
making things @districtdotnet, investing @uncommonhq. previously @snap.
New York, NY
Joined June 2024
- Tweets163
- Following191
- Followers454
- Likes1.8K
So excited to launch ROSE! Nearly a year ago, we set out to solve one of the biggest gaps in understanding our health: environmental exposure. We use bloodwork and imaging to understand what’s happening inside our bodies, but know surprisingly little about what’s in the water we drink every day.
ROSE is an exposure health company built to give people a clear understanding of what they're exposed to every day, starting with water. Get a water testing kit at getrose.com!
Patrick Mandia retweeted
howdy is the new gm 🤠
check out our manifesto ⤵️
cowboy.inc/blog/software-tha…
Excited for everyone to experience Rose soon. A labor of love over the past year!
getrose.com
Would be cool to have a particulate breakdown in the Matic cleaning summary. Tell me how much dirt was hoovered up!
Bouncing between gpt on iOS/Mac and the web is so unnecessarily confusing. Just render the local chats as placeholders on the web! I feel like I'm going insane moving between browser and OS looking for various threads.
I would really love a delegated Granola agent that sits with my parents/grandparents during meetings with lawyers, doctors, etc. Huge game of telephone as these conversations are relayed around the family.
One thing I've been thinking about wrt the "personification" of agents is depth of character. GrokBot, Skydive, and others are chasing a very simple hierarchy: give the ai an avatar, a purpose, and a title. But this is a very flat structure and the memory/context/role are fairly opaque, especially when viewing groups of agents.
I'm interested in how these agents can more closely resemble an actual org structure—how do you visualize who has more access or pull on the team, how do you track performance over time, and how should plans be modified to account for this? The group identity is far more important than an individual agent having a nice avatar, especially in a future where you delegate all work through a single agent that manages the rest.
i'm a safari loyalist so grain of salt, but the chrome tab groups with computer use is insanely confusing ui. i'd much prefer chrome just add an "ai ticker" that cuts across every window, shows the source harness/session, and gets in my face when I need to take action.
The tsunami of routers launched in the past few weeks is puzzling to me.
1/ Every modern app-layer business will become a router. It's too fundamental to their existence to outsource to another company. For example, we at District are a router, building evals and benchmarks for which models are most effective at selling on the internet (eBay, Shopify, etc). It's our job to determine the right blend of cost, intelligence, and speed for our users. The same is true for companies like Harvey and Profound.
2/ The actual implementations are uninspired and often just bad. Using LLMs to route tasks on the fly without having context of the codebase, past work, etc is a waste of inference. Don't downgrade my model as the first line of defense against cost when there are better ways! Most turns happen on rediscovery (40-50% in many cases) which can be bottled up and reinjected at session start for massive turn reduction without lowering model class.
the vc glaze on instinct is baffling. did we just black out and forget poke ever existed? green oaks and kp ripping in at $500m has everyone panic tweeting about it to stay relevant.
Grok Bot is a cool harness but the personas are weird! Why make the user have to think about which agent to speak with vs. unified input and delegate out underneath?
Single input field + conversation stack is the best hci jump we've made with software in ages...going back to Person -> Conversation feels backwards.
Patrick Mandia retweeted
Why stop at Claude? Still an echo chamber with the same model talking to itself. You need cross-model comms to 10x code quality.
I released Cowchat so agents can chat locally and across the world. Chat rooms for agents makes code quality 10x better than coding with one LLM.
my greatest inspiration (and mvp seller on district) !!
Replying to @freialobo
fortune shared their story today, ft everyone’s favorite District seller, Patrick’s grandma 🫶🏽 fortune.com/2026/05/06/distr…














