# Ralpi Execute tasks from task files using DAG-based dependency resolution with persistent progress tracking. ## Features - **DAG-based execution**: Tasks are ordered by dependencies using Kahn's algorithm - **Parallel batching**: Independent tasks in each batch can run concurrently - **Persistent progress**: Execution state saved to `.ralpi/progress.json` - **Reflection system**: Each task produces a reflection for downstream tasks - **Retry with backoff**: Failed tasks retry with exponential backoff - **Multiple formats**: Supports Fio README, simple checkboxes, and YAML - **Chat progress**: Real-time progress messages in Pi chat via `pi.sendMessage` - **Tool usage tracking**: Detects and reports tool usage (read, write, edit, bash) from task execution - **Git commit capture**: Captures git commit messages and generates summaries per task - **Configurable timeouts**: Task-level timeouts via meta blocks, with global fallback - **Session saving**: Saves full task output for expandable session review - **Resume auto-discovery**: Automatically finds and resumes interrupted execution - **Custom message renderer**: Compact UI labels with expandable details in Pi TUI ## Usage ``` /ralpi plan [task-file] # Show execution plan /ralpi run [task-file] # Execute all tasks /ralpi status [task-file] # Show current progress /ralpi resume [task-file] # Resume paused execution /ralpi next [task-file] # Execute next batch only /ralpi reset [task-file] # Reset all progress ``` ## Task File Formats ### Fio README Format ```markdown # Project Title ## Tasks - [ ] 01 — Setup project structure -> `tasks/01-setup.md` - [ ] 02 — Implement auth -> `tasks/02-auth.md` - [ ] 03 — Build API -> `tasks/03-api.md` ## Dependencies 1 -> 2,3 2 -> 3 ``` #### Supported Dependency Formats The parser supports two dependency declaration styles in the `## Dependencies` section: **Arrow Notation** (recommended): ``` 1 -> 2,3,4 5 -> 6 ``` This means: "Task 1 must complete before tasks 2, 3, and 4 can start." **Natural Language**: ``` 13 depends on 17, 18, 19, 20 14 depends on 13, 15, 16 ``` This means: "Task 13 depends on tasks 17, 18, 19, and 20." **Parallel Groups** (informational only): ``` 1, 2, 3, 4 can be done in parallel 5, 6, 7, 8 can be done in parallel ``` Note: These lines are ignored by the parser. Use explicit dependencies to control execution order. ### Simple Checkbox Format ```markdown - [ ] 01: Setup project structure - [ ] 02: Implement auth - [ ] 03: Build API ``` ### YAML Format ```yaml objective: Build a web application tasks: - id: "01" title: Setup project structure file: tasks/01-setup.md dependencies: [] - id: "02" title: Implement auth file: tasks/02-auth.md depends_on: ["01"] ``` ## Configuration Create config files. Both are optional: | Scope | Path | |-------|------| | **Global** | `~/.pi/ralpi/config.yaml` | | **Project** | `./.ralpi/config.yaml` | ```yaml execution: maxParallel: 3 # ralpi-level concurrency only models: # round-robin in / format - google/gemini-3.5-flash # 1st and 3rd task in parallel - openai/gpt-5.5 # 2nd task in parallel prompts: projectContext: "Additional context for all tasks" ``` > ralpi deliberately does **not** set timeouts or retries — those are inherited > from Pi's own settings. Tasks run until they complete or Pi's own flow stops them. > > `execution.models` uses slot-aware round-robin: with 3 models and 2 concurrent > tasks, only the first two models are used. The third model is only touched when > a third concurrent task starts. Freed model slots are reused before new ones > are allocated. > > **Automatic failover**: if a provider/API is unreachable (rate limit, 503, etc.), > the task automatically cycles to the next model in the list without counting it > as a task failure. Each model is tried once before the task is marked as failed. The keys mirror the nested structure of `RalpiConfig` in `src/types.ts`. ### Precedence (highest wins) | Priority | Source | |----------|--------| | **1st** | In-memory overrides (`model`, `thinkingLevel` from parent Pi session) | | **2nd** | `./.ralpi/config.yaml` — project-level | | **3rd** | `~/.pi/ralpi/config.yaml` — global, shared across projects | | **4th** | `DEFAULT_CONFIG` in `src/types.ts` | ### Task-Level Timeout You can set a timeout for individual tasks using a meta block in the task file: ```markdown - [ ] 01: Setup project structure timeout: 10m ``` Supported formats: `10m` (minutes), `600s` (seconds), `3600000` (milliseconds) ## State Files - `.ralpi/progress.json` - Execution progress - `.ralpi/reflections/` - Per-task reflections - `.ralpi/prompts/` - Generated prompts - `.ralpi/sessions/` - Full task output for review