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Static typehinted languages can make us lazy about adding types at the right time.
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In addition to the core language, code LLMs also have to interplay with an ecosystem of constantly changing dependencies.
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Mountaineer 0.5.0 introduced database migration support, so you can now upgrade production databases directly from the CLI.
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Midnight sun, camper van living, and fishing for cod in the Arctic islands where summer never ends.
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Today I'm really excited to open source a beta of Mountaineer, an integrated framework to quickly build webapps in Python and React.
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LLMs are by definition probabilistic; for each new input, they sample from a new distribution.
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In the Vision Pro, there's sometimes a conflict between the window's existence and your own passthrough reality.
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Why celebrating every small win dilutes the impact of truly meaningful accomplishments in workplace culture.
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Most of the people I know in San Francisco have used a Waymo at least once.
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I was doing some OSS benchmarking over the weekend and was running into an odd issue.
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Cloud forests, surf towns, and learning that birding tours start at 5:30am for good reason.
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Extensions are basically mini web applications these days, just with access to a `chrome` global variable that can interact with some browser-level functionality.
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One issue I've occasionally observed on Runpod is varying runtime performance box-to-box.
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I couldn’t write without footnotes.
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In addition to forming a bulk of the foundation of modern language models, there's a ton of other data buried within Common Crawl.
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How modern frameworks like Textual and Rich are bringing interactive UI experiences to the terminal with CSS-inspired layouts and component models.
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Companies can add tech and policies to faciliate remote work.
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Personal notes for where we're headed over the next 10 years.
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flash-attention is a low level implementation of exact attention.
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The real breakthrough with large language models might not be exceeding human levels of performance in a discrete task.
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Working Pacific hours across both islands while chasing vineyards, empty beaches, and dolphins in the sounds.
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One of my more memorable CV lectures in college opened with a declaration: representations in machine learning are everything.
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Last weekend I spent some serious time with Siri for the first time in a couple years.
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You can't iterate when you're building huge things.
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By virtue of their training objective, LLMs are optimized to model language and minimize the perplexity of examples.
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If you're using SQLAlchemy as your database ORM, there's a good chance you're using Alembic to migrate across revisions.
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GPT-4 represents the latest leap in LLM sequence length.
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Common wisdom says children explore while adults exploit.
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Skiing the Sellaronda loop and eating pasta on mountain refugios during a low-snow year that still delivered.
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Most of the grpc docs use the dynamic approach - I assume for ease of getting started.
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The last few months have been tough for a lot of people.
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It's 2023 and once again, we are all in on AI.
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Celebrating Argentina's World Cup victory with 50,000 strangers while learning the blue market peso economy.
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There are a series of resolution layers governing DNS, IP, and port routing on OSX.
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A progress update on my second month of independent work.
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A deep dive into debugging slow GPU utilization in a pytorch lightning training pipeline.
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Copy and paste is ubiquitous.
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Practical notes for debugging more complicated training pipelines and architectures, informed by pure research and productionalizing models in industry.
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Ten days on the W Trek where your feet hurt for weeks but the glaciers make it worth every step.
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Wine bars and empanadas in a city that deserves more than being treated as a Patagonia layover.
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Five months on the road with an M1 MacBook, Canon R5, and the realization that laptop stands aren't worth the weight.
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A revised comparison between GPU availability for AWS and GCP.
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It's been a month since going full time on my own thing.
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The logistics of booking Torres del Paine campsites before they sell out and choosing between Chilean and Argentine routes.
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Given the pandemic's isolation of friends and friend groups, I've been thinking a lot about relationships.
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There's a reason why dashboards have become increasingly common over the last decade.
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Last week I said goodbye to my colleagues at Globality after five years on their engineering team.
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Libraries might be one of the greatest assets in modern America.
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Cloud compute is backed by physical servers.
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Flawless trains, Alpine scrambles with rope assists, and cow bells echoing across valleys.