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37 commits

Author SHA1 Message Date
Bryan Helmkamp
264cac3c64
feat(server): inject settings-backed model catalog (#247)
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## Summary

This PR moves the server-facing model catalog paths onto a resolved
catalog stored in `AppState`, using configured `[llm]` provider/model
overrides layered on top of the built-in catalog.

The server now uses the injected catalog for:

- `/models` listing and model test lookup
- `/completions` default model and provider inference
- manifest preflight materialization and LLM model alias resolution
- diagnostics LLM probes
- pull request default model selection
- runtime settings refresh via `replace_settings`

It also adds catalog overlay helpers in `fabro-model` and converts
resolved server runtime `[llm]` settings into the catalog shape in
`fabro-config`.

This branch also includes the earlier `chore: update dockerfile` commit,
which updates the Daytona snapshot to `fabro-v10` and installs Chromium
through the xtradeb PPA with an XFCE/browser wrapper.

Related: #210

## Tests

- `cargo +nightly-2026-04-14 fmt --check --all`
- `cargo nextest run -p fabro-config -p fabro-model -p fabro-server`
(844 tests passed)
- `cargo +nightly-2026-04-14 clippy -p fabro-config -p fabro-model -p
fabro-server --all-targets -- -D warnings`
2026-05-12 17:55:28 -04:00
Bryan Helmkamp
34d83db801
feat(model): support open provider catalog data (#245)
## Summary

This PR moves Fabro’s provider/model catalog toward settings-driven
provider identity by replacing the closed provider schema at the
API/auth/model boundary with `ProviderId`, then loading built-in
provider and model metadata from embedded per-provider TOML files.

The immediate result is that built-ins now use the same settings-shaped
catalog data that custom providers will use later, while request-serving
paths still keep the existing bootstrap/default catalog behavior until
the resolved-catalog plumbing lands.

## Changes

- Replaces API-facing provider enum usage with string-backed
`ProviderId`, including OpenAPI/progenitor replacements and regenerated
TypeScript client models.
- Routes model, auth, billing, CLI, server, and workflow call sites
through provider IDs where they cross product identity boundaries.
- Builds `Catalog` from settings-shaped provider/model data with
validation for adapter keys, OpenAI-compatible `base_url`, duplicate
aliases, provider defaults, disabled entries, model controls, and
per-speed cost rows.
- Replaces `catalog.json` with embedded provider TOML files under
`lib/crates/fabro-model/src/catalog/providers/`.
- Adds an explicit `fabro_model::bootstrap_catalog` hatch for
setup/install paths and extends the dev policy test to keep bootstrap
access contained.
- Preserves public training and knowledge-cutoff labels in LLM model
settings while still accepting bare TOML dates.

## Verification

- `cargo nextest run -p fabro-model -p fabro-config -p fabro-api` — 416
passed
- `cargo nextest run -p fabro-dev --features dev
bootstrap_catalog_references_stay_in_allowlist` — 1 passed
- `cargo +nightly-2026-04-14 fmt --check --all`
- `cargo +nightly-2026-04-14 clippy --workspace --all-targets -- -D
warnings`
- `cargo build --workspace`
- `git diff --check`

---

[![Compound
Engineering](https://img.shields.io/badge/Compound_Engineering-6366f1)](https://github.com/EveryInc/compound-engineering-plugin)
🤖 Generated with GPT-5 via [Codex](https://openai.com/codex)
2026-05-12 15:42:49 -04:00
fabro-sh-0530[bot]
10de9fd16c
Add foundation for settings-driven LLM catalog (#207)
## Summary

This lays the groundwork for settings-driven LLM providers and models
without switching production routing yet. The new schemas and shared
vocabulary let later catalog construction treat provider/model identity
as data while keeping adapter behavior and control values Rust-owned.

## What changed

- Added `[llm.providers]` and `[llm.models]` settings layers with sparse
per-entry merging, whole-array replacement for credential/alias/control
lists, TOML date support for `knowledge_cutoff`, and typed `credential:`
/ `env:` references that reject literal secrets.
- Added `ProviderId`, `ModelId`, and a shared `ReasoningEffort` enum in
`fabro-model`, plus adapter metadata for `anthropic`, `openai`,
`gemini`, and `openai_compatible`.
- Added a matching `fabro-llm` adapter factory registry with parity
tests to keep metadata keys and factory keys in sync.
- Added `[run.model.controls]` defaults through config resolution and
runtime settings types.
- Added a workspace policy test to prevent future `bootstrap_catalog`
use outside install/test-support paths.

### Plan Summary

- This is the foundation slice of the settings-driven catalog plan.
- Production still uses the existing `Provider` enum and
`Catalog::builtin()` call paths.
- ProviderId routing, OpenAPI regeneration, auth resolver changes,
resolved `Arc<Catalog>` injection, typed request speed, and per-speed
billing are deferred follow-ups.

⚒️ Generated with [Fabro](https://fabro.sh)

---------

Co-authored-by: Fabro <noreply@fabro.sh>
Co-authored-by: fabro-bot <fabro-bot@fabro.sh>
Co-authored-by: Bryan Helmkamp <bryan@brynary.com>
2026-05-12 10:01:57 -04:00
Bryan Helmkamp
67decad7b5
feat(billing): project live stage token usage
Store live per-stage token counts on StageProjection, carry typed billing model identity through agent.message events, and derive billing rollups from the projection so in-flight stages can report usage before terminal events arrive.
2026-05-09 15:25:51 -04:00
Bryan Helmkamp
963156a473
fix(llm): normalize provider token usage
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Keep normalized TokenCounts buckets disjoint across OpenAI, Gemini, and Anthropic usage mappings so totals match provider-reported billing semantics.
2026-05-08 23:42:30 -04:00
Bryan Helmkamp
38b51c4c29
refactor(server): simplify model availability probes
Use a lightweight basic probe target for preflight instead of fabricating catalog models, run configured model probes with bounded concurrency, and keep expensive model choices opt-in for defaults and live tests.
2026-05-04 11:47:37 -04:00
Bryan Helmkamp
493ab7f442
chore(catalog): set Opus 4.7 as the Anthropic default
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-04 11:12:40 -04:00
Bryan Helmkamp
a614183378
chore(catalog): add GPT-5.5 and GPT-5.5 Pro, set 5.5 as OpenAI default
GPT-5.5 (released 2026-04-23) replaces 5.4 as the default OpenAI model.
Live integration tests confirm both new IDs respond on the OpenAI API;
they require default temperature like other reasoning models.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-04 11:12:40 -04:00
Bryan Helmkamp
015992208a
feat(models): expose configured status
Add configured to the model API contract and server responses so clients can see whether provider credential material exists before testing. Use that signal in bulk model tests to skip unconfigured providers before printing progress and treat post-list skips as race failures.
2026-04-30 09:15:02 -04:00
Bryan Helmkamp
78a2f8638b
refactor(api): reuse billing and model domain types 2026-04-30 06:15:18 -04:00
Bryan Helmkamp
cb0bab233a
refactor(types): use trait conversions directly
Remove redundant as_str/from helper methods on provider, reasoning, model-test, safe URL, and interview types. Migrate call sites to Display, IntoStaticStr, and FromStr while keeping wire-format coverage in tests.
2026-04-26 21:36:24 -04:00
Bryan Helmkamp
80de5ca616 refactor(static): centralize env var names
Add fabro-static::EnvVars as the shared registry for fixed environment variable names and migrate env reads, clap env bindings, and subprocess/test allowlists to use it.

Add clippy bans for raw std::env lookup APIs so future dynamic env facades must be documented explicitly.
2026-04-24 12:29:51 -04:00
Bryan Helmkamp
18cfd1b92d
refactor: adopt strum for enum string conversions
Replace hand-written Display/FromStr/as_str boilerplate with strum
derives on Provider, RunStatus, StatusReason, Speed, ReasoningEffort,
SandboxProvider, Fidelity, ModelTestMode, ModelTestStatus. Update a few
downstream callers whose FromStr::Err = String assumption no longer
holds. Net -172 lines, zero wire-format change.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-04-22 17:16:25 -04:00
Bryan Helmkamp
ad0d532691
chore(clippy): require reasons on allow attributes
Enable clippy::allow_attributes_without_reason at the workspace level.
Add concise, callsite-specific reasons to existing allow attributes, including generated code paths.
2026-04-19 20:24:24 -04:00
Bryan Helmkamp
1dd59ceea5
wip 2026-04-16 13:13:09 -04:00
Bryan Helmkamp
3a97c1fdd9
server 2026-04-15 10:15:33 -04:00
Bryan Helmkamp
054dc5a85a
fix(model): use Self instead of Provider in method signature (clippy)
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-15 09:14:21 -04:00
Bryan Helmkamp
57e0385c98
fix(workflow): use configured providers for default models
Derive configured providers from env and vault when choosing default
models during run creation and materialization, and thread the resolved
run provider through execution handlers instead of recomputing it.

Also return a user-facing error when fabro-agent cannot infer a default
model for the selected provider.
2026-04-15 08:19:04 -04:00
Bryan Helmkamp
43d73cb4a1 Clean up provider auth helper duplication
Share provider display names and OAuth expiry helpers across auth, CLI,
and server code, and simplify the small match arms and helper plumbing
that full-workspace clippy surfaced during final verification.
2026-04-13 07:02:03 -04:00
Bryan Helmkamp
6a87f0a071 fmt: apply nightly rustfmt after merge
Restore a clean nightly rustfmt baseline on the merged main branch so
cargo +nightly fmt --check --all passes again after bringing in
origin/main.
2026-04-11 13:43:30 -04:00
Bryan Helmkamp
007cfed240 refactor: remove backwards-compat error type aliases
No production deployments exist, so there's no need for migration shims.
Remove all six backwards-compat type aliases (AgentError, SdkError,
CoreError, GraphvizError, StoreError, FabroError) and migrate ~880
callsites to use the canonical Error name directly within each crate,
or qualified imports (e.g., `use fabro_llm::Error as LlmError`) for
cross-crate references. Also fix a pre-existing absolute-path clippy
lint in fabro-server error.rs.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-11 12:51:42 -04:00
Bryan Helmkamp
5eeacd7864 fmt 2026-04-11 11:27:46 -04:00
Bryan Helmkamp
87279d830c fix(clippy): restore workspace lint cleanups after main merge
Reapply the lint-safe changes that were partially displaced while merging
origin/main, including the billing serialization assertion and the attach
replay/server annotation cleanups. This keeps the merged main branch back to a
clean full-workspace clippy pass before the store-dump debugging continues.
2026-04-07 18:01:53 -04:00
Bryan Helmkamp
41c4760cf2 fix(artifacts): harden object-backed upload rollout
Tighten the worker upload path so object-backed runs only fail when an
artifact upload is actually attempted without a token, and update CLI
snapshots for the new artifact storage metadata.

Fold in the workspace test and clippy fixes needed to verify the final
artifact upload implementation cleanly across Rust and web targets.
2026-04-07 17:45:49 -04:00
Bryan Helmkamp
6ca2833e77 refactor(billing): unify the LLM billing domain
Replace the overlapping usage and cost model with canonical billing
primitives centered on ModelRef, ModelHandle, TokenCounts, and
BilledModelUsage. This also renames the public API and web surface from
usage to billing, removes compatibility aliases, and normalizes provider
usage adapters onto the shared billing vocabulary.
2026-04-07 14:33:35 -04:00
Bryan Helmkamp
f2729d22ef Clean up workspace clippy warnings 2026-03-30 11:27:25 -04:00
Bryan Helmkamp
9aff6530b4 Add publish = false to all crates to prevent accidental crates.io publish
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-03-29 13:47:09 -04:00
Bryan Helmkamp
1d304b771a Enable clippy pedantic lints and restriction lints workspace-wide
Adopts uv's clippy lint configuration: pedantic group at warn priority,
with noisy lints allowed, plus restriction lints for print/dbg/exit/use_self.
Fixes all violations across the workspace.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-03-29 13:47:08 -04:00
Bryan Helmkamp
97214c7d83 Apply rustfmt 2024 style edition across workspace
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-03-29 13:47:08 -04:00
Bryan Helmkamp
41e1809b21 Enforce no-wildcard-imports via clippy workspace lint
Configure clippy `wildcard_imports = "warn"` at the workspace level and
opt all 28 crates in via `[lints] workspace = true`. Fix the three
production glob imports that triggered warnings: fabro-sandbox
read_guard, fabro-cli main, and fabro-api demo module (allowed via
attribute since it constructs many API types by design). Document the
import style convention in CLAUDE.md.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-03-29 13:47:08 -04:00
Bryan Helmkamp
b336e4995e Remove ProfileCapabilities, rename ProviderProfile to AgentProfile, fix layer separation
Move model facts (knowledge_cutoff, context_window) to fabro-model catalog as
source of truth. Move request-shaping (auto-thinking, 1M beta headers, Gemini
safety settings) into fabro-llm adapters. Delete ProfileCapabilities struct and
all dead code (supports_reasoning, supports_streaming, supports_parallel_tool_calls,
OpenAiProfile.reasoning_effort). Fix "powered by OpenAI" mislabeling for
Kimi/ZAI/Minimax/Inception providers.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-03-23 12:38:05 -04:00
Bryan Helmkamp
95fffac267 Flatten LanguageModel trait + ModelInfo into struct Model
Delete the single-implementor LanguageModel trait and merge its methods
into inherent impl on a renamed Model struct. Change provider field from
String to Provider enum, eliminating constant string↔enum conversions
across the codebase. Fix Provider serde attributes so OpenAi serializes
as "openai" (not "open_ai") to match catalog.json.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-03-23 11:48:55 -04:00
Bryan Helmkamp
4711a9eb48 Redesign fabro-model with LanguageModel trait, Catalog struct, and ModelRef (#121)
Introduce OOP API for the model catalog: LanguageModel trait with blanket
impl on ModelInfo, Catalog struct with typed methods (get, list,
default_for_provider, closest, build_fallback_chain, etc.), ModelRef enum
replacing ModelId, and Provider::OpenAiCompatible variant. Migrate all
callers across the workspace to use Catalog::builtin() and remove the old
free-function API.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-03-23 11:15:40 -04:00
Bryan Helmkamp
306f5b4b6c Update model catalog snapshots with new effort field
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-03-21 12:11:09 -04:00
Bryan Helmkamp
025316500d Fix Sonnet 4.5 effort parameter error by converting to thinking API
claude-sonnet-4-5 doesn't support output_config.effort — it needs the
older thinking API with budget_tokens. Add an `effort` feature flag to
ModelFeatures and have the Anthropic adapter auto-convert reasoning_effort
to a thinking config for models that lack effort support.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-03-21 11:44:15 -04:00
brynary-fabro[bot]
4b0a4f773e Add node-level model validation + missing catalog aliases (#110)
This PR addresses two related issues that caused `fabro run` to fail at
runtime with an unhelpful LLM error when using model names like
`gpt-54`: the model catalog was missing hyphenated aliases, and the
validator had no rule to catch unknown model names on workflow nodes.

The catalog changes add `gpt-54`, `gpt-54-pro`, and `gpt-54-mini` as
recognized aliases alongside the existing `gpt54`-style variants for the
`gpt-5.4` model family. This makes the hyphenated form a valid input
that resolves correctly at both validation and runtime, and the updated
`fabro model list` output and insta snapshots reflect the expanded alias
columns. Three new alias-resolution unit tests confirm each mapping.

On the validation side, a new `NodeModelKnownRule` mirrors the existing
`StylesheetModelKnownRule` but iterates over graph nodes instead of
stylesheet declarations, emitting `Severity::Warning` diagnostics with
the relevant `node_id` when a node's `model` or `provider` attribute
doesn't match anything in the catalog. To avoid duplication, the inline
validation logic in `StylesheetModelKnownRule` was refactored into
shared `check_model_known` and `check_provider_known` helpers that both
rules now call. Five unit tests cover the valid-model, unknown-model,
alias, unknown-provider, and no-attribute cases. An unrelated dead-code
helper in `git.rs` was also removed as part of the cleanup.

### Fabro Details

<details>
<summary>Ran 11 stages in 12m 36s for $2.85</summary>

| Stage | Duration | Cost | Retries |
|---|---|---|---|
| start | 0s | – | 0 |
| toolchain | 0s | – | 0 |
| preflight_compile | 58s | – | 0 |
| preflight_lint | 10s | – | 0 |
| implement | 2m 56s | $1.13 | 0 |
| simplify_opus | 4m 12s | $1.13 | 0 |
| simplify_gpt | 0s | – | 0 |
| verify | 10s | – | 0 |
| fixup | 2m 27s | $0.59 | 0 |
| verify | 10s | – | 0 |
| fmt | 0s | – | 0 |
| **Total** | **12m 36s** | **$2.85** | **0** |

</details>

<details>
<summary>Ran <code>ImplementAndSimplify.fabro</code> (12 nodes and 15
edges)</summary>

```dot
digraph ImplementAndSimplify {
    graph [
        goal="Implement and simplify",
        model_stylesheet="
            * { backend: api; model: claude-opus-4-6;}
        "
    ]
    rankdir=LR

    start [shape=Mdiamond, label="Start"]
    exit  [shape=Msquare, label="Exit"]

    toolchain         [label="Toolchain", shape=parallelogram, script="command -v cargo >/dev/null || { curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y && sudo ln -sf $HOME/.cargo/bin/* /usr/local/bin/; }; cargo --version 2>&1", max_retries=0]
    preflight_compile [label="Preflight Compile", shape=parallelogram, script="cargo check -q --workspace 2>&1", max_retries=0]
    preflight_lint    [label="Preflight Lint", shape=parallelogram, script="cargo clippy -q --workspace -- -D warnings 2>&1", max_retries=0]
    fix_lints         [label="Fix Lints", prompt="The preflight lint step failed. Read the build output from context and fix all clippy lint warnings.", max_visits=3]
    implement         [label="Implement", prompt="Read the plan file referenced in the goal and implement every step. Make all the code changes described in the plan. Use red/green TDD."]
    simplify_opus     [label="Simplify (Opus)", prompt="@prompts/simplify.md"]
    simplify_gpt      [label="Simplify (GPT-54)", prompt="@prompts/simplify.md", model="gpt-54"]
    verify            [label="Verify", shape=parallelogram, script="cargo clippy -q --workspace -- -D warnings 2>&1 && cargo nextest run --cargo-quiet --workspace --status-level fail 2>&1", goal_gate=true, retry_target="fixup"]
    fixup             [label="Fixup", prompt="The verify step failed. Read the build output from context and fix all clippy lint warnings and test failures.", max_visits=3]
    fmt               [label="Format", shape=parallelogram, script="cargo fmt --all 2>&1", max_retries=0]

    start -> toolchain
    toolchain -> preflight_compile [condition="outcome=success"]
    toolchain -> exit
    preflight_compile -> preflight_lint [condition="outcome=success"]
    preflight_compile -> exit
    preflight_lint -> implement [condition="outcome=success"]
    preflight_lint -> fix_lints
    fix_lints -> preflight_lint
    implement -> simplify_opus -> simplify_gpt -> verify
    verify -> fmt   [condition="outcome=success"]
    verify -> fixup
    fixup -> verify
    fmt -> exit
}

```

</details>

⚒️ Generated with [Fabro](https://fabro.sh)

---------

Co-authored-by: Fabro <noreply@fabro.sh>
Co-authored-by: Bryan Helmkamp <bryan@brynary.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-03-19 22:48:08 -04:00
brynary-fabro[bot]
c81fd1740b Extract fabro-model crate from fabro-llm (#109)
This PR extracts a new `fabro-model` crate from `fabro-llm`, isolating
the model catalog, provider identity types, and model metadata into a
focused, lightweight package. The new crate contains `Provider`,
`ModelId`, `ModelInfo` (and related structs), and the full catalog API
(`get_model_info`, `list_models`, `default_model_from_env`,
`build_fallback_chain`, etc.) — with only `serde` and `serde_json` as
runtime dependencies, no async runtime required.

The extraction follows a clean boundary: `fabro-llm` now depends on
`fabro-model` and re-exports `Provider` and `ModelId` at its root so
existing `fabro_llm::Provider` usage remains valid without a migration.
The `ProviderAdapter` trait, `StreamEventStream`, and
`validate_tool_choice` stay in `fabro-llm` since they depend on async
streaming types. All seven consumer crates (`fabro-agent`, `fabro-api`,
`fabro-cli`, `fabro-hooks`, `fabro-workflows`, `fabro-validate`, and
`fabro-llm` itself) are updated to import catalog functions and provider
types directly from `fabro_model` rather than `fabro_llm::catalog` or
`fabro_llm::provider`.

The most impactful dependency reduction is in `fabro-validate`, which
previously pulled in all of `fabro-llm` (tokio, reqwest, the full async
runtime) just to perform catalog lookups and validate provider names. It
now depends solely on `fabro-model`, eliminating that heavyweight
transitive closure. All other consumers retain their `fabro-llm`
dependency for client and streaming functionality, but gain a precise
import path for catalog and identity concerns.

### Fabro Details

<details>
<summary>Ran 9 stages in 21m 16s for $5.47</summary>

| Stage | Duration | Cost | Retries |
|---|---|---|---|
| start | 0s | – | 0 |
| toolchain | 0s | – | 0 |
| preflight_compile | 1m 10s | – | 0 |
| preflight_lint | 12s | – | 0 |
| implement | 13m 29s | $3.81 | 1 |
| simplify_opus | 5m 41s | $1.66 | 0 |
| simplify_gpt | 0s | – | 0 |
| verify | 15s | – | 0 |
| fmt | 1s | – | 0 |
| **Total** | **21m 16s** | **$5.47** | **1** |

</details>

<details>
<summary>Ran <code>ImplementAndSimplify.fabro</code> (12 nodes and 15
edges)</summary>

```dot
digraph ImplementAndSimplify {
    graph [
        goal="Implement and simplify",
        model_stylesheet="
            * { backend: api; model: claude-opus-4-6;}
        "
    ]
    rankdir=LR

    start [shape=Mdiamond, label="Start"]
    exit  [shape=Msquare, label="Exit"]

    toolchain         [label="Toolchain", shape=parallelogram, script="command -v cargo >/dev/null || { curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y && sudo ln -sf $HOME/.cargo/bin/* /usr/local/bin/; }; cargo --version 2>&1", max_retries=0]
    preflight_compile [label="Preflight Compile", shape=parallelogram, script="cargo check -q --workspace 2>&1", max_retries=0]
    preflight_lint    [label="Preflight Lint", shape=parallelogram, script="cargo clippy -q --workspace -- -D warnings 2>&1", max_retries=0]
    fix_lints         [label="Fix Lints", prompt="The preflight lint step failed. Read the build output from context and fix all clippy lint warnings.", max_visits=3]
    implement         [label="Implement", prompt="Read the plan file referenced in the goal and implement every step. Make all the code changes described in the plan. Use red/green TDD."]
    simplify_opus     [label="Simplify (Opus)", prompt="@prompts/simplify.md"]
    simplify_gpt      [label="Simplify (GPT-54)", prompt="@prompts/simplify.md", model="gpt-54"]
    verify            [label="Verify", shape=parallelogram, script="cargo clippy -q --workspace -- -D warnings 2>&1 && cargo nextest run --cargo-quiet --workspace --status-level fail 2>&1", goal_gate=true, retry_target="fixup"]
    fixup             [label="Fixup", prompt="The verify step failed. Read the build output from context and fix all clippy lint warnings and test failures.", max_visits=3]
    fmt               [label="Format", shape=parallelogram, script="cargo fmt --all 2>&1", max_retries=0]

    start -> toolchain
    toolchain -> preflight_compile [condition="outcome=success"]
    toolchain -> exit
    preflight_compile -> preflight_lint [condition="outcome=success"]
    preflight_compile -> exit
    preflight_lint -> implement [condition="outcome=success"]
    preflight_lint -> fix_lints
    fix_lints -> preflight_lint
    implement -> simplify_opus -> simplify_gpt -> verify
    verify -> fmt   [condition="outcome=success"]
    verify -> fixup
    fixup -> verify
    fmt -> exit
}

```

</details>

⚒️ Generated with [Fabro](https://fabro.sh)

---------

Co-authored-by: Fabro <noreply@fabro.sh>
2026-03-19 22:26:47 -04:00