week revision cycles. No more PR boxes to creators who ghost you. What you get: → Perfect character consistency across every scene → Voice consistency that holds clip-to-clip → Real product fidelity using your actual product photo as a reference → Multi-scene day-in-life, testimonial, and action-shot formats out of the box Built 100% with a Claude skill + Seedance 2.0. I recorded a full step-by-step tutorial showing the exact workflow so you can build these AI UGC ads yourself. Want the full breakdown? > Like this post > Comment "UGC" And I'll send it over (must be following so I can DM)

Mike Futia

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Traditional factory automation follows three rules: 1. Minimise degrees of freedom 2. Minimise actuation 3. Minimise the requirement for feedback Let geometry and gravity do the hard work. This is a step feeder. Reciprocating plates push parts upward, one step at a time. Parts that sit stable on the ledge rise to the top. Parts that don't? They tip off and fall back into the hopper. A chain conveyor carries the parts along and a simple tool knocks off any that are misaligned. No robot. No vision. No gripper. Just continuous circulation until every part finds its perfect orientation. Bowl feeders, gravity slides, step feeders, escapements—all built on the same principle. Constrain movement. Let shape and weight do the sorting. Modern robotics throws sensors, actuators, and computing at every problem. Sometimes the smarter move is less.

Jack 🤖

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Claude "Puzzling" while GPT 5.6 on GOD-MODE just bade a banger that's mindblowing. Here's the exact way to get a site like this, step by step: > open the desktop app, pick Sol, reasoning on High. taste work never goes to small models > drop it 3 sites with motion you love and one line: "reverse-engineer the art direction: mood, typography, pacing, and WHY each animation exists. save it as a style bible" > brief in one paragraph, goal not steps: "[your niche] site, cinematic scroll, every animation has a job. follow the bible" > house rules on top: no template hero, no stock gradients, nothing on the page moves without a reason > now the bar: "a motion designer can't tell this from an agency build." spin up a SECOND 5.6 with fresh context whose only job is to FAIL the build against that bar > /loop overnight: build, grade, close the biggest gap, again. you're asleep for all of it > when the verifier runs out of complaints: tag Sites. live URL, one click, zero hosting The deeper version of every step (the full contract, the house rules, the verifier trick, when Ultra is worth the bill) is in the article below. P.S. send the article to your GPT and tell it "we're doing this tonight".

Claude "Puzzling" while GPT 5.6 on GOD-MODE just bade a banger that's mindblowing. Here's the exact way to get a site like this, step by step: > open the desktop app, pick Sol, reasoning on High. taste work never goes to small models > drop it 3 sites with motion you love and one line: "reverse-engineer the art direction: mood, typography, pacing, and WHY each animation exists. save it as a style bible" > brief in one paragraph, goal not steps: "[your niche] site, cinematic scroll, every animation has a job. follow the bible" > house rules on top: no template hero, no stock gradients, nothing on the page moves without a reason > now the bar: "a motion designer can't tell this from an agency build." spin up a SECOND 5.6 with fresh context whose only job is to FAIL the build against that bar > /loop overnight: build, grade, close the biggest gap, again. you're asleep for all of it > when the verifier runs out of complaints: tag Sites. live URL, one click, zero hosting The deeper version of every step (the full contract, the house rules, the verifier trick, when Ultra is worth the bill) is in the article below. P.S. send the article to your GPT and tell it "we're doing this tonight".

Miraqle

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this Adaptive agent uses GPT's new image model to run your entire creative + marketing team, on autopilot. here's how any business can replace their whole marketing op with it: - generates fresh on-brand creatives for every platform, daily - writes and schedules the content across every channel - replies to every comment the second it drops - DMs every lead and turns cold interest into booked clients - boosts paid ads from your best-performing organic posts - doubles down on the creatives that win, kills the ones that don't - tracks performance + adjusts strategy automatically, 24/7 every step from brand → booked client is fully automated. reply "AGENT" + RT and I'll send you the full guide so you can set it up too

Chris

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OpenAI has introduced the ChatGPT Agent, which handles complex multi-step tasks from research to automation. Genspark goes further in some areas: In addition to user-friendly office tools (Slides, Docs, Sheets, AI Secretary, AI Drive), Genspark scores with dynamic tool orchestration and an intelligent feedback loop - a clear added value, especially for individuals and small teams. ChatGPT Agent Offers browser and API access, terminal control and deep search capabilities. Strengths include high security mechanisms, comprehensive user control and integration with productivity tools such as Gmail and Calendar. Ideal for end users and teams who need maximum control and data protection. Genspark Super Agent Enables no-code workflows, creates high-quality visual content (slides, videos) and automates entire workflows. With tool calling, the agent automatically selects the best solution from over 80 integrated tools - e.g. for CRM queries, task management or API access. The feedback loop allows the agent to monitor the use of a tool during execution and dynamically switch to another tool or adapt the workflow if necessary. Thanks to this multi-model architecture, Genspark often works more precisely and efficiently in benchmarks than comparable systems.

OpenAI has introduced the ChatGPT Agent, which handles complex multi-step tasks from research to automation. Genspark goes further in some areas: In addition to user-friendly office tools (Slides, Docs, Sheets, AI Secretary, AI Drive), Genspark scores with dynamic tool orchestration and an intelligent feedback loop - a clear added value, especially for individuals and small teams. ChatGPT Agent Offers browser and API access, terminal control and deep search capabilities. Strengths include high security mechanisms, comprehensive user control and integration with productivity tools such as Gmail and Calendar. Ideal for end users and teams who need maximum control and data protection. Genspark Super Agent Enables no-code workflows, creates high-quality visual content (slides, videos) and automates entire workflows. With tool calling, the agent automatically selects the best solution from over 80 integrated tools - e.g. for CRM queries, task management or API access. The feedback loop allows the agent to monitor the use of a tool during execution and dynamically switch to another tool or adapt the workflow if necessary. Thanks to this multi-model architecture, Genspark often works more precisely and efficiently in benchmarks than comparable systems.

Chubby♨️

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Pink police booths are being established across West Bengal, marking a strong step forward in ensuring women’s safety under the BJP government. With dedicated women police officers deployed for round the clock duty, these booths will provide immediate assistance, build trust at the grassroots level, and create a visible sense of security in every locality. This is governance with intent and sensitivity. Safer streets, stronger communities, and a clear message that every woman in Bengal matters, every hour of the day and night.

BJP West Bengal

34,945 просмотров • 2 месяцев назад

vietnamese guy with no team made $16,564 in a single month from faceless youtube videos the entire channel is built by AI and he showed every step he opened youtube studio live. $16,564 in pure adsense. no sponsors, no affiliates the workflow is one loop. claude writes the script, an image tool renders every frame, a voice clone narrates. 45 minutes per video, 2-3 uploads a day the channel looks like a real production made it. it's one guy in vietnam with a laptop and three browser tabs he picked a high-CPM niche with almost no competition. that's the part most people skip. the content doesn't matter if the niche math is wrong first month was under $400. he didn't change the format. he changed the topic. revenue jumped the next month and never came back down the whole system runs without him showing his face, recording his voice, or editing a single frame save it before the niche fills up

vietnamese guy with no team made $16,564 in a single month from faceless youtube videos the entire channel is built by AI and he showed every step he opened youtube studio live. $16,564 in pure adsense. no sponsors, no affiliates the workflow is one loop. claude writes the script, an image tool renders every frame, a voice clone narrates. 45 minutes per video, 2-3 uploads a day the channel looks like a real production made it. it's one guy in vietnam with a laptop and three browser tabs he picked a high-CPM niche with almost no competition. that's the part most people skip. the content doesn't matter if the niche math is wrong first month was under $400. he didn't change the format. he changed the topic. revenue jumped the next month and never came back down the whole system runs without him showing his face, recording his voice, or editing a single frame save it before the niche fills up

0xbobaa

51,419 просмотров • 2 дней назад

If you're not doing this yet, you're leaving money on the table. Animation-style ads are scaling fast — and with our new feature, making them is stupidly easy. - Reference video - Claude prompt - Product image - All for $1 Clones backgrounds, typography, zooms, cut rhythm, and pacing, then swaps in your product, your face, your voice. I made a step-by-step guide on how to build these. Comment "EDIT" and I'll DM it

If you're not doing this yet, you're leaving money on the table. Animation-style ads are scaling fast — and with our new feature, making them is stupidly easy. - Reference video - Claude prompt - Product image - All for $1 Clones backgrounds, typography, zooms, cut rhythm, and pacing, then swaps in your product, your face, your voice. I made a step-by-step guide on how to build these. Comment "EDIT" and I'll DM it

George Stock

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