Dave Guarino
@allafarce.bsky.social
Software and complex (not complicated) systems. Pursuing the public good, sometimes with technology.
@econberger.bsky.social do you have any go-to for empirical scenarios of AI caused job losses? The impetus for my question is starting to build out what the scenarios would imply for benefits programs (eg SNAP, UI) and what one would expect the second order impacts of that to be as a result
February 12, 2026 at 10:14 PM
@econberger.bsky.social do you have any go-to for empirical scenarios of AI caused job losses? The impetus for my question is starting to build out what the scenarios would imply for benefits programs (eg SNAP, UI) and what one would expect the second order impacts of that to be as a result
Reposted by Dave Guarino
We've had user research participants telling us how they use LLMs to summarise their NHS App health records for them.
February 12, 2026 at 7:19 PM
We've had user research participants telling us how they use LLMs to summarise their NHS App health records for them.
People are wondering when AI will be helping people navigate government services. The answer is, uh, right now.
Here's Gemini (built into Chrome!) giving both accurate and helpful information to a common and high stakes question on a SNAP application.
Here's Gemini (built into Chrome!) giving both accurate and helpful information to a common and high stakes question on a SNAP application.
February 12, 2026 at 6:41 PM
People are wondering when AI will be helping people navigate government services. The answer is, uh, right now.
Here's Gemini (built into Chrome!) giving both accurate and helpful information to a common and high stakes question on a SNAP application.
Here's Gemini (built into Chrome!) giving both accurate and helpful information to a common and high stakes question on a SNAP application.
I really don’t like snark and try to minimize it in my life these days. But… Google’s model doing bad things it’s aware are bad in pursuit of maxing out KPIs is… pretty darn funny to me.
(Also this paper scares me, as does much research in this area honestly.)
(Also this paper scares me, as does much research in this area honestly.)
February 10, 2026 at 5:06 AM
I really don’t like snark and try to minimize it in my life these days. But… Google’s model doing bad things it’s aware are bad in pursuit of maxing out KPIs is… pretty darn funny to me.
(Also this paper scares me, as does much research in this area honestly.)
(Also this paper scares me, as does much research in this area honestly.)
Fixing government technology outcomes is not possible if one rejects the very premise that it is a market, and you need market interventions on both the demand and supply sides.
February 9, 2026 at 5:31 PM
Fixing government technology outcomes is not possible if one rejects the very premise that it is a market, and you need market interventions on both the demand and supply sides.
A bit of tacit knowledge on a Friday: it's long been a known heuristic that if you're doing innovation/tech change stuff inside government, often the political leadership wants something flashy but not so deeply impactful - a flash tax.
Take note: AI is very good at generating flashy web apps.
Take note: AI is very good at generating flashy web apps.
February 6, 2026 at 4:28 PM
A bit of tacit knowledge on a Friday: it's long been a known heuristic that if you're doing innovation/tech change stuff inside government, often the political leadership wants something flashy but not so deeply impactful - a flash tax.
Take note: AI is very good at generating flashy web apps.
Take note: AI is very good at generating flashy web apps.
If AI capabilities are really on the exponential, then the constraint for using them for true public goods in the economic sense becomes giving the government the agency (capacity) to actually do things.
State capacity = capability + agency
State capacity = capability + agency
February 5, 2026 at 11:20 PM
If AI capabilities are really on the exponential, then the constraint for using them for true public goods in the economic sense becomes giving the government the agency (capacity) to actually do things.
State capacity = capability + agency
State capacity = capability + agency
If you have a persistent AI agent with memory, I highly recommend assigning it to read James C. Scott's classic, "Seeing Like A State"
February 4, 2026 at 6:57 PM
If you have a persistent AI agent with memory, I highly recommend assigning it to read James C. Scott's classic, "Seeing Like A State"
There’s a surprising amount of criticism/FUD around government use of AI that, when read carefully, rounds to the assertion that government cannot be trusted to do effective management at all.
February 4, 2026 at 1:11 AM
There’s a surprising amount of criticism/FUD around government use of AI that, when read carefully, rounds to the assertion that government cannot be trusted to do effective management at all.
I built a little web app that makes it simple to send a photo postcard to friends/family (and the outbound card has a QR code that makes it easy for them to reply with their own photo postcard back)
Such a delight. Seriously, use Claude Code to build stuff you want to exist in the world.
Such a delight. Seriously, use Claude Code to build stuff you want to exist in the world.
February 1, 2026 at 7:43 PM
I built a little web app that makes it simple to send a photo postcard to friends/family (and the outbound card has a QR code that makes it easy for them to reply with their own photo postcard back)
Such a delight. Seriously, use Claude Code to build stuff you want to exist in the world.
Such a delight. Seriously, use Claude Code to build stuff you want to exist in the world.
The most *practical* value I've gotten out of Claude Code is writing a bunch of helper scripts for Asana (where I manage my life + our household stuff).
It's mostly grinding out friction, but for tasks I do hundreds of times a day... awesome.
(And I usually run on Claude iOS app; no server needed)
It's mostly grinding out friction, but for tasks I do hundreds of times a day... awesome.
(And I usually run on Claude iOS app; no server needed)
January 31, 2026 at 9:55 PM
The most *practical* value I've gotten out of Claude Code is writing a bunch of helper scripts for Asana (where I manage my life + our household stuff).
It's mostly grinding out friction, but for tasks I do hundreds of times a day... awesome.
(And I usually run on Claude iOS app; no server needed)
It's mostly grinding out friction, but for tasks I do hundreds of times a day... awesome.
(And I usually run on Claude iOS app; no server needed)
A small-but-mighty trick for using LLMs for cooking:
- Use an AI voice transcriber app to just walk through your pantry and capture it all by just talking
- Do the same for fresh fridge stuff
- Now you can give the LLM *way* more context for what to cook tonight
- Use an AI voice transcriber app to just walk through your pantry and capture it all by just talking
- Do the same for fresh fridge stuff
- Now you can give the LLM *way* more context for what to cook tonight
January 31, 2026 at 8:31 PM
A small-but-mighty trick for using LLMs for cooking:
- Use an AI voice transcriber app to just walk through your pantry and capture it all by just talking
- Do the same for fresh fridge stuff
- Now you can give the LLM *way* more context for what to cook tonight
- Use an AI voice transcriber app to just walk through your pantry and capture it all by just talking
- Do the same for fresh fridge stuff
- Now you can give the LLM *way* more context for what to cook tonight
File under things that are wild to me:
Claude Code can't access congress.gov pages because their Cloudflare config blocks all bot traffic.
Claude Code can't access congress.gov pages because their Cloudflare config blocks all bot traffic.
January 30, 2026 at 10:48 PM
File under things that are wild to me:
Claude Code can't access congress.gov pages because their Cloudflare config blocks all bot traffic.
Claude Code can't access congress.gov pages because their Cloudflare config blocks all bot traffic.
Pretty sure today marks the first time a current or former Medicaid Director has ever used Claude Code. (Was pretty darn cool to facilitate it.)
January 29, 2026 at 11:28 PM
Pretty sure today marks the first time a current or former Medicaid Director has ever used Claude Code. (Was pretty darn cool to facilitate it.)
I think those who want to do serious work on fixing government procurement outcomes should be most focused on what on the government side makes rational optimizing vendors do what they do.
January 28, 2026 at 11:45 PM
I think those who want to do serious work on fixing government procurement outcomes should be most focused on what on the government side makes rational optimizing vendors do what they do.
One of the more interesting things to me about AI agents is they potentially open up a market structure where a payer pays for an outcome, rather than software (or change requests on software.)
For AI transition philanthropy this could be interesting: market making for current market failures.
For AI transition philanthropy this could be interesting: market making for current market failures.
January 27, 2026 at 5:50 PM
One of the more interesting things to me about AI agents is they potentially open up a market structure where a payer pays for an outcome, rather than software (or change requests on software.)
For AI transition philanthropy this could be interesting: market making for current market failures.
For AI transition philanthropy this could be interesting: market making for current market failures.
Candidly I can't believe Google continues to fumble its user advantage on AI so badly.
Gemini in Google Docs... can't directly change formatting in the doc?
(This is could be an interesting eval to track just how far behind Google's inertia is putting it.)
Gemini in Google Docs... can't directly change formatting in the doc?
(This is could be an interesting eval to track just how far behind Google's inertia is putting it.)
January 26, 2026 at 5:32 PM
Candidly I can't believe Google continues to fumble its user advantage on AI so badly.
Gemini in Google Docs... can't directly change formatting in the doc?
(This is could be an interesting eval to track just how far behind Google's inertia is putting it.)
Gemini in Google Docs... can't directly change formatting in the doc?
(This is could be an interesting eval to track just how far behind Google's inertia is putting it.)
I'm early in the exploratory phase, but it's so interesting to give Claude Code a SNAP automation project scope that is illegal under federal rules (but not implausible) and see it refuse to build it.
(Interestingly, if asked to move barely >30 day apps to the end of the queue, it accepts.)
(Interestingly, if asked to move barely >30 day apps to the end of the queue, it accepts.)
January 26, 2026 at 4:25 AM
I'm early in the exploratory phase, but it's so interesting to give Claude Code a SNAP automation project scope that is illegal under federal rules (but not implausible) and see it refuse to build it.
(Interestingly, if asked to move barely >30 day apps to the end of the queue, it accepts.)
(Interestingly, if asked to move barely >30 day apps to the end of the queue, it accepts.)
A Friday thought: I reject a definitional shift of civic tech into something more closely resembling modest organizational change management.
January 23, 2026 at 11:24 PM
A Friday thought: I reject a definitional shift of civic tech into something more closely resembling modest organizational change management.
My partner was hospitalized and I now have the strong desire to build an LLM eval for guidance on avoiding surprise bills from ERs/hospitals/ambulances.
High quality advice in that (charged) moment would be deeply impactful at scale.
High quality advice in that (charged) moment would be deeply impactful at scale.
January 22, 2026 at 12:31 AM
My partner was hospitalized and I now have the strong desire to build an LLM eval for guidance on avoiding surprise bills from ERs/hospitals/ambulances.
High quality advice in that (charged) moment would be deeply impactful at scale.
High quality advice in that (charged) moment would be deeply impactful at scale.
Great example of a tiny life improvement AI coding (Claude Code) made a 5 minute project:
Update my Siri-SMS-to-Asana tool to put any message with "today" in it in the Today section of My tasks
Update my Siri-SMS-to-Asana tool to put any message with "today" in it in the Today section of My tasks
January 19, 2026 at 7:39 PM
Great example of a tiny life improvement AI coding (Claude Code) made a 5 minute project:
Update my Siri-SMS-to-Asana tool to put any message with "today" in it in the Today section of My tasks
Update my Siri-SMS-to-Asana tool to put any message with "today" in it in the Today section of My tasks
A prompt I gave a friend that he rated highly:
“What would you build assuming software development is free?”
“What would you build assuming software development is free?”
January 16, 2026 at 10:56 PM
A prompt I gave a friend that he rated highly:
“What would you build assuming software development is free?”
“What would you build assuming software development is free?”
I predict one of the stranger aspects of building software becoming free is that a key constraint will be a person’s own individual awareness of what they really want (and honesty about their intents)
January 14, 2026 at 4:43 PM
I predict one of the stranger aspects of building software becoming free is that a key constraint will be a person’s own individual awareness of what they really want (and honesty about their intents)
"Claude says USAA"
A text from my partner just now. And also a concise signpost of where we're headed.
A text from my partner just now. And also a concise signpost of where we're headed.
January 14, 2026 at 12:10 AM
"Claude says USAA"
A text from my partner just now. And also a concise signpost of where we're headed.
A text from my partner just now. And also a concise signpost of where we're headed.
A note I jotted down today:
“Don’t try to persuade the skeptics; try to intrigue the curious”
“Don’t try to persuade the skeptics; try to intrigue the curious”
January 13, 2026 at 11:45 PM
A note I jotted down today:
“Don’t try to persuade the skeptics; try to intrigue the curious”
“Don’t try to persuade the skeptics; try to intrigue the curious”