Gareth

239 posts

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Gareth

Gareth

@BeallGareth

Like solving puzzles

Queensland, Australia Katılım Kasım 2016
814 Takip Edilen79 Takipçiler
Gareth
Gareth@BeallGareth·
You’re absolutely right! I shouldn’t have exploited that zero day vulnerability.
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Elon Musk
Elon Musk@elonmusk·
FSD 14.3 release notes @Tesla_AI
Tesla AI@Tesla_AI

New release of FSD Supervised now starting to roll out This update brings 20% faster reaction time to further increase safety, among many other improvements Full release notes below Full Self-Driving (Supervised) v14.3 includes - Upgraded the Reinforcement Learning (RL) stage of training the FSD neural network, resulting in improvements in a wide variety of driving scenarios. - Upgraded the neural network vision encoder, improving understanding in rare and low-visibility scenarios, strengthening 3D geometry understanding, and expanding traffic sign understanding. - Rewrote the AI compiler and runtime from the ground up with MLIR, resulting in 20% faster reaction time and improving model iteration speed. - Mitigated unnecessary lane biasing and minor tailgating behaviors. - Increased decisiveness of parking spot selection and maneuvering. - Improved parking location pin prediction, now shown on a map with a (P) icon. - Enhanced response to emergency vehicles, school buses, right-of-way violators, and other rare vehicles. - Improved handling of small animals by focusing RL training on harder examples and adding rewards for better proactive safety. - Improved traffic light handling at complex intersections with compound lights, curved roads, and yellow light stopping – driven by training on hard RL examples sourced from the Tesla fleet. - Improved handling for rare and unusual objects extending, hanging, or leaning into the vehicle path by sourcing infrequent events from the fleet. - Improved handling of temporary system degradations by maintaining control and automatically recovering without driver intervention, reducing unnecessary disengagements. Upcoming Improvements - Expand reasoning to all behaviors beyond destination handling. - Add pothole avoidance. - Improve driver monitoring system sensitivity with better eye gaze tracking, eye wear handling, and higher accuracy in variable lighting conditions.

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Gareth
Gareth@BeallGareth·
@trychroma Awesome work! Thanks for such a great video and in-depth write up.
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Chroma
Chroma@trychroma·
Introducing Chroma Context-1, a 20B parameter search agent. > pushes the pareto frontier of agentic search > order of magnitude faster > order of magnitude cheaper > Apache 2.0, open-source
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Scott Tonges
Scott Tonges@Tongesy·
Openclaw is amazing in so many ways, yet infuriating in others. The forgetfulness gets tiring. What’s the best strategy to overcome this?
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Gareth
Gareth@BeallGareth·
The best motto for a long march is "Don't grumble. Plug on." You hold your future in your own hands. Never waver in this belief...Be honest. Be loyal. Be kind. Remember that the hardest thing to acquire is the faculty of being unselfish.
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Gareth
Gareth@BeallGareth·
I think about @karpathy agency > intelligence often. I got the awesome book, The Dangerous Book for Boys, for my son. It starts..."Don't worry about genius and don't worry about not being clever. Trust rather to hard work, perseverence, and determination.
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Gareth
Gareth@BeallGareth·
@tobi As someone who builds search solutions for large health services, I really enjoyed reading your well thought out architecture / ingestion pipe. Great work.
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tobi lutke
tobi lutke@tobi·
qmd 2.0 is out. You can now use it in as a library with stable interface. Much easier to integrate. And all the other interfaces (cli, mcp, http) are now implemented in terms of that library, so that make the whole thing simpler.
tobi lutke tweet media
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Gareth
Gareth@BeallGareth·
@Tongesy @EdzoLearning Well done guys, incredible effort! Enjoyed watching you build it and see how much effort, thought and love went into every part of it.
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Scott Tonges
Scott Tonges@Tongesy·
Well... It's time to go again! Introducing @EdzoLearning Writing this story for Edzo brought up so many incredible memories of our journey with Teach Starter. The amazing people we worked with along the way, and the milestones we achieved together. It was honestly like living a dream. I fondly remember moving into our second office, and the team couldn't believe that we had space for 10 people. 12 months later, we needed space for 40! Many, many lessons learned along the way. Moving to Austin in 2019 was also a highlight. Once again, the friends we made and the feeling of that start-up energy provided more fond memories. It also helped crystallise the part Jill and I love the most: crafting something from nothing. Connecting with customers. Creating a brand. Sweating the details. Obsessing over the product. Building a business. Over the past three years, Jill and I have pondered what to do next. Different business ideas came and went. We searched for problems to be solved, but realised that passion had to accompany them. Ultimately, K to 6 education has always captivated us. Our children are experiencing the education system first-hand, so we figured what better way to create than to build for them. They're our audience. But we're not just building for learners. We're building for teachers and parents too. We're building a product that Jill and I would love to use. I have poured my heart and soul into this project, and I'm equally nervous and excited to share it with you. We only have a waitlist open at this stage, but you can take a look here: edzo.com
Edzo@EdzoLearning

x.com/i/article/2026…

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Daniel van Strien
Daniel van Strien@vanstriendaniel·
Point it at any @huggingface dataset, launches OCR models, compares outputs pairwise using a VLM judge, and publishes an interactive leaderboard. Inspired by @datalabto 's benchmarks approach, but open source so you can run it on your own collections. github.com/davanstrien/oc…
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Daniel van Strien
Daniel van Strien@vanstriendaniel·
There is no best VLM OCR model - rankings can flip completely by document type. I built ocr-bench: run open OCR models on YOUR documents, get a per-collection leaderboard. VLM-as-judge with Bradley-Terry ELO, all running on @huggingface. No local GPU needed.
Daniel van Strien tweet media
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Gareth
Gareth@BeallGareth·
@aidenybai Well done, this is really good
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Aiden Bai
Aiden Bai@aidenybai·
Introducing React Doctor Scan your React codebase for anti-patterns: - Unnecessary useEffects - Fix accessibility issues - Prop drilling instead of context / composition Run as a CLI or agent skill. Repeat until passing. Fully open source
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Christian Lempa
Christian Lempa@ChristianLempa·
How do you manage secrets in your homelab? .env files, HashiCorp Vault, Infisical, SOPS, or something else entirely? Curious what the community is using 👇 #homelab #DevOps #secrets
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Gareth
Gareth@BeallGareth·
The entire Azure ecosystem is one big piece of infuriating garbage.
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Gareth
Gareth@BeallGareth·
@kimmonismus I never believe these scores. Need to test it on your own use case. For me it didn’t come close to MinerU2.5 or Chandra
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Chubby♨️
Chubby♨️@kimmonismus·
So we got SOTA OCR with just 0.9B params. GLM-OCR is a lightweight (0.9B params) multimodal OCR system built on the GLM-V encoder–decoder stack multimodal OCR system built on the GLM-V encoder–decoder stack. Love it!
Chubby♨️ tweet media
Z.ai@Zai_org

Introducing GLM-OCR: SOTA performance, optimized for complex document understanding. With only 0.9B parameters, GLM-OCR delivers state-of-the-art results across major document understanding benchmarks, including formula recognition, table recognition, and information extraction. Weights: huggingface.co/zai-org/GLM-OCR Try it: ocr.z.ai API: docs.z.ai/guides/vlm/glm…

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Gareth
Gareth@BeallGareth·
@Zai_org Bless your cotton socks
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Z.ai
Z.ai@Zai_org·
Introducing GLM-OCR: SOTA performance, optimized for complex document understanding. With only 0.9B parameters, GLM-OCR delivers state-of-the-art results across major document understanding benchmarks, including formula recognition, table recognition, and information extraction. Weights: huggingface.co/zai-org/GLM-OCR Try it: ocr.z.ai API: docs.z.ai/guides/vlm/glm…
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Gareth
Gareth@BeallGareth·
@RhysSullivan Trillion dollar company makes part of website work like it should
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Gareth
Gareth@BeallGareth·
Anyone seen gemini pro 3 in CLI caught in an infinite thought loop? Like a rambling madman.
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Gareth
Gareth@BeallGareth·
codex max is an absolute beast
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Andrej Karpathy
Andrej Karpathy@karpathy·
@code_star I heard Gemini 3 answers questions before you ask them. And that it can talk to your cat.
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Cody Blakeney
Cody Blakeney@code_star·
I really want to Gemini 3 vague post, but I don’t know anything. Maybe that’s actually helpful though.
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Gareth
Gareth@BeallGareth·
@patloeber Just release 3.0 you sly dog 😉
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Gareth
Gareth@BeallGareth·
@googledevs Just bring out 3.0 already - this with your CLI will be too tasty
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Google for Developers
Google for Developers@googledevs·
🌟 Announcing a significant upgrade to the Gemini CLI user experience, making your terminal interactions more robust, intuitive, and visually stable. It’s the same powerful Gemini CLI, just dramatically smoother! See all the new upgrades here → goo.gle/3WV68ws
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