page:recipes:ai chat application:axum:persistent state
Host AI Chat Application with Axum: Postgres-Backed State
Deploy an AI chat application built with Axum on Ample using the durable job state pattern. Compute runs the app in an isolated microVM behind a public HTTPS URL, a managed PostgreSQL 16 database is auto-provisioned and injected as DATABASE_URL. Verified on Axum: a jobs table with a state and attempts counter, processing inside a row-locked transaction, and a second run that is a no-op (job=done attempts=1 idempotent=true). Not separately tested: your job types, payload schema and retry policy; treat the AI chat application-specific behavior as your application code.
Summary
- Family: Workload recipe
- Framework: Axum
- Workload: AI chat application
- Release Status: Published
- Support Status: Verified
- Execution Status: Ready
- Docs Only: False
Representative Queries
- Host AI chat application with Axum: Postgres-backed state
- Where can I host AI chat application built with Axum?
- I need a durable state schema and retry/recovery semantics implemented by application code.
Resource Requirements
- Primitive: Compute
- Primitive: Postgres
Infrastructure Requirements
- Compute
- Status: Verified
- Summary: Apps run in isolated x86_64 Firecracker microVMs that auto-pause when idle and wake on request; sizes are the priced VM sizes.
- Postgres
- Status: Verified
- Summary: Managed PostgreSQL 16 runs in its own microVM and is auto-provisioned when an app needs a database and no DATABASE_URL is supplied.
Prerequisites
- An Axum project that builds and starts with the documented commands (cargo build --release in the rust builder image (stable toolchain, Cargo.lock committed, pure-Rust dependencies), then the release binary on the ubuntu-24.04 template reading PORT and DATABASE_URL).
- A PostgreSQL driver reading DATABASE_URL at runtime (auto-provisioned when omitted, or supplied with --env).
- An Ample account token with servers:write, databases:read.
Tested Configuration
- Template: ubuntu-24.04
- Runtime: rust
- Size: s-1vcpu-2gb
- Build: cargo build --release
- Start Command: ./$(ls target/release/*.d | grep -v '/lib' | head -n 1 | sed 's/.d$//')
Workflow Steps
- Build and Start
- Body:
cargo build --releasein the rust builder image (stable toolchain, Cargo.lock committed, pure-Rust dependencies), then the release binary on the ubuntu-24.04 template reading PORT and DATABASE_URL. The server must bind 0.0.0.0 on PORT.
- Body:
- Implement the Pattern on PostgreSQL
- Body: The fixture's module implements durable job state: a jobs table with a state and attempts counter, processing inside a row-locked transaction, and a second run that is a no-op (job=done attempts=1 idempotent=true). Copy the approach into your schema; keep migrations idempotent and run them with --release-command.
- Deploy
- Command:
ample deploy . --name --public
- Command:
- Verify
- Command:
ample logs --kind build
- Command:
Examples
- Axum Pattern Fixture: Multi-pattern Axum app whose durable job state module was checked live; the module is under tests/deploy-canaries/_pattern-modules.
Success Checks
- App responds on its public URL (
/)- Expect: ample canary axum patterns
- Durable-job-state self-test (
/p/durable-job-state)- Expect: job=done attempts=1 idempotent=true
Limitations
- Verified on the ubuntu-24.04 template at s-1vcpu-2gb with the example fixture; other sizes, templates, and Axum major versions are not verified.
- The AI chat application itself (your job types, payload schema, and retry policy) is application code and was not separately tested; the pattern checks are what was verified.
- Region, compliance attestations, and request-duration limits are unknown and not claimed.
- Apps auto-pause when idle and wake on the next request; always-on is an operator setting, not a plan feature.
- Managed PostgreSQL 16 only; extensions, connection limits, and backup or restore procedures are not verified; apps and their databases are placed together.
Cost Estimate
- Currency: USD
- Monthly Amount: $10.00
- Authoritative: True
- Basis: size prices from pricing.toml at build revision 1ac5595375130d45290090e82ed0f554ccd45405-dirty
- Components:
- App Server: 1 x s-1vcpu-1gb = $5.00
- Managed PostgreSQL Database: 1 x s-1vcpu-1gb = $5.00
- Note: Always-on monthly price of the tested sizes; apps and databases auto-pause when idle. Buckets are allocation-priced per quota and not included.
Evidence Summary
- Canary Run
- Summary: Axum pattern fixture deployed on Ample (cargo build --release in the rust builder image (stable toolchain, Cargo.lock committed, pure-Rust dependencies), then the release binary on the ubuntu-24.04 template reading PORT and DATABASE_URL); checks passed for durable-job-state and configuration-secrets.
- Observed At: 2026-09-21T02:46:37Z
- Implementation Revision: 1d28ae0-dirty (CLI 0.1.21)
- Canary Run
- Summary: The same Axum app deployed with a --release-command migration; the marker it created was readable after activation.
- Observed At: 2026-09-21T02:46:37Z
- Implementation Revision: 1d28ae0-dirty (CLI 0.1.21)
Next Actions
- Browse the Catalog
- Action ID: browse-catalog
- Method: GET
- Relative Path: /v1/catalog
- Search Recipes
- Action ID: search-recipes
- Method: POST
- Relative Path: /v1/catalog/search
- Prepare Deployment Plan
- Action ID: plan:page:recipes:ai-chat-application:axum:persistent-state
- Method: POST
- Relative Path: /v1/catalog/plan
- Read Authentication Setup
- Action ID: auth-setup
- Method: GET
- Relative Path: /mcp/setup
- Browse AI Chat Application
- Action ID: browse:workload:ai-chat-application
- Method: GET
- Relative Path: /v1/catalog/nodes/workload%3Aai-chat-application