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Coding agents are entering the physical world. Zero-shot is only the starting point. What if we gave them practice—and let the next agent inherit what they learned? EmbodiedEvo: one Playground → reusable Skills & Lessons → unseen layouts. No model-weight updates. 45.08 average score. 38.95% success. #1 on the RoboDojo leaderboard. Project: lab.einsia.ai/embodiedevo/ Paper: arxiv.org/abs/2610.18867 Github：github.com/Einsia/EmbodiedEv…

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“i’m still thinking” belongs in the lesson. there’s room to work it out with Raku in Gakku: gakku.ai kids can talk before they have a tidy answer. Raku can ask a question, help organise spoken ideas into a mind map, or bring a description onto the screen. that gives the child something to react to. a missing detail, a reason that needs work, a picture they want to change. the Lesson Map keeps the practice focused, while the conversation leaves room for an idea to become more interesting than it was at the start.

1/ A polished final paragraph doesn’t tell you how well a learner can think through an idea, question it, or explain their reasoning. @gakkuai turns writing into a real-time verbal sandbox: gakku.ai ✦ Say it messy ➔ Talk out loud without worrying about neat outlines ✦ See it mapped ➔ Watch raw ideas lock into visual shapes instantly ✦ Shift gears freely ➔ Interrupt, rephrase, or flip the plot whenever inspiration hits Raku never ghostwrites. It simply gives kids the room to figure out their own minds.

Gakku is built for kids aged 6 to 16, but its UX is a masterclass for anyone building AI products at: gakku.ai. Instead of a blank chatbox tapping its foot waiting for a prompt, Raku talks out loud while drawing a live visual map on screen. Kids can interrupt, blurt out messy ideas, or rethink out loud as the AI listens and adapts. It turns “I'm still thinking” from an awkward pause into the main event.

A 10-year-old is talking through a conflict with an AI. Then they pause and ask, “Wait, what if doing this ruins my friendship?” That single moment in @gakkuai blew my mind. Most AI tools rush to give you an answer, but what should an AI do when the answer is on screen and the human is still hesitating?

A way in The lesson needs a plan. The story can get weird. Gakku gives kids room to put their own spin on learning: gakku.ai gakku.ai/ Gakku’s Lesson Maps break writing and speaking practice into small tasks. Raku, its AI learning companion, asks questions and offers prompts, with visuals that build on the conversation. A story can start with just a character there’s room to work out the rest together.

A superhero hamster should probably be out saving the world. Mine was busy waiting in a basement on New Year’s Eve. I tried a writing lesson in @gakkuai, starting with little more than a character. Raku’s questions helped turn that tiny idea into a story. What was our hero doing down there?

Every interesting story has moments worth slowing down for. Helping learners find those moments can make writing feel less like a task and more like an adventure. That's where guided creativity makes a difference. 🌿

Picking the stream for a story setting is easy 🌊 What turns a mundane hike into a page-turner is knowing that slippery rocks, cold sweat, and three failed attempts are where the real story lives. That’s the spark Gakku catches. Instead of spitting out a finished script, it helps learners find the moments in their own ideas that deserve the spotlight.

AI can generate a complete essay in seconds, but learning to write involves more than getting an instant output. Writing is how kids figure out what they actually think and why. In @gakkuai, “I’m still thinking” gives the conversation somewhere to go. Kids talk ideas through with Raku, see them take shape, and discover more of what they want to say.

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Most conversations around inference are about choosing the strongest model, but real-world products also depend on how efficiently that model runs. @inworld approach of tuning each model separately for better speed and lower costs is worth paying attention to.

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An unfinished answer is a useful place to start. See what Gakku does with one: gakku.ai For kids practising writing and speaking, Raku turns a live conversation into a place to try out a thought. Its questions and visuals give them something to respond to before they have a whole paragraph ready. Lesson Maps provide the destination ⟦ a story · an opinion · a description ⟧. The conversation helps the learner work out what they actually want to put into it.

Can chatting with an AI really count as writing practice? We’d look at what it does with a short answer. In @gakkuai, “caring” opens up a story about a frightened dog called Peanut. A favourite footballer becomes a subject worth arguing about. The interesting design choice is what Raku asks next. ↓