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Paying an AI agent to redo work it already did is like paying a contractor twice for the same wall.
OpenClaw, Hermes Agent and Prime Agent don't meaningfully learn from experience.
On Continual-ARC, our new benchmark at @letsunifyai, none of them were able to memorize anything of value and none were able to generalize to new tasks. Training a small 9B model's weights did both.
Daniel Brooks retweeted
AI agents are moving beyond simple automation 👀
What’s exciting is seeing real progress in how agents learn, adapt, and improve through practical experience.
OpenClaw, Hermes Agent and Prime Agent don't meaningfully learn from experience.
On Continual-ARC, our new benchmark at @letsunifyai, none of them were able to memorize anything of value and none were able to generalize to new tasks. Training a small 9B model's weights did both.
Daniel Brooks retweeted
Finding relevant information is a big part of making AI coding agents more effective.
Jevlin makes discovery easier by querying eight search engines at once and bringing their results into one organized list.
No complicated setup. Just one line to integrate with Claude Code or Codex, plus $10 in free credits.
Try it: jevlin.ai
Daniel Brooks retweeted
If you design with AI, this is all you need
1. sceneai.art — Beautiful AI Prompt Library,
Made for Creators
2. land-book.com — landing page inspiration done right.
3. 60fps.design — mobile UI animations
4. recent.design — cool gallery for web design inspo
5. landdding.com — top notch landings
save these for your next project
Daniel Brooks retweeted
If you want to know if a woman is emotionally attached to you, ask her these 3 questions:
30 Websites That Feel Almost Too Good to Be Free. 🤯
TinyWow ➖ tinywow.com
Cobalt ➖ cobalt.tools
Internet Archive ➖ archive.org
Remove.bg ➖ remove.bg
Cleanup Pictures ➖ cleanup.pictures
10 Minute Mail ➖ 10minutemail.com
Open Library ➖ openlibrary.org
Have I Been Pwned ➖ haveibeenpwned.com
AlternativeTo ➖ alternativeto.net
JustWatch ➖ justwatch.com
Ninite ➖ ninite.com
DownSub ➖ downsub.com
ColorSpace ➖ mycolor.space
Photopea ➖ photopea.com
Canva ➖ canva.com
Excalidraw ➖ excalidraw.com
Unsplash ➖ unsplash.com
Pexels ➖ pexels.com
Pixabay ➖ pixabay.com
Google Fonts ➖ fonts.google.com
Coolors ➖ coolors.co
TinyPNG ➖ tinypng.com
Squoosh ➖ squoosh.app
PDF24 ➖ tools.pdf24.org
iLovePDF ➖ ilovepdf.com
Smallpdf ➖ smallpdf.com
DeepL ➖ deepl.com
LanguageTool ➖ languagetool.org
QuillBot ➖ quillbot.com
Grammarly ➖ grammarly.com
Most people don’t know these websites exist.
They can save you hours of work, money, and effort.
🔖 Bookmark this list. You’ll thank yourself later.
Like + Comment + Repost ♻️
Daniel Brooks retweeted
If you've hand-rolled an agent, check whether it handles this week's tasks any better than last week's. That's the number worth tracking.
🤝 Paid partnership
OpenClaw, Hermes Agent and Prime Agent don't meaningfully learn from experience.
On Continual-ARC, our new benchmark at @letsunifyai, none of them were able to memorize anything of value and none were able to generalize to new tasks. Training a small 9B model's weights did both.
Daniel Brooks retweeted
Lowkey feels like the "just give your agent a memory file" era is ending.
OpenClaw, Hermes Agent and Prime Agent don't meaningfully learn from experience.
On Continual-ARC, our new benchmark at @letsunifyai, none of them were able to memorize anything of value and none were able to generalize to new tasks. Training a small 9B model's weights did both.
Daniel Brooks retweeted
CLAUDE BUILDS DASHBOARDS!
🚨BREAKING: Claude can now build a premium dashboard UI in 30 minutes—for free.
Here are 7 prompts to build like a pro.
Daniel Brooks retweeted
I am curious how much AI agents actually learn from my real work over a month.
Most of my tasks repeat, so it should show.
OpenClaw, Hermes Agent and Prime Agent don't meaningfully learn from experience.
On Continual-ARC, our new benchmark at @letsunifyai, none of them were able to memorize anything of value and none were able to generalize to new tasks. Training a small 9B model's weights did both.
Daniel Brooks retweeted
Notes or training: an AI agent can improve either way, and they work very differently under the hood.
I'd want to know what each costs before picking one.
🤝 Paid partnership
OpenClaw, Hermes Agent and Prime Agent don't meaningfully learn from experience.
On Continual-ARC, our new benchmark at @letsunifyai, none of them were able to memorize anything of value and none were able to generalize to new tasks. Training a small 9B model's weights did both.
Daniel Brooks retweeted
Great ideas don’t just appear on paper .they take vision, creativity, and the courage to think beyond boundaries. 🏙️
Every sketch is a possibility, every detail is a decision, and every design is a step toward something extraordinary.
Imagine it. Design it. Bring it to life. ✨
Daniel Brooks retweeted
Smaller models that improve over time sound perfect for agents!
OpenClaw, Hermes Agent and Prime Agent don't meaningfully learn from experience.
On Continual-ARC, our new benchmark at @letsunifyai, none of them were able to memorize anything of value and none were able to generalize to new tasks. Training a small 9B model's weights did both.
Daniel Brooks retweeted
1/9
🚨 BREAKING: Claude can now build a full website from one prompt.
No coding. No developer. Free.
Here are 7 prompts to ship your first site today: 🧵
Daniel Brooks retweeted
Still adjusting keyframes to keep moving subjects in frame? 🎬
Filmora 16 makes it easier with Camera Tracking: filmora.go.link/4R0lu
Whether you're tracking a person walking across the shot or keeping text attached to a moving subject, Camera Tracking helps maintain alignment without constant manual adjustments.
Less time fixing frames, more time focusing on the edit.
#Filmora16 #WondershareFilmora #CameraTracking #VideoEditing #Ad
🤝 Paid partnership
Daniel Brooks retweeted
My dad, who's been in HR for 27 years, used to say:
・The more conscientious and responsible people are, the more likely they are to reach their breaking point and quit.
・The kinder people who can be considerate of those around them
Daniel Brooks retweeted
Spain made paternity leave 16 weeks in 2021.
Same as maternity. Non-transferable.
Then researchers studied 1,800 mothers.
The result: the law didn't work.
Daniel Brooks retweeted
2019: “I’ll start when I have more time.”
2020: “I’m too busy right now.”
2021: “Maybe next year.”
2022: “I need to figure things out first.”
2023: “I’m not ready yet.”
2024: “I wish I had started earlier.”
2025: Same excuses. Different year.
2026:
Me: “What changed?”
My friend: “I stopped waiting to feel ready and started showing up every day.”
Daniel Brooks retweeted
Colon cancer can grow for years without causing any pain.
By the time many people notice something is wrong, it has already grown or spread.
Here are 7 signs your body might be giving you, and the one test that can stop it before it even starts 🧵
1. STOOLS THAT GET THINNER
Daniel Brooks retweeted
50 incredible websites for exploring Space Earth & solar system 🌐👇
1. nasa.gov — Explore the solar system in 3D
2. zoom.earth — Watch Earth through live satellite imagery
3. stellarium-web.org — Explore the night sky from your browser
4. apod.nasa.gov — NASA’s astronomy picture of the day
5. earth.nullschool.net — Watch global winds and weather
6. spaceweather.com — Track solar and space weather ArifAIHQ
7. heavens-above.com — Find satellites visible from Earth
8. in-the-sky.org — Discover upcoming space events
9. theskylive.com — Track planets and other objects
10. sky-map.org — Explore an interactive star map
11. solarsystem.nasa.gov — Explore planets and moons
12. mars.nasa.gov — Explore the Red Planet
13. webbtelescope.org — Discover James Webb images
14. hubblesite.org — Explore Hubble’s universe
15. jpl.nasa.gov — Follow robotic space missions
16. science.nasa.gov — Discover NASA science
17. nasa.gov — Explore NASA missions and discoveries @ArifAIHQ
18. esa.int — Explore European space missions
19. planetary.org — Discover planetary science
20. space.com — Explore space news and discoveries
21. lightningmaps.org — Watch lightning strikes in real time
22. earthquake.usgs.gov — Track recent earthquakes
23 volcanoes.usgs.gov — Monitor volcanic activity
24. windy.com — Explore live weather maps
25. flightradar24.com — Track planes around the world
26. marinetraffic.com — Track ships across the oceans
27. submarinecablemap.com — Explore the cables powering the internet
28. globalforestwatch.org — Monitor forests around the world
29. worldview.earthdata.nasa.gov — Explore satellite views of Earth
30. openstreetmap.org — Explore a detailed world map
31. thetruesize.com — Compare the true size of countries
32. mapcrunch.com — Teleport to random places on Earth
33. atlasobscura.com — Discover unusual places worldwide
34. oldmapsonline.org — Explore historical maps
35. timeanddate.com — Track eclipses and sky events
36. worldometers.info — Watch world statistics change
37. ourworldindata.org — Explore global data
38. gapminder.org — Discover surprising world statistics
39. informationisbeautiful.net — Explore visualized data
40. neal.fun — Try fascinating interactive experiments
41. pudding.cool — Explore data through interactive stories
42. arxiv.org — Explore scientific research papers
43. sciencedaily.com — Discover new scientific discoveries
44. archive.org — Explore a huge digital archive
45. openlibrary.org — Explore millions of books
46. artsandculture.google.com — Visit museums online
47. musicmap.info — Explore the history of music genres
48. radiooooo.com — Travel through music by country and decade
49. observablehq.com — Explore interactive data visualizations
50. sciencealert.com — Discover fascinating science stories
Bookmark 🔖 this post
You’ll definitely find something worth exploring.🔖
Follow @Arina_sharmi for more AI tools, websites, science & tech resources.
























