Partner, Konvoy undefined

Denver, CO
Taylor retweeted
Many such stories, tscircuit is much more token efficient than KiCad for building boards. As time goes on and the board complexity increases, that token efficiency gap will grow!!!
2
2
63
2,504
Taylor retweeted
Instead of letting Astra use KiCad, try asking for tscircuit We've just released the first tscircuit version that targets Astra, here you can see a one-shot linux-capable Allwinner T113 dev board
28
32
447
23,572
Taylor retweeted
First astra PCB w/ tscircuit, thoughts so far: Sol was NOT able to get this PCB autorouted. It was struggling to configure tscircuit to handle the BGA BMS. So we already know astra is better because it was successful where Sol failed. It's better at orchestrating autorouting phases together, this is the first model that has really fixed a board that was struggling to route without DRC errors by using autorouting phases, which require a lot of spatial reasoning I asked it to remove the vias in the crystal traces and it did, but it also rotated the crystal. I've never seen the issue resolved this way, it looks a bit funny to have a rotated crystal The prompt for this board was: ``` I want to build a Bluetooth-connected pedometer — accelerometer, a small display, and it needs to run for weeks on a tiny battery. Can you help me design and build the whole thing? Recommended: CC2340R5 (BLE 5.3 MCU), BQ25150 (charger), BQ27427 (fuel gauge) — plus I²C/SPI cross-reference data for the accelerometer and OLED ``` I think there are real spatial improvements here, as always we'll be adapting tscircuit to emit useful metadata to help multiply the capabilities of the model
5
11
114
7,033
I want to believe this is actually related to consumers building custom software (pro-vibe coding) instead of actual low quality apps flooding the app store (maybe a combination of both?). It's extremely easy to build a PWA or TestFlight app that is built specifically for your use case. We're quickly heading in the direction of paid apps having negative value (financially and functionally) relative to personalized software.
App Store sales dropped for the first time in a decade
2
2
378
New update to Homestead: Homeschooling parents can now generate a printable year-end portfolio report showcasing mastery, attendance, assessments, records, for their own files or state (!!) reporting. One click save as PDF. Use this report to help demonstrate your homeschooling to your state or district. It gathers your instruction days, subjects, assessments, and records in one place. Requirements vary by state, so confirm it meets your local rules. Also new: Progress-over-time charts per subject Family view: every kid's day at a glance + a sibling board Installable PWA that works offline (instructions in next post)
Just added Commune: Commune lets homeschool families share teaching duties without sharing their data. Families who teach together can now form a private commune. When it's your turn to cover another kid, you see exactly what to teach and how to teach it that day, and everyone keeps their own private data. The only thing shared is the topics a parent approves for the day. The covering parent's app rebuilds each full lesson locally from those topics, so no private data moves.
1
1
7
296
PWA Instructions: Visit homestead.puter.site first, then: iPhone / iPad (Safari) Tap the Share button (square with an up-arrow). Scroll down → Add to Home Screen. Tap Add. (iOS only installs PWAs from Safari, not Chrome.) Android (Chrome) You'll usually get an "Install app" banner or a prompt — tap it. Or: ⋮ menu (top right) → Install app / Add to Home screen. Desktop (Chrome / Edge) Look for the install icon in the address bar (a monitor with a down-arrow, or ⊕). Or: ⋮ menu → Cast, save, and share → Install Homestead… (Chrome) / Apps → Install this site as an app (Edge). Desktop (other browsers) Firefox and Safari (macOS) have limited/no PWA install; Safari 17+ on Mac supports File → Add to Dock. For the full experience, use Chrome or Edge.
4
136
Taylor retweeted
a wireless rgb controller, with some sensor slots for customisation tscircuit autorouter is insanee tbh 🔥 also the schematic is also autolayout this board is on the way from jlcpcb , fully vibe coded , let's see how this ends up great work from @seveibar & @tscircuit team
3
6
397
Built a tiny ATtiny85 arcade keychain entirely with @tscircuit 🎮⚡️ It packs a CR2032 battery, 0.96" OLED, arcade buttons, piezo buzzer, and the full PCB layout — all defined in TypeScript/TSX. Will be sending it out for fab soon 👀 Will keep y’all posted on how it turns out! tscircuit.com/rushabhcodes/A… #tscircuit #PCBDesign #Hardware #OpenSource
3
171
Just added Commune: Commune lets homeschool families share teaching duties without sharing their data. Families who teach together can now form a private commune. When it's your turn to cover another kid, you see exactly what to teach and how to teach it that day, and everyone keeps their own private data. The only thing shared is the topics a parent approves for the day. The covering parent's app rebuilds each full lesson locally from those topics, so no private data moves.
I've always had a soft spot for EdTech. When I saw this tweet from @lionel_mora a few weeks ago, I couldn't help but think about what could be built on top of it. So here is what I call Homestead, a free and open-source homeschool platform for ages 5 to 13. It's built on the open Marble Skill Taxonomy and layered with three learning methods: mastery learning, retrieval practice, and spaced practice. The whole backend runs on @HeyPuter's Puter.js: auth, storage, and AI. Each parent signs into their own Puter account, so their kids' progress, records, and lesson recordings live there, not on a server I run. Features: - Mastery ladder (Topics → Sections → Subjects), each gated at 90%+, with a full prerequisite graph showing what each topic needs and unlocks - The curriculum is pulled live from the open Marble Skill Taxonomy, so when topics are added or removed upstream, Homestead updates on its own and flags the change -Every topic auto-generates a resource pack: direct links into Khan Academy, kid-safe YouTube, BBC Bitesize and Wikipedia, plus hands-on activity and game ideas - Ready-to-teach lesson plans with parent notes, plus low-prep "print & go" worksheets and flashcards - Verified mastery tests, written and then independently re-solved so the answers are trustworthy; digital or printable - Homestead Helper, an AI chat coach for parents, plus lesson recording with live transcripts and coaching feedback - For kids: XP, levels, collectible badges, celebration effects, and a colorful full-screen Kid Mode links below
1
5
501
What's in it: 1. Create or join a commune with an invite code 2. Approve and share a child's focus for a given day (opt-in: topics plus an optional note) 3. When you're covering, see each child shared with you and open the full lesson for any topic 4. Print one Day Sheet covering every kid you have that day: lessons, activities, resources, and the sharing parent's note 5. Progress, records, and mastery never leave a family's own account
1
2
42
It all runs on a @HeyPuter serverless worker that stores just commune membership and the opt-in daily cards.
2
43
I've always had a soft spot for EdTech. When I saw this tweet from @lionel_mora a few weeks ago, I couldn't help but think about what could be built on top of it. So here is what I call Homestead, a free and open-source homeschool platform for ages 5 to 13. It's built on the open Marble Skill Taxonomy and layered with three learning methods: mastery learning, retrieval practice, and spaced practice. The whole backend runs on @HeyPuter's Puter.js: auth, storage, and AI. Each parent signs into their own Puter account, so their kids' progress, records, and lesson recordings live there, not on a server I run. Features: - Mastery ladder (Topics → Sections → Subjects), each gated at 90%+, with a full prerequisite graph showing what each topic needs and unlocks - The curriculum is pulled live from the open Marble Skill Taxonomy, so when topics are added or removed upstream, Homestead updates on its own and flags the change -Every topic auto-generates a resource pack: direct links into Khan Academy, kid-safe YouTube, BBC Bitesize and Wikipedia, plus hands-on activity and game ideas - Ready-to-teach lesson plans with parent notes, plus low-prep "print & go" worksheets and flashcards - Verified mastery tests, written and then independently re-solved so the answers are trustworthy; digital or printable - Homestead Helper, an AI chat coach for parents, plus lesson recording with live transcripts and coaching feedback - For kids: XP, levels, collectible badges, celebration effects, and a colorful full-screen Kid Mode links below
Following the amazing reaction to the Marble Curriculum yesterday, we've decided to make it open source 🛰️👇 Everything a child learns in primary school. 1,590 concepts. 3,221 connections across 8 subjects, from Math and Science to Computing and Life Skills. Anchored in the US and UK curriculums, standard by standard (NGSS, Common Core, DfE). What you will find in the repo: every concept as structured JSON with its age band and the evidence a child must show to master it. Every prerequisite link marked hard or soft, with a written rationale. It's a true DAG you can compute learning paths on. Open license, you can build whatever you want with it. Now is a unique time in history to be building in education. Getting AI and kids education right is likely one of the hardest and most important problems to crack over the next decade and we need as many smart and creative minds behind it. We think a common solid basis, accessible to all and that can be built upon, is critical to move fast. That's why we're making this curriculum open source. It's not perfect but we know it's a robust basis, and we believe that sharing it openly is the fastest way to progress in this field. If you're building in education, share this around you and tell us in comments if you find this useful and if you want to contribute. We'll keep working and investing on it @withmarbleapp. Credit goes to @guillaume_boni for building this. I just made it look pretty. Links below 👇
4
3
12
1,542
The 3 learning methods Homestead is built on, and some of the research behind each: Mastery learning. A child doesn't move on until a topic is genuinely mastered (Homestead gates at 90%+). journals.sagepub.com/doi/10.… Retrieval practice (active recall). Recalling from memory beats re-reading for lasting learning. psychologicalscience.org/pub… Spaced practice. Reviewing on expanding intervals instead of cramming. yorku.ca/ncepeda/publication… and frontiersin.org/journals/edu…
68
Taylor retweeted
two layer BGA autorouting is fun
5
4
59
3,325
>Open source models just fell to 11% of enterprise LLM spend, down from 19% a year ago. This is an interesting point (I think the number comes from a Menlo Ventures survey?), but it feels wrong to conflate "spend" with "usage" between OSS and frontier models. Just in the last year, OSS models have become far more comparable to frontier models, there are fewer hardware chokepoints, and projects like Ollama have made it even easier to run OSS models locally.
1
156
RT @levelsio: The craziest thing about Quake is how many modern FPS games originate from it somehow Valve's Source engine was a modified Q…
980
2
Taylor retweeted
Going to cross 3M public models & 1M public datasets on @huggingface in a few days. Open-source AI is on fire!
19
36
253
45,394
I am thrilled to announce the launch of Totei.com. Totei is a magazine devoted to craft and craftsmanship in all its forms. The name Totei comes from the ancient Japanese word for apprentice. I have always been inspired by those with a deep devotion to their craft—across every discipline. Making something truly remarkable requires extraordinary dedication, and the creative process behind it is rarely seen. That curiosity is why I started Totei. My hope is that everyone who reads it feels the same sense of inspiration I do when getting inside the minds of exceptional makers.
12
22
213
82,054
Not the point of his post....but, for a secondary benefit, there are compelling arguments that no almonds would save (or at least be healthier) bee colonies! Also, lower the commercial cost of pollination for other crops!
1
3
88
journalism.berkeley.edu/proj… "During almond pollination season, as many as 230,000 colonies collapse in California, according to USDA surveys. Pollination fees are now the largest single component of operation costs in almond production in the Sacramento and northern San Joaquin valleys. (Farther south, irrigation expenses eclipse pollination.)"
2
54