Caleb Walker

co-founder, principal architect | senior developer

[Anisha @DoctorRaul]

Questions I'd ask before approving agents on real systems, and the Sai API answers:

- isolation? its own Windows cloud computer per agent
- visibility? a live view of every machine
- control? approval before risky commands
- scale? agents run in parallel

[Caleb Walker @cmfuhrman]

it's on https://t.co/vpINaNI3kb. Claude Code, Codex, Cursor

[Caleb Walker @cmfuhrman]

Architecture notes on Sai API:

compute: one Windows cloud computer per agent
interface: MCP, one command
builder: Claude Code wrote the Muse app in the clip from one prompt
benchmark: #1 on OSWorld 2.0 in partial success rate (79.38%)

[Caleb Walker @cmfuhrman]

this hero section was built in chat:
→ Website Builder lets agents refine it live
→ a Business Agent updates copy on the fly

Teamily AI is a Humans + Agents platform for small businesses and teams exploring Team AI. follow @Teamily_AI or visit https://t.co/5pDTasybLQ

[CarolCao @carolcao_]

turning "trust me bro, I won’t sell" into something verifiable onchain

team allocations, investor vesting, community incentives, treasury reserves — anywhere you need a promise to actually mean something

and if the locked token can still earn dividends?

even better

[Jerry Pan @stambouli_o1]

We’re hosting an event in Seoul during KBW at the No. 2 bar in Asia 🇰🇷

Korea is the #3 region in the @o1_exchange ecosystem by users, trading volume, and web traffic.

Only day 5 here and I already love Seoul. Everything is so organized and efficient.

Come say hi 👇
https://t.co/8t2bLhZ3Tp

[Caleb Walker @cmfuhrman]

if you do immunoncology or genomics, the new ScienceBuddy video is a familiar sight of papers and scripts. #ScienceBuddy

[Jerry Pan @stambouli_o1]

See u tmr to talk about tokenized equities.

specifically how stock memes like base:0xb200000000000000000000cfbdf64a8706a94a01 are bootstrapping the initial liquidity of serious onchain infra.

[Jerry Pan @stambouli_o1]

I don't like to promise financial returns and it's also what's advised against by my general counsel and lawyers.

But @o1_exchange alpha listing is born different. it's for the long-term projects who can go thru liquidity cycles.

o1 alpha is like @binance alpha listing but for @coinbase @CoinbaseMarkets @base. Note that it has no ties to Coinbase / Base, but it's actively managed and researched by the alpha onchain analysts and the biggest @base traders.

NFA. DYOR.

All I want to say is that we're here tgt in this for the long term and we're winning it tgt on @base.

o1 alpha listing will be another listing similar like Coinbase / Binance / Upbit for the wealth effect, but much earlier stage and much longer term.

Sky is the limit.

[Caleb Walker @cmfuhrman]

every tangent I explored last month as an actual browsable map. not a metaphor, like an actual spatial thing I can ask questions about. JarvixOS

[AppSmith @christianmosca2]

#JarvixOS says I'm The Relentless Refiner.

Meanwhile my desktop has:

final
final2
final_REAL
final_REAL_USE_THIS
final_v12

What's your J-Score, and which "final" are you currently lying about? 🥲

[Caleb Walker @cmfuhrman]

Finally squashed that tricky bug that's been nagging me all week. Feels good to get that architecture solid.

[Caleb Walker @cmfuhrman]

@davewalls love the game! Watching from Austin, Texas