cofounder & ceo @humansand - building ai for humans // was lgtm-ing @xAI, phd-ing @stanford
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ALT a photograph taken of dolores park with the "humans&" logo overlaid, then transformed to look like a painting
ALT Van Gogh-style generated painting of a rocket pre-launch, based on a photo taken at Starbase
ALT van-gogh stylized photo of people having picnics in dolores park
ALT van-gogh stylized photo of people having picnics in dolores park
ALT Figure 1 from the Parsel paper, showing it translated to a robotic plan in VirtualHome, a theorem proven in Lean, and a Python script of the Collatz conjecture.
ALT Plot showing competition-level pass rate of Parsel using Codex vs prior work including AlphaCode. LLM-generated Parsel programs outperform the prior results dramatically
ALT chart with model performance vs pricing, gpqa, tiny fix
ALT Pipeline figure for STOP. On the left, improver_0 improves itself to become improver_1, etc. until improver_T. On the right, improver_0 is expanded to visualize that improver_0, the seed improver, takes a program and returns the best improvement the language model generates.
ALT Pipeline overview. From left to right, train examples, generate hypotheses, select, implement, validate
ALT generated image of the a very fast jet flying into space
ALT The image shows a robot standing tall and proud, with a happy smile on its face as it looks out at the world around it. The robot is surrounded by a vibrant cityscape, with tall buildings and bustling streets adding to the sense of excitement and adventure. The robot's friends can be seen in the background, smiling and cheering as they celebrate the robot's success. The illustration style is bright and colorful, with a warm and inviting feel.
ALT Box of the Codenames board game
ALT generated painting of a colorful robot running through a city on a streak of light
ALT The image shows a robot standing among a group of other robots. The robot is looking at a beautiful sunset in the distance. The robots are all metallic in color and have a typical robot-like appearance, with jointed limbs and a cylindrical body. The illustration style is bright and colorful, with a warm and inviting feel, suitable for a children's book.
ALT sketch based on photo taken in NYC, with points then made more colorful by AI
ALT Parsel code with four functions described in natural language: select_airport_cities, which calls sky_city_cost, minimum_spanning_tree, and final_node_connectors.
ALT Generated Python code implementing and testing the function select_airport_cities, which calls sky_city_cost, minimum_spanning_tree, and final_node_connectors.
ALT The image shows a robot walking towards the viewer, with a determined expression on its face. The robot is wearing a backpack and has a map in its hand. The other robots in the background are stationary, going about their daily tasks. The illustration style is bright and colorful, with a sense of adventure and excitement.
ALT The image shows a robot trudging through a vast desert, with sand dunes stretching out as far as the eye can see. The robot is shown from a low angle, with its feet sinking into the sand as it struggles to make progress. The sky above is clear and bright, with a hot sun beating down on the robot. The illustration style is bright and colorful, with a sense of challenge and determination.
ALT generated meme showing (an image of a two panel meme titled "Finding ML papers" with the top panel is negative and says twitter algo while the bottom is positive and says grok)
ALT Line plot with Quiet-STaR + CoT outperforming Baseline (CoT) by over 7%.
ALT Figure titled training run communication with four machines. In order, it shows the communication cost of sending full gradients, averaging models every 16 gradients, every 64 gradients, using LoRA with ranks 16 and 4, and ours. These respectively decrease from many terabytes to kilobytes, with multiple orders of magnitude between ours and the others.
ALT The image shows a robot standing in a bustling city, with tall buildings and crowds of people all around it. The robot is shown from a low angle, with its eyes wide with wonder as it takes in all the sights and sounds of the human world. In the background, a vibrant sunset can be seen, casting a warm glow over the scene. The illustration style is bright and colorful, with a sense of awe and excitement.
ALT Pipeline figure for STOP. On the left, improver_0 improves itself to become improver_1, etc. until improver_T. On the right, improver_0 is expanded to visualize that improver_0, the seed improver, takes a program and returns the best improvement the language model generates.
ALT The image shows a robot standing on the bank of a raging river, with powerful currents and jagged rocks all around it. The robot is shown from a low angle, with its feet planted firmly on the ground as it looks out at the turbulent water. In the background, a stormy sky can be seen, with dark clouds and lightning flashing in the distance. The illustration style is bright and colorful, with a sense of danger and adventure.
ALT The image shows a robot learning about being a human from an old man. The robot is shown in a variety of scenes, speaking with the old man, laughing with friends, and enjoying simple pleasures like a warm meal or a sunny day. The old man is shown in the background of each scene, offering guidance and support to the robot as it learns about being a human. The illustration style is bright and colorful, with a warm and inviting feel.
ALT The image shows a robot standing next to an old man, who is offering it shelter and protection. The robot is shown from a low angle, looking up at the old man with gratitude in its eyes. The old man is shown from the side, with a kind and compassionate expression on his face. In the background, a cozy and welcoming home can be seen, adding to the sense of safety and comfort. The illustration style is bright and colorful, with a warm and inviting feel.
ALT The image shows a robot surrounded by a group of human friends, living its best life in the human world. The robot is shown smiling and laughing with its new friends, who are all accepting and understanding of it. In the background, a vibrant cityscape can be seen, with tall buildings and busy streets adding to the sense of excitement and adventure. The illustration style is bright and colorful, with a warm and inviting feel.
ALT The image shows a robot running through a city street, with a group of humans chasing after it. The robot is shown from a low angle, with its feet pounding against the pavement as it tries to escape. The humans are shown from behind, with fear and confusion on their faces as they chase after the robot. In the background, tall buildings and busy streets can be seen, adding to the sense of chaos and confusion. The illustration style is bright and colorful, with a sense of excitement and danger.
ALT The image shows a robot running through a city street, with a group of humans chasing after it. The robot is shown from a low angle, with its feet pounding against the pavement as it tries to escape. The humans are shown from behind, with fear and confusion on their faces as they chase after the robot. In the background, tall buildings and busy streets can be seen, adding to the sense of chaos and confusion. The illustration style is bright and colorful, with a sense of excitement and danger.
ALT Example of a model-generated summarized hypothesis and its corresponding program
ALT seurat-inspired photo of montreal basilica notre dame
ALT Pipeline overview. From left to right, train examples, generate hypotheses, select, implement, validate
ALT Visualization of the thoughts generated in parallel for all tokens in an input text on an addition problem, showing how intermediate thoughts can be useful
