5,902 karma · joined August 26, 2011
https://layeredthoughts.com
Charts like that show more detail sure, but everyone freaks out in reaction to them. Always zero out your graphs.
I’ll never forget when they dedicated a minute or two in a keynote a few years ago to how they improved the volume indicator visual overlay in iOS to be less obtrusive like they talked to god himself to figure this out, when Android had that style for years…it was brilliant marketing.
I say all of this as a die hard Apple guy.
On running notebooks as scripts: I can’t find in the docs what happens if you have plotting and other notebook oriented code? Like I’m using pygwalker to explore data through transformation steps, and end with saving to csv. If I just run the notebook as a script, is all of the plotting automatically skipped?
“Limitations Deep research unlocks significant new capabilities, but it’s still early and has limitations. It can sometimes hallucinate facts in responses or make incorrect inferences, though at a notably lower rate than existing ChatGPT models, according to internal evaluations. It may struggle with distinguishing authoritative information from rumors, and currently shows weakness in confidence calibration, often failing to convey uncertainty accurately. At launch, there may be minor formatting errors in reports and citations, and tasks may take longer to kick off. We expect all these issues to quickly improve with more usage and time.”
Given the point of the agent is to replace hours of manual research and factual distillation/summarizing, the risk of hallucinations and confident falsehoods in the data sort of undermines the whole shebang. If you want rock solid data but can’t afford to spend the time getting it, seems like a terrible trade off to save time but increase risk of bad data.
Everyone who makes software, always follow this formula on your homepage: clearly state what problem exists without your software, show your software, clearly state what problems go away with your software, then describe its actual features
Also, I learned about this device from this post and immediately bought one for my existing home server remote access: https://jetkvm.com/
Seems like a pretty damn easy lifestyle business that many early startups would find valuable because it saves them money and the headache of doing it themselves.
What I would love to see either as something leveraging this, or built in to this, is if you prompt stagehand to extract data from a page, it also returns the xpath elements you'd use to re-scrape the page without having to use an LLM to do that second scraping.
So basically, you can scrape new pages never before seen with the non-deterministic LLM tool, and then when you need to rescrape the page again to update content for example, you can use the cheaper old-school scraping method.
Not sure how brittle this would be both going from LLM version to xcode version reliably, or how to fallback to the LLM version if your xcode script fails, but overall conceptually, being able to scrape using the smart tools but then building up basically a library of dumb scraping scripts over time would be killer.
As a competitor, getting alerts about roles another company is hiring for can be very interesting. Combine it with trends of postings over time…
My goal is to develop the muscle memory for the tool so I can write code quickly. I’m still generally thinking through the puzzles, but being able to just write out plain English logic, get code generated, ask for it to be well documented, quickly refactor things to be generally reusable, etc, is just fantastic and how all software development should be done in this day and age frankly. Such an accelerator to problem solving.
Simple general rule of digital marketing: No one reads website copy. They look at pictures and scan headings.
Another simple rule: I inherently don’t care about your product if I’m reading your site for the first time, so don’t spend time describing your capabilities. Simply describe how my life will be better if I use your product, and show me the product doing those things.
Less words more pictures. Less words more value.
(Sorry for being blunt, just trying to help with your conversions)
And this: https://microsoft.github.io/graphrag/