Rust Systems & Services
Covers modern application-layer Rust (edition 2024): CLIs, web services, libraries. Not no_std/embedded.
Tooling
| Tool |
Purpose |
cargo |
Build, dep management, script runner |
clippy |
Lint (cargo clippy --workspace --all-targets -- -D warnings) |
rustfmt |
Formatter (cargo fmt --all) |
cargo-nextest |
Test runner, noticeably faster than cargo test, better isolation |
cargo-deny |
License + advisory + duplicate-dep checks |
cargo-machete |
Find unused dependencies |
- Pin
rust-toolchain.toml per repo so every contributor and CI uses the same compiler.
cargo update -p <crate> for single-package upgrades. cargo update rewrites everything — avoid in PR diffs.
Cargo.lock goes in version control for binaries and libraries (modern guidance; reproducibility wins).
Workspaces
Multi-crate projects use a workspace with layered crates. Dependencies point inward only.
Cargo.toml # [workspace] members + [workspace.dependencies]
crates/
protocol/ # Shared types, no deps on other workspace crates
storage/ # Persistence, depends on protocol
service/ # Business logic, depends on protocol + storage
cli/ # Binary, depends on everything
Centralize versions in [workspace.dependencies], reference as foo = { workspace = true } in members.
Keep the leaf-most crate (protocol / types) dependency-free so every other crate can depend on it without cycles.
Feature flags belong on the crate that introduces the dependency, not re-exported through the workspace root.
Library crates expose one stable facade: a thin lib.rs with a //! module doc comment stating purpose, followed by pub use re-exports of the public surface. Consumers learn one import path per concept; internal module layout can be reorganized without breaking callers.
Feature gates must error, never silently degrade. If runtime config requests a capability the binary wasn't compiled with (e.g. device = "gpu" on a non-CUDA build), fail at startup with a clear error. Silent fallback produces different behavior from what the operator configured, often without anyone noticing.
Centralize lints at the workspace root with [workspace.lints.*]. Every member crate inherits the same ruleset — no drift between crates, no per-crate #![deny(...)] stacks. Example:
[workspace.lints.rust]
unsafe_code = "warn"
missing_docs = "warn"
[workspace.lints.clippy]
all = { level = "warn", priority = -1 }
pedantic = { level = "warn", priority = -1 }
nursery = { level = "warn", priority = -1 }
module_name_repetitions = "allow"
must_use_candidate = "allow"
Each member crate opts in with [lints] workspace = true in its own Cargo.toml. Changing a lint in one place updates every crate.
Build Profiles
When tuning Cargo build profiles (release LTO, release-dbg symbols, release-min for distributable binaries) or adding dev-machine speedups (mold linker, target-cpu=native, share-generics), load build-profiles.md.
Error Handling
Split by crate role:
- Libraries / lower crates: define typed errors with
thiserror. Consumers can pattern-match.
- Binaries / top-level crates: use
anyhow::Result with .context("what was being attempted"). Human-readable error chains.
- Never return
Box<dyn Error> from library APIs — it erases variant information.
- Use
? liberally. Never .unwrap() or .expect() outside tests and main. An expect("...") is acceptable only when the invariant is provably upheld and the message explains why.
- Convert at boundaries:
#[from] on thiserror variants for auto-conversion; .map_err(MyError::from) when explicit.
bail!("...") / ensure!(cond, "...") in application code for early exits.
- Prefer
Result<T, E> over panics for any recoverable error. Panics are for programmer bugs (broken invariants), not runtime failures.
#[must_use] on fallible APIs: annotate functions returning Result or newtype-wrapped results that callers frequently ignore. Catches let _ = validate(x); at compile time instead of shipping a silently-dropped error.
Ownership Discipline
Take &str over &String, &[T] over &Vec<T> in function signatures — accepts more call sites for free.
Return owned (String, Vec<T>) from constructors and public APIs. Borrow in hot paths where lifetimes are obvious.
Reach for Arc<T> only when sharing across threads. Single-threaded sharing uses Rc<T> or references.
Cow<'_, str> when a function sometimes allocates and sometimes borrows (e.g. normalization).
Lifetime elision handles 90% of cases. If you're writing 'a in more than one signature, reconsider whether that type should own its data instead.
bytes::Bytes for zero-copy slicing of shared immutable buffers — network parsers, frame decoders, protocol handlers. BytesMut for building buffers that split_to / split_off into Bytes without reallocation. Prefer Bytes over Arc<Vec<u8>> when slicing is the dominant access pattern.
Reduce hot-path heap allocations with stack-or-inline collections when the typical size is small and known:
smallvec::SmallVec<[T; N]> — inline for ≤N items, spills to heap beyond. Good for "usually 1-8 items" cases like parsed tag lists, lookup keys, small event batches.
arrayvec::ArrayVec<T, CAP> — fixed capacity, never heap-allocates. Returns an error when full. Good for bounded message buffers or per-request scratch space.
- String interning for repeatedly-seen strings (enum-like values parsed from config, tenant IDs, route keys):
dashmap::DashMap<String, &'static str> with Box::leak on miss gives &'static str comparisons without per-call allocations.
These are optimizations — profile first. Vec/String on a cold path isn't the bottleneck.
Async with Tokio
- Default runtime:
#[tokio::main] with features = ["full"] for apps; features = ["rt", "macros", "sync"] for libraries that need to stay slim.
tokio::spawn for independent tasks. JoinSet for a dynamic group you'll await together with cancellation.
tokio::select! for racing futures (timeouts, cancellation, first-wins).
- Never block the runtime:
tokio::task::spawn_blocking for sync CPU work or blocking I/O libs.
tokio::sync::Mutex only when the guard must be held across .await. Otherwise std::sync::Mutex is faster.
tokio::sync::RwLock when reads dominate writes (config snapshots, route tables, hot caches). Many readers proceed in parallel; Mutex serializes them. For snapshot-swap semantics (rarely-updated config), arc-swap::ArcSwap is faster still — no lock on the read path.
- Cancellation:
CancellationToken (from tokio-util) propagates shutdown. Long-running tasks must check it.
- Backpressure via bounded
mpsc channels — unbounded channels hide memory growth until OOM.
Semaphore for hard concurrency limits on spawn paths that don't fit a channel model (e.g. "at most 50 concurrent outbound HTTP calls"). let _permit = sem.acquire().await?; inside the task; dropping the permit releases the slot. Pair with Arc<Semaphore> shared across spawners.
- Don't mix async runtimes. Pick
tokio and stick with it; async-std and smol don't interop cleanly.
CLI Tools (clap)
- Use the derive API:
#[derive(Parser)] + #[derive(Subcommand)]. Less boilerplate, types drive the help text.
- One
enum Commands variant per subcommand; flatten shared flags into a #[command(flatten)] struct CommonArgs.
--json flag on query commands for agent/pipe consumption. Emit via serde_json::to_string(&value)?.
- Exit codes: 0 success, 1 for errors
main returned, 2 for argparse (clap handles this), reserve 3+ for domain meanings documented in --help.
- Provide
--version automatically via #[command(version)].
See cli-tools.md for config layering, logging setup, progress reporting, and shell completions.
HTTP Services (axum)
- Framework default: axum (tokio-native, tower middleware, extractor-based handlers). Pick
actix-web only if an existing codebase uses it.
- Handlers return
Result<impl IntoResponse, AppError>. Implement IntoResponse for AppError to centralize error → status mapping.
- Validate input at the boundary:
axum::extract::Json<T> where T: Deserialize + Validate (use validator crate). Internal services trust input was validated.
- Share state via
State<Arc<AppState>> — not globals, not lazy_static.
- Middleware via
tower::ServiceBuilder: tracing → timeout → auth → CORS → handler. Order matters.
- Resilience layer stack (outbound HTTP clients and shared services):
ServiceBuilder::new().layer(TimeoutLayer).layer(RateLimitLayer).layer(ConcurrencyLimitLayer).layer(LoadShedLayer).layer(RetryLayer).service(client). Name each layer explicitly — LoadShedLayer sheds excess load, ConcurrencyLimitLayer caps in-flight requests, RateLimitLayer bounds request rate, RetryLayer retries classified transient errors. Combining LoadShedLayer + ConcurrencyLimitLayer produces proper backpressure instead of unbounded queueing.
See axum-service.md for project layout, extractors, error types, graceful shutdown, and OpenAPI generation.
Concurrency
| Workload |
Approach |
| Independent async I/O |
tokio::spawn + JoinSet or futures::join! |
| Data-parallel CPU work |
rayon with par_iter |
| Shared mutable state across threads |
Arc<Mutex<T>> or Arc<RwLock<T>>, smallest scope possible |
| Single-producer pipelines |
tokio::sync::mpsc (async) or std::sync::mpsc (sync) |
| Broadcast / fan-out |
tokio::sync::broadcast |
rayon and tokio coexist — use tokio::task::spawn_blocking to call a rayon pool from async code. Never call .block_on() from inside a tokio task; it deadlocks the runtime.
Testing
- Built-in
#[test]. Prefer cargo nextest run --workspace over cargo test — it runs tests in parallel processes with proper isolation.
- Unit tests live in
mod tests { ... } at the bottom of the file (access to private items).
- Integration tests in
tests/ directory. One file per public surface area.
#[tokio::test] for async tests. Add flavor = "multi_thread" when the code under test spawns tasks.
rstest for parametrized tests and fixtures. proptest / quickcheck for property-based tests on pure logic.
insta for snapshot testing CLI output, serialization, large structs. Review diffs with cargo insta review.
assert_cmd + predicates for CLI integration tests (invokes the binary, asserts on stdout/stderr/exit code).
- Assert on error variants with
matches!: assert!(matches!(result.unwrap_err(), MyError::Validation(_))). Cleaner than match arms when the test only cares whether the error is the right kind, and doesn't force updates when unrelated variants are added.
- Coverage:
cargo llvm-cov --workspace --html. Target 70%+ on application code, higher on library crates.
- Fuzzing for parsers:
cargo fuzz + libfuzzer-sys on any code that parses untrusted input (file formats, protocols, query languages). A short nightly fuzz run surfaces the panics and UB that unit tests miss.
For generic test discipline (anti-patterns, mock rules, rationalization resistance), see the ia-writing-tests skill.
Unsafe Discipline
- Default: no
unsafe. If clippy flags it, don't #[allow] it — refactor.
- Every
unsafe block gets a // SAFETY: comment above it explaining why each invariant holds. No comment = reviewer rejects.
- Keep
unsafe blocks minimal — wrap in a safe abstraction at module boundary, mark the module pub(crate).
- Use
miri (cargo +nightly miri test) on any crate containing unsafe or raw pointer arithmetic — catches UB that optimizers mask.
- Prefer
bytemuck, zerocopy, bytes over hand-rolled transmutes for zero-copy patterns.
std::env::set_var and remove_var are unsafe under edition 2024. Concurrent getenv from another thread is UB at the libc level; the unsafety can't be wrapped away by OnceLock::call_once or std::sync::Once — they ensure the closure runs once, not that it runs while no other thread is reading the environment. Pin every env-var write to single-threaded startup, before tokio::main or any std::thread::spawn. Common offender: native-library discovery paths (LD_LIBRARY_PATH, ORT_DYLIB_PATH, LIBTORCH, plugin loader paths) set lazily on first use — compute and set them in main (or a static initializer that runs before the runtime) so they're written before any concurrent reader exists.
Production Resilience
When productionizing a service (config validation, /health + /ready endpoints, graceful shutdown, retries/timeouts/jitter, connection pools, diagnostic secret redaction), load production-resilience.md.
Observability
For logging (tracing + tracing-subscriber with init recipe), #[instrument] spans, correlation IDs, metrics, and distributed tracing patterns, load observability.md. Never use println! or log:: in new code.
CI
General CI design lives with the ia-infrastructure-engineer agent. For Rust-specific callouts (rustsec/audit-check, cargo-llvm-cov, Swatinem/rust-cache, taiki-e/install-action, matrix coverage guidance, doc-test step), load ci-pipeline.md.
Discipline
- Simplicity first — every change as simple as possible, impact minimal code.
- Only touch what's necessary — avoid unrelated changes in a PR.
- No
#[allow(clippy::...)] as a shortcut — fix the underlying issue. Document exceptions with a rationale.
- Before adding a trait or generic, verify it's used in 3+ places. Otherwise a concrete type is clearer.
- Verify: see Verify section — pass all checks with zero warnings before declaring done.
Verify
cargo fmt --all -- --check passes with zero diffs
cargo clippy --workspace --all-targets --all-features -- -D warnings passes
cargo nextest run --workspace (or cargo test --workspace) passes with zero failures
cargo deny check passes (licenses, advisories, duplicates) for any crate going to production
- No new
unsafe without // SAFETY: comment
References
- cli-tools.md — clap patterns, config layering, tracing setup, progress, shell completions
- axum-service.md — project layout, extractors, error types, graceful shutdown, testing
- build-profiles.md — release/release-dbg/release-min profiles, mold linker, dev compile speedups
- ci-pipeline.md — Rust-specific CI steps (cargo audit, llvm-cov, rust-cache, matrix strategy, doc tests)
- production-resilience.md — fail-fast config, health/ready endpoints, graceful shutdown, retries, timeouts, connection pools
- observability.md — tracing init recipe, span instrumentation, correlation IDs, metrics, distributed tracing
Source: iliaal/ai-skills — distributed by TomeVault.
1---2name: iliaal-ai-skills-rust-systems3description: Rust Systems & Services4---56# Rust Systems & Services78Covers modern application-layer Rust (edition 2024): CLIs, web services, libraries. Not `no_std`/embedded.910## Tooling1112| Tool | Purpose |13|------|---------|14| `cargo` | Build, dep management, script runner |15| `clippy` | Lint (`cargo clippy --workspace --all-targets -- -D warnings`) |16| `rustfmt` | Formatter (`cargo fmt --all`) |17| `cargo-nextest` | Test runner, noticeably faster than `cargo test`, better isolation |18| `cargo-deny` | License + advisory + duplicate-dep checks |19| `cargo-machete` | Find unused dependencies |2021- Pin `rust-toolchain.toml` per repo so every contributor and CI uses the same compiler.22- `cargo update -p <crate>` for single-package upgrades. `cargo update` rewrites everything — avoid in PR diffs.23- `Cargo.lock` goes in version control for binaries *and* libraries (modern guidance; reproducibility wins).2425## Workspaces2627Multi-crate projects use a workspace with layered crates. Dependencies point inward only.2829```30Cargo.toml # [workspace] members + [workspace.dependencies]31crates/32 protocol/ # Shared types, no deps on other workspace crates33 storage/ # Persistence, depends on protocol34 service/ # Business logic, depends on protocol + storage35 cli/ # Binary, depends on everything36```3738- Centralize versions in `[workspace.dependencies]`, reference as `foo = { workspace = true }` in members.39- Keep the leaf-most crate (`protocol` / types) dependency-free so every other crate can depend on it without cycles.40- Feature flags belong on the crate that introduces the dependency, not re-exported through the workspace root.41- **Library crates expose one stable facade**: a thin `lib.rs` with a `//!` module doc comment stating purpose, followed by `pub use` re-exports of the public surface. Consumers learn one import path per concept; internal module layout can be reorganized without breaking callers.42- **Feature gates must error, never silently degrade.** If runtime config requests a capability the binary wasn't compiled with (e.g. `device = "gpu"` on a non-CUDA build), fail at startup with a clear error. Silent fallback produces different behavior from what the operator configured, often without anyone noticing.43- **Centralize lints at the workspace root** with `[workspace.lints.*]`. Every member crate inherits the same ruleset — no drift between crates, no per-crate `#![deny(...)]` stacks. Example:4445 ```toml46 [workspace.lints.rust]47 unsafe_code = "warn"48 missing_docs = "warn"4950 [workspace.lints.clippy]51 all = { level = "warn", priority = -1 }52 pedantic = { level = "warn", priority = -1 }53 nursery = { level = "warn", priority = -1 }54 module_name_repetitions = "allow"55 must_use_candidate = "allow"56 ```5758 Each member crate opts in with `[lints] workspace = true` in its own `Cargo.toml`. Changing a lint in one place updates every crate.5960## Build Profiles6162When tuning Cargo build profiles (release LTO, release-dbg symbols, release-min for distributable binaries) or adding dev-machine speedups (mold linker, `target-cpu=native`, share-generics), load [build-profiles.md](./references/build-profiles.md).6364## Error Handling6566Split by crate role:6768- **Libraries / lower crates**: define typed errors with `thiserror`. Consumers can pattern-match.69- **Binaries / top-level crates**: use `anyhow::Result` with `.context("what was being attempted")`. Human-readable error chains.70- Never return `Box<dyn Error>` from library APIs — it erases variant information.71- Use `?` liberally. Never `.unwrap()` or `.expect()` outside tests and `main`. An `expect("...")` is acceptable only when the invariant is provably upheld and the message explains why.72- Convert at boundaries: `#[from]` on thiserror variants for auto-conversion; `.map_err(MyError::from)` when explicit.73- `bail!("...")` / `ensure!(cond, "...")` in application code for early exits.74- Prefer `Result<T, E>` over panics for any recoverable error. Panics are for programmer bugs (broken invariants), not runtime failures.75- **`#[must_use]` on fallible APIs**: annotate functions returning `Result` or newtype-wrapped results that callers frequently ignore. Catches `let _ = validate(x);` at compile time instead of shipping a silently-dropped error.7677## Ownership Discipline7879- Take `&str` over `&String`, `&[T]` over `&Vec<T>` in function signatures — accepts more call sites for free.80- Return owned (`String`, `Vec<T>`) from constructors and public APIs. Borrow in hot paths where lifetimes are obvious.81- Reach for `Arc<T>` only when sharing across threads. Single-threaded sharing uses `Rc<T>` or references.82- `Cow<'_, str>` when a function sometimes allocates and sometimes borrows (e.g. normalization).83- Lifetime elision handles 90% of cases. If you're writing `'a` in more than one signature, reconsider whether that type should own its data instead.84- **`bytes::Bytes` for zero-copy slicing** of shared immutable buffers — network parsers, frame decoders, protocol handlers. `BytesMut` for building buffers that `split_to` / `split_off` into `Bytes` without reallocation. Prefer `Bytes` over `Arc<Vec<u8>>` when slicing is the dominant access pattern.85- **Reduce hot-path heap allocations** with stack-or-inline collections when the typical size is small and known:86 - `smallvec::SmallVec<[T; N]>` — inline for ≤N items, spills to heap beyond. Good for "usually 1-8 items" cases like parsed tag lists, lookup keys, small event batches.87 - `arrayvec::ArrayVec<T, CAP>` — fixed capacity, never heap-allocates. Returns an error when full. Good for bounded message buffers or per-request scratch space.88 - String interning for repeatedly-seen strings (enum-like values parsed from config, tenant IDs, route keys): `dashmap::DashMap<String, &'static str>` with `Box::leak` on miss gives `&'static str` comparisons without per-call allocations.89 90 These are optimizations — profile first. `Vec`/`String` on a cold path isn't the bottleneck.9192## Async with Tokio9394- Default runtime: `#[tokio::main]` with `features = ["full"]` for apps; `features = ["rt", "macros", "sync"]` for libraries that need to stay slim.95- `tokio::spawn` for independent tasks. `JoinSet` for a dynamic group you'll await together with cancellation.96- `tokio::select!` for racing futures (timeouts, cancellation, first-wins).97- Never block the runtime: `tokio::task::spawn_blocking` for sync CPU work or blocking I/O libs.98- `tokio::sync::Mutex` only when the guard must be held across `.await`. Otherwise `std::sync::Mutex` is faster.99- **`tokio::sync::RwLock` when reads dominate writes** (config snapshots, route tables, hot caches). Many readers proceed in parallel; `Mutex` serializes them. For snapshot-swap semantics (rarely-updated config), `arc-swap::ArcSwap` is faster still — no lock on the read path.100- Cancellation: `CancellationToken` (from `tokio-util`) propagates shutdown. Long-running tasks must check it.101- Backpressure via bounded `mpsc` channels — unbounded channels hide memory growth until OOM.102- **`Semaphore` for hard concurrency limits** on spawn paths that don't fit a channel model (e.g. "at most 50 concurrent outbound HTTP calls"). `let _permit = sem.acquire().await?;` inside the task; dropping the permit releases the slot. Pair with `Arc<Semaphore>` shared across spawners.103- Don't mix async runtimes. Pick `tokio` and stick with it; `async-std` and `smol` don't interop cleanly.104105## CLI Tools (clap)106107- Use the derive API: `#[derive(Parser)]` + `#[derive(Subcommand)]`. Less boilerplate, types drive the help text.108- One `enum Commands` variant per subcommand; flatten shared flags into a `#[command(flatten)] struct CommonArgs`.109- `--json` flag on query commands for agent/pipe consumption. Emit via `serde_json::to_string(&value)?`.110- Exit codes: 0 success, 1 for errors `main` returned, 2 for argparse (clap handles this), reserve 3+ for domain meanings documented in `--help`.111- Provide `--version` automatically via `#[command(version)]`.112113See [cli-tools.md](./references/cli-tools.md) for config layering, logging setup, progress reporting, and shell completions.114115## HTTP Services (axum)116117- Framework default: **axum** (tokio-native, tower middleware, extractor-based handlers). Pick `actix-web` only if an existing codebase uses it.118- Handlers return `Result<impl IntoResponse, AppError>`. Implement `IntoResponse` for `AppError` to centralize error → status mapping.119- Validate input at the boundary: `axum::extract::Json<T>` where `T: Deserialize + Validate` (use `validator` crate). Internal services trust input was validated.120- Share state via `State<Arc<AppState>>` — not globals, not `lazy_static`.121- Middleware via `tower::ServiceBuilder`: tracing → timeout → auth → CORS → handler. Order matters.122- **Resilience layer stack** (outbound HTTP clients and shared services): `ServiceBuilder::new().layer(TimeoutLayer).layer(RateLimitLayer).layer(ConcurrencyLimitLayer).layer(LoadShedLayer).layer(RetryLayer).service(client)`. Name each layer explicitly — `LoadShedLayer` sheds excess load, `ConcurrencyLimitLayer` caps in-flight requests, `RateLimitLayer` bounds request rate, `RetryLayer` retries classified transient errors. Combining `LoadShedLayer` + `ConcurrencyLimitLayer` produces proper backpressure instead of unbounded queueing.123124See [axum-service.md](./references/axum-service.md) for project layout, extractors, error types, graceful shutdown, and OpenAPI generation.125126## Concurrency127128| Workload | Approach |129|----------|----------|130| Independent async I/O | `tokio::spawn` + `JoinSet` or `futures::join!` |131| Data-parallel CPU work | `rayon` with `par_iter` |132| Shared mutable state across threads | `Arc<Mutex<T>>` or `Arc<RwLock<T>>`, smallest scope possible |133| Single-producer pipelines | `tokio::sync::mpsc` (async) or `std::sync::mpsc` (sync) |134| Broadcast / fan-out | `tokio::sync::broadcast` |135136`rayon` and `tokio` coexist — use `tokio::task::spawn_blocking` to call a rayon pool from async code. Never call `.block_on()` from inside a tokio task; it deadlocks the runtime.137138## Testing139140- Built-in `#[test]`. Prefer `cargo nextest run --workspace` over `cargo test` — it runs tests in parallel processes with proper isolation.141- Unit tests live in `mod tests { ... }` at the bottom of the file (access to private items).142- Integration tests in `tests/` directory. One file per public surface area.143- `#[tokio::test]` for async tests. Add `flavor = "multi_thread"` when the code under test spawns tasks.144- `rstest` for parametrized tests and fixtures. `proptest` / `quickcheck` for property-based tests on pure logic.145- `insta` for snapshot testing CLI output, serialization, large structs. Review diffs with `cargo insta review`.146- `assert_cmd` + `predicates` for CLI integration tests (invokes the binary, asserts on stdout/stderr/exit code).147- **Assert on error variants with `matches!`**: `assert!(matches!(result.unwrap_err(), MyError::Validation(_)))`. Cleaner than `match` arms when the test only cares whether the error is the right kind, and doesn't force updates when unrelated variants are added.148- Coverage: `cargo llvm-cov --workspace --html`. Target 70%+ on application code, higher on library crates.149- **Fuzzing for parsers**: `cargo fuzz` + `libfuzzer-sys` on any code that parses untrusted input (file formats, protocols, query languages). A short nightly fuzz run surfaces the panics and UB that unit tests miss.150151For generic test discipline (anti-patterns, mock rules, rationalization resistance), see the `ia-writing-tests` skill.152153## Unsafe Discipline154155- Default: no `unsafe`. If clippy flags it, don't `#[allow]` it — refactor.156- Every `unsafe` block gets a `// SAFETY:` comment above it explaining why each invariant holds. No comment = reviewer rejects.157- Keep `unsafe` blocks minimal — wrap in a safe abstraction at module boundary, mark the module `pub(crate)`.158- Use `miri` (`cargo +nightly miri test`) on any crate containing `unsafe` or raw pointer arithmetic — catches UB that optimizers mask.159- Prefer `bytemuck`, `zerocopy`, `bytes` over hand-rolled transmutes for zero-copy patterns.160- **`std::env::set_var` and `remove_var` are `unsafe` under edition 2024.** Concurrent `getenv` from another thread is UB at the libc level; the unsafety can't be wrapped away by `OnceLock::call_once` or `std::sync::Once` — they ensure the closure runs once, not that it runs while no other thread is reading the environment. Pin every env-var write to single-threaded startup, before `tokio::main` or any `std::thread::spawn`. Common offender: native-library discovery paths (`LD_LIBRARY_PATH`, `ORT_DYLIB_PATH`, `LIBTORCH`, plugin loader paths) set lazily on first use — compute and set them in `main` (or a `static` initializer that runs before the runtime) so they're written before any concurrent reader exists.161162## Production Resilience163164When productionizing a service (config validation, `/health` + `/ready` endpoints, graceful shutdown, retries/timeouts/jitter, connection pools, diagnostic secret redaction), load [production-resilience.md](./references/production-resilience.md).165166## Observability167168For logging (`tracing` + `tracing-subscriber` with init recipe), `#[instrument]` spans, correlation IDs, metrics, and distributed tracing patterns, load [observability.md](./references/observability.md). Never use `println!` or `log::` in new code.169170## CI171172General CI design lives with the `ia-infrastructure-engineer` agent. For Rust-specific callouts (`rustsec/audit-check`, `cargo-llvm-cov`, `Swatinem/rust-cache`, `taiki-e/install-action`, matrix coverage guidance, doc-test step), load [ci-pipeline.md](./references/ci-pipeline.md).173174## Discipline175176- Simplicity first — every change as simple as possible, impact minimal code.177- Only touch what's necessary — avoid unrelated changes in a PR.178- No `#[allow(clippy::...)]` as a shortcut — fix the underlying issue. Document exceptions with a rationale.179- Before adding a trait or generic, verify it's used in 3+ places. Otherwise a concrete type is clearer.180- Verify: see Verify section — pass all checks with zero warnings before declaring done.181182## Verify183184- `cargo fmt --all -- --check` passes with zero diffs185- `cargo clippy --workspace --all-targets --all-features -- -D warnings` passes186- `cargo nextest run --workspace` (or `cargo test --workspace`) passes with zero failures187- `cargo deny check` passes (licenses, advisories, duplicates) for any crate going to production188- No new `unsafe` without `// SAFETY:` comment189190## References191192- [cli-tools.md](./references/cli-tools.md) — clap patterns, config layering, tracing setup, progress, shell completions193- [axum-service.md](./references/axum-service.md) — project layout, extractors, error types, graceful shutdown, testing194- [build-profiles.md](./references/build-profiles.md) — release/release-dbg/release-min profiles, mold linker, dev compile speedups195- [ci-pipeline.md](./references/ci-pipeline.md) — Rust-specific CI steps (cargo audit, llvm-cov, rust-cache, matrix strategy, doc tests)196- [production-resilience.md](./references/production-resilience.md) — fail-fast config, health/ready endpoints, graceful shutdown, retries, timeouts, connection pools197- [observability.md](./references/observability.md) — tracing init recipe, span instrumentation, correlation IDs, metrics, distributed tracing198199---200> Source: [iliaal/ai-skills](https://github.com/iliaal/ai-skills) — distributed by [TomeVault](https://tomevault.io).201<!-- tomevault:4.0:skill_md:2026-05-23 -->