Could there be a more perfect house?

Dignifying an entire industry is my goal

A context graph is best understood as an append-only evidence substrate that constrains action-conditioned latent transition operators, because storing even perfect observable histories does not identify the underlying dynamics under partial observability. Structural similarity

1 5 6 11 12 here scott belsky cheers 2026

Yes I found that to be true. I was trying to find a SWE and I was told you need an MVP so I said ok I’m gonna try and I did it. I vibe coded the ish out of it. Built full-stack: artist profiles, booking flows, dashboards, messaging, payments (frontend) + auth, database,

Your RB's favorite RB‼️

Hey there, I'm Violet while preparing for the Niner game tomorrow I'm distracting myself by sharing what I vibe coded for my build: Frontend: React 18 + Vite Wouter (routing) TanStack Query (data fetching) Tailwind CSS + shadcn/ui Framer Motion (animations) Backend: Express.js +

One of my favorites Eli Manning

No one has united independent service providers into one platform. They're too fragmented. Too independent. They reject platform ownership. Everyone builds bits and pieces. No one builds the whole thing. But here's what's inevitable: Agentic commerce can't happen without

Ok as a Mom of 2 littles and a founder, I’m def excited about trying this! Thanks Dhawal Jain I need all the zen I can get

This is why I’m building, because I’m from this very 80%

Logistical Trust Layer, that is what we are building. I come from the Trust Layer that is not on any one platform, the Messy Real World. That is the fun part. 25yrs in the game has taught me a lil something. Spot on Dan, cheers

Thoughts: The high-end services commerce economy is currently invisible to AI. That isn’t a gap. It’s a wall. That can’t be good, right? I agree with @jasonscui agents are hitting a wall because they are context-starved. But my belief, based on my experience, is that the market

George here’s our checklist based in your great essay, just more confirmation our path is correct. Coordination: Briarwood isn't a tool; it's the "Agentic Management" layer for multi-party handoffs. • Signal: We cut through the "slop" by using FICO-verified certainty instead of

Already on top of that Josh!! They are gonna need real world verification.. a FICO score maybe? That’s what our CDI is for :) The trust verification layer for the real world :) Briarwood

Agents are going to need a FICO score, ours Briarwood is CDI. Humans know what and who to trust based on behavior. Agents do not know what makes someone trustworthy innately. Briarwood is structuring private, high-stakes behavioral data. Can this person actually be trusted to

In DFW this week, recs welcome :)

Briarwood is the Harness for Physical Reality, because I’m digitizing trust. Thx for the great paper Rohit!

Humans - FICO Agents - CDI by Briarwood