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Roger L. Cauvin @rcauvin.bsky.social · 4d

When someone asks for a report, don't ask, "What do you want in the report?" Instead, ask what decisions it will help them make.

"Nobody wakes up in the morning and says today's going to be a great day, I'm going to produce 15 reports." - @jmspool.bsky.social

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Roger L. Cauvin @rcauvin.bsky.social · 5d

Today's #AI and #ML models rely on memorization and "local generalization". Massive scaling has led to smarter models. But getting models to adapt to novel situations, where there is little or no data, will require more than just memorizing more data.
deeplearningwithpython.io/chapters/cha...

Deep Learning with Python, Third Edition

Deep Learning with Python is written for anyone who wishes to explore deep learning from scratch. This new edition adds comprehensive coverage of generative AI and modern deep learning frameworks. It ...

deeplearningwithpython.io

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Reposted by Roger L. Cauvin

Downtown Austin Neighborhood Association @downtownaustin.org · 7d

To honorable City Council, Commissioners, & Staff:

DANA opposes height limits and other exclusionary zoning downtown, and we specifically oppose the base height limit proposed in the C20-2025-010 Central Business District (CBD) amendments. 🧵

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Roger L. Cauvin @rcauvin.bsky.social · 11d

Sometimes we need to fundamentally rethink the existing journey instead of selectively fixing points of frustration within it. Either way, breaking down the larger aspirational vision into visionettes makes a lot of sense.

Reposted by Roger L. Cauvin

Jared Spool @jmspool.bsky.social · 11d

The task of coming up with a long-term vision can feel daunting. However, if you break it into bite-sized pieces or visionettes, it makes it doable.

Here’s how you do it: https://articles.centercentre.com/building-an-experience-vision-from-a-journey-map/

Building an Experience Vision From a Journey Map - UX Articles by Center Centre

The task of coming up with a long-term vision of your design can be a daunting one. It’s a lot of responsibility to imagine what an ideal experience can be, then render a possible design to achieve that experience. However, there’s a way to...

articles.centercentre.com

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Roger L. Cauvin @rcauvin.bsky.social · 21d

Me: "I start walking north at constant forward pace of 2 mph. I continue walking at the same pace, but each minute, I turn 1 degree clockwise. After 360 minutes, where do I end up relative to my starting point?"

Gemini: "After 360 minutes, you will end up at your starting point."

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Roger L. Cauvin @rcauvin.bsky.social · Sep 7

Wilson scoring is a simple way to score the popularity of items (such as comments on a Reddit post) based on up-votes and down-votes. As far back as 2009, Evan Miller pointed out the flaws in other methods (e.g. average rating).
www.evanmiller.org/how-not-to-s...
H/T @kennyd.bsky.social

How Not To Sort By Average Rating

Users are rating items on your website. How do you know what the highest-rated items are?

www.evanmiller.org

Reposted by Roger L. Cauvin

Downtown Austin Neighborhood Association @downtownaustin.org · Sep 6

Join in for September's volunteer Shoal Creek clean-up session!

WHEN: Saturday, Sep 13 (8:45-9a)
WHERE: outside The Independent (301 West Ave)

The monthly collaboration continues with APD, DAA, & the Downtown Austin Community Court.

www.downtownaustin.org/september-20...

September Shoal Creek Clean-Up

WHAT: September Shoal Creek Clean-Up WHEN: Saturday, Sept. 13, 8:45 am WHERE: The Independent @ 301 West Ave. Volunteers will meet Saturday, September 13, 2025 outside The Independen…

www.downtownaustin.org

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Roger L. Cauvin @rcauvin.bsky.social · Sep 1

"But strategy suffocates when everything gets reduced to a list. Lists coordinate. Loops adapt. You need both." - @paulisthrivving.xyz
medium.com/thrivve-part...
#prodmgmt

Loop vs List: Why Most Strategies Die in Delivery

Why most strategies suffocate in delivery, and how to keep them alive

medium.com

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Roger L. Cauvin @rcauvin.bsky.social · Aug 31

Words-based methods can sometimes find relevance where semantic-based retrieval and modeling fails. I've developed ensemble models to address these limitations.
www.alphaxiv.org/pdf/2508.21038
#ML #MLSky #AI

On the Theoretical Limitations of Embedding-Based Retrieval | alphaXiv

View recent discussion. Abstract: Vector embeddings have been tasked with an ever-increasing set of retrieval tasks over the years, with a nascent rise in using them for reasoning, instruction-followi...

www.alphaxiv.org

Roger L. Cauvin @rcauvin.bsky.social · Aug 29

Concerns about "timing" are also frustrating. I remember a time when, in a meeting, everyone supported a position, but a few people said it was "too early" to publicly express our support. Then, at the next meeting, the same people said it was "too late" to express our support.

Roger L. Cauvin @rcauvin.bsky.social · Aug 29

One of the most frustrating situations in civic advocacy is when potential allies think the cause has merit but is not "politically viable". Yet the reason it's not viable is that they, themselves, haven't publicly voiced their support.

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Roger L. Cauvin @rcauvin.bsky.social · Aug 24

Also, strategy is largely about aligning current and future decisions with deliberate choices you've already made. #prodmgmt

John Cutler @johncutle.fish · Aug 24

Strategy is as much about when you do things as it is about what you do. Strategy is heavily concerned with timing and the impact of timing on leverage (urgency).

cutlefish.substack.com/p/tbm-374-pr...

TBM 374: Strategy & Urgency

This is a post about strategy and prioritization, and how reframing urgency can help you be more strategic AND prioritize more effectively.

cutlefish.substack.com

Roger L. Cauvin @rcauvin.bsky.social · Aug 19

I hope pro-housing advocates will embrace and apply this mindset to density bonus programs. Inclusionary zoning and density bonus programs are part of a scarcity mindset, not an abundance agenda. We should advocate for better alternatives.

Reposted by Roger L. Cauvin

Downtown Austin Neighborhood Association @downtownaustin.org · Aug 18

Come out to DANA's End of Summer Urban Core Happy Hour this Sun, Aug 24 at The Stay Put (73 Rainey St.) from 4-7pm!

Our guest speaker will be Davon Barbour, CEO of @DowntownATXInfo! Entry comes with 2 free drink tickets & appetizers.

More info and RSVP here:
www.eventbrite.com/e/dana-end-o...