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by LifeIsBio
388 days ago
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One of my favorite applications of multimodal LLMs thus far is the ability to: 1. Draw a DAG of whatever pipeline I’m working on with pen and paper. 2. Take a photo of the graph, mistakes and all. 3. Ask ChatGPT to translate the image into mermaid.js Given how complicated the pipelines are that I’m working with and the sloppiness of the hand drawn image, it’s truly amazing how well this workflow works. |
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I'm a busy person. I don't have hours of time that I can take out of my schedule to generate what I regard as write only documentation (nobody will ever read or truly value it) that ticks the box of "we have stuff to point at when somebody asks (which nobody ever will)", which has a lowish value. Sometimes it's nice to have. The above is a fine example. People will glance at it, give me a little thumbs up, and then give me permission to proceed as planned and bill accordingly. Job done. It's not a reference design that anyone will ever look at for more than a few seconds.
After a few decades in the industry, I'm extremely skeptical of the value of diagrams vs. the time required to produce them. I just don't see it. A lot of good software gets produced without them. You don't need blueprints for your blueprints, which is what source code is (a blueprint for automatically compiling into working software). People value such traits as structure, readability, conciseness in source code for a reason: it allows them to treat source code as design assets. I don't write UML, I stub out data classes and interfaces instead. And then I refactor them over and over again. Diagrams just slow me down.
But a few minutes is about on the threshold of me wasting braincycles on producing them and enrich documentation that I'm writing anyway in text form. Quickly jot down some notes. Don't waste any time whatsoever obsessing about the awkward syntax of these micro languages, and just get the essentials nailed. I bet I can get it down to like a minute or so with better LLMs and larger context windows. "Examine this project, produce an overview diagram of all the database tables". That's a prompt I'd write. In the same way, letting LLMs document code is a great use of time.