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The full stack

Every layer, your own.

One agent runtime, one router, one sandbox layer, full control to customize, control, and extend.

engineering
Dustin Schau
Dustin Schau
9:12 AM

@Acme can you analyze the queries that resulted in opening a PR, week over week? It feels slower lately and I wonder if it's real or if I'm just asking for more.

Layer 01 — Apps

One agent: integrated everywhere.

We meet you wherever you work, so you can stay in flow across all of the surfaces where your team gets work done.

bugs
Casey Manos
Casey Manos
10:04 AM

cross-posting from #sales, we're hearing it from customers too. @Acme can you dig in?

Rachel Taylor profile pictureRachel Taylor10:01 AM

two customers on calls this morning hit 401s on their Salesforce sync. anyone else hearing this?

Posted in #sales · Today

Acme logo
AcmeAPP
10:05 AM

On it — pulling this morning's failed syncs and replaying them in a sandbox.

Acme logo
AcmeAPP
10:18 AM

Reproduced it in a sandbox: two runs can refresh the same OAuth token at once, and the loser's token gets revoked. Fix is up as PR #482with a regression test that replays the failing syncs. All checks are green; I'll post here the moment it merges.

PR #482 · fix/token-refresh-race · 12 checks passed

serialize token refresh per connection#482

open

Acme logoAcme opened this from the #bugs thread · 2m ago

integrations/oauth.ts

  • if (token.expiresAt < Date.now()) {
  • - return refreshToken(connection)
  • + return withLock(connection.id, () =>
  • + refreshToken(connection))
  • 12 checks passed
  • sandbox-verified
  • ran in 41s
Messages · +1 (415) 555-0134

did the token fix merge yet?

Merged 14 minutes ago: checks green, canary healthy, 401s back to zero. I posted the all-clear in #bugs and queued re-runs for the 12 syncs that failed.

perfect, kick off the re-runs

Layer 02 — Models

Don't bet your business on one model.

Send each request to the right model: frontier for the hard problems, fast open-weight for everything else. The router handles keys, retries, streaming, and spend behind one endpoint.

  • Adaptive routingEvery request is scored and routed to a tier: xfast, fast, balanced, or deep.

  • Frontier and open-weight, day oneClaude, GPT, and Gemini next to the best open-weight releases. New models are a config change, not a migration.

  • Zero lock-inA model is a string, not an architecture decision. Your evals pick the winner, not a vendor roadmap.

  • Mid-stream failoverProvider 500s and rate limits reroute in flight. The user never sees a retry.

Adapt Router
“What’s our uptime?”xfast
“Draft a reply”fast
“Chart signup trends”balanced
“Root-cause the 401s”deep
TierModelp50Cost
  • xfastgpt-5.6-luna-low121ms
  • fastgemini-3.7-flash180ms1.3×
  • balancedgpt-5.6-sol-medium388ms~11×
  • deepfable-5-xhigh412ms~17×

Layer 03 — Infra

A real computer. A real filesystem.

Your agents need a way to execute code. Every agent has access to microVM sandboxes with persistent filesystems, scoped secrets, and cron.

run_7f3a91
Cold start 90ms
  • boot sandbox90ms
  • mount /state62ms
  • load secrets41ms
  • router → fable-5-xhigh1.24s
  • tool: github.search310ms
  • router → kimi-k3-high190ms
  • write run.json48ms
  • post to slack88ms

total 2.05sretries 0cost $0.0038

Persistent volume
  • integrations/84 MB
  • knowledge/486 MB
  • skills/132 MB
  • apps/96 MB
  • company.md48 KB

1.1 GB of 10 GBsnapshot 4m ago

Automations
  • 0 9 * * 1standup digest
  • */15 * * * *inbox sweep
  • grain.call.finishedpost call transcriptwebhook
  • stripe.invoice.paidreceipt → CRMwebhook

What you actually shipComing soon

Your company, as code.

One command scaffolds plain TypeScript. No framework to learn, no config screens. Every integration is a file you own, so each team meets the agent inside the tool they already live in.

acme-agent· main

acme/

Yours from the first commit. Read it, fork it, delete what you don't need.

One codebase, every team

Push and deploy.

Ship it to your own environment, or use Adapt Cloud's managed platform.

Become AI-native.
Instantly.

One command and your agent is live. Every surface, every model, zero infrastructure.

  • SOC 2 Type II
  • Self-host, VPC, or managed on-prem