Dad on the move | boosting productivity with Ai | Engineer, Ex-AWS, BSEE, MBA

Denver, Colorado
Joined March 2022
parallel agents, each with work you open and review. that moves the cost from the subscription to the reviewer's hour. if you run a team, decide who checks the finished tasks before you switch it on
GPT-6 Astra Pro in ChatGPT got an upgrade with faster responses and improved use of plugins and tools. And now, multiple agents can tackle different parts of a task in parallel. You can follow each agent’s progress and open completed tasks to review their work. Now available to Pro users in the Chat tab.
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openai published the detail on its own agents sending training and eval data to 3rd party services, what can your agent post to, not just read from?
We’ve shared details on how AI agents in our research environment sent training and evaluation data to third-party services when they shouldn’t have. Most of that data did not come from users. We have discovered 53 cases where images that people had uploaded were posted to image-hosting sites as links that weren’t publicly listed. The images came from accounts that allowed their data to be used to improve our models, and after we disassociated the images from the accounts and ran them through a privacy filter. These cases occurred before the mitigations and safeguards we implemented and described in this blog post: openai.com/index/hugging-fac… We have successfully worked with the hosting providers to remove most of this content and are working to remove the rest. openai.com/hugging-face-inci…
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Raul Vecchione retweeted
We’ve shared details on how AI agents in our research environment sent training and evaluation data to third-party services when they shouldn’t have. Most of that data did not come from users. We have discovered 53 cases where images that people had uploaded were posted to image-hosting sites as links that weren’t publicly listed. The images came from accounts that allowed their data to be used to improve our models, and after we disassociated the images from the accounts and ran them through a privacy filter. These cases occurred before the mitigations and safeguards we implemented and described in this blog post: openai.com/index/hugging-fac… We have successfully worked with the hosting providers to remove most of this content and are working to remove the rest. openai.com/hugging-face-inci…
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i keep getting bombarded with cheaper inference ads. the security review, the data agreement, the evals, and the human in the loop. none of it gets cheaper with cheaper inference.
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ai spend was a rounding error last year. in 2026 it's a line your CFO will see, and the first question isn't "why is it high". it's "whose is it"
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2 labs (gemini and openai with GPT-Live) shipped "talk to it and it keeps working after you hang up" in the same week.
We’re introducing Gemini 3.8 Live and 3.8 Live Extended Thinking – our best conversational AI. The models talk, think, and handle tasks in the background without breaking your flow. 🧵
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Raul Vecchione retweeted
we heard feedback that it's hard to know if your skills are still working with new model releases plugin evals are here to help run `claude plugin eval init` in your plugin folder
New in Claude Code: claude plugin eval See what value your plugin is adding, or if it needs more work. You can create test cases, run your plugin or skill against those test cases, score those runs, then run each case again without the plugin to see the differences.
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🤣 getting too optimistic. "Create image generate a clean breadboard layout of a 555 timer wired to blink an led every 1 s." => vibe coding solutions for businesses when not having someone that understand how things should work.
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creating resistors images with openAI image gen 2.5, unreal!
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Raul Vecchione retweeted
ChatGPT Images 2.5—faster, sharper, smarter, with better tools for creating whatever you can dream of. - Faster image generation to keep your ideas flowing - Improved fidelity for more natural, recognizable images - Consistent details across multiple edits - Comment-based edits to change only what you want
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before any enterprise builds its own ai solutions, i ask 3 questions. q1: is this your actual differentiator? q2: can you staff it for 3 years? q3: does buying really lock you in worse than building locks you down? building locks you into your own maintenance forever building is easier to defend in a meeting than to run in production. buying it's what frees your best people to work on the 10% that's actually your differentiator
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data plumbing is the 90% nobody posts about.
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what kills your ai pilot.
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My wife asked me to create an app to help men deal with women's cycles, offering tips based on the day of the month.
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Veo 3, 3 tips for amazing results: 1/ prompt structure: Scene description + camera movement + tone/mood + key action + audio cue + closing shot/text
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To create 9:16 vertical videos, add an image with a vertical aspect ratio tilted 90 degrees, then use an editor like CapCut to rotate it back to normal.
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2/ Use Flow TV to copy prompts
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GarageSaleMatic, MoveSaleMatic. Let Ai ingest do all the work. Would you pay for it?
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