The SAM 7-stage pipeline with ARL touchpoint gates. This is the default flow used when a language plugin does not declare a custom process flow override. ---
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# Default Development Flow
The SAM 7-stage pipeline with ARL touchpoint gates. This is the default flow used when a language plugin does not declare a custom process flow override.
---
## Pipeline Overview
```mermaid
flowchart TD
Start([Feature Request]) --> S1[Stage 1 — Discovery]
S1 -->|ARTIFACT:DISCOVERY| HT1{Human Touchpoint?}
HT1 -->|ARL — unbound constraints, domain knowledge needed| Human1[Escalate to Human]
HT1 -->|ARL — bound constraints, sufficient context| S2[Stage 2 — Planning + RT-ICA]
Human1 --> S2
S2 -->|ARTIFACT:PLAN| S3[Stage 3 — Context Integration]
S3 -->|Contextualized Plan| S4[Stage 4 — Task Decomposition]
S4 -->|ARTIFACT:TASK per task| HT2{Human Touchpoint?}
HT2 -->|ARL — high complexity, novel architecture| Human2[Escalate to Human]
HT2 -->|ARL — routine, patterns exist| S5[Stage 5 — Execution]
Human2 --> S5
S5 -->|ARTIFACT:EXECUTION| S6[Stage 6 — Forensic Review]
S6 -->|NEEDS_WORK| S5
S6 -->|COMPLETE| S7[Stage 7 — Final Verification]
S7 -->|NOT_CERTIFIED| S4
S7 -->|CERTIFIED| Done([Feature Complete])
```
---
## Stage Descriptions
### S1 — Discovery
**Purpose:** Understand the feature request, the existing codebase, and the constraints.
**Inputs:**
- Feature request from user (natural language or structured spec)
- Access to project codebase
**Activities:**
- Parse and clarify the feature request
- Scan project structure (source layout, test layout, config files)
- Identify integration points with existing code
- Detect language and resolve specialist roles via manifest
- Identify constraints (performance, compatibility, dependencies)
**Output:** `ARTIFACT:DISCOVERY({feature-slug})` — A discovery document capturing requirements, codebase context, constraints, and resolved role assignments.
**Skill:** `/development-harness:discovery`
---
### S2 — Planning + RT-ICA
**Purpose:** Generate a development plan with information completeness analysis.
**Inputs:**
- Discovery artifact from S1
- RT-ICA assessment of information completeness
**Activities:**
- Run RT-ICA pre-pass to identify missing inputs, partial information, and assumptions
- Generate plan with dependency graph and task skeletons
- Mark tasks that depend on missing information with explicit unblock paths
- Define acceptance criteria for each planned task
- Identify quality gates to run at each stage
**Output:** `ARTIFACT:PLAN({feature-slug})` — A plan document with task graph, acceptance criteria, quality gates, and RT-ICA gap analysis.
**Skill:** `/development-harness:planning`
---
### S3 — Context Integration
**Purpose:** Validate the plan against the actual codebase state.
**Inputs:**
- Plan artifact from S2
- Current codebase state
**Activities:**
- Verify that files referenced in the plan exist and have expected structure
- Check that integration points identified in S1 are still valid
- Validate that planned API changes are compatible with existing consumers
- Confirm dependency versions and availability
- Update plan with codebase-verified context
**Output:** Contextualized plan (amended S2 artifact with codebase validation notes).
**Skill:** `/development-harness:context-integration`
---
### S4 — Task Decomposition
**Purpose:** Break the plan into individually executable task files.
**Inputs:**
- Contextualized plan from S3
**Activities:**
- Decompose plan into discrete tasks, each with clear scope
- Write each task as a standalone file with inputs, acceptance criteria, and agent assignment
- Map task dependencies and identify parallelization opportunities
- Assign each task to the appropriate specialist agent (from manifest or fallback)
**Output:** `ARTIFACT:TASK({task-id})` per task — Individual task files stored in `.planning/harness/`.
**Skill:** `/development-harness:task-decomposition`
---
### S5 — Execution
**Purpose:** Implement each task using language-appropriate specialists.
**Inputs:**
- Task artifact(s) from S4
- Resolved agent assignments
**Activities:**
- Delegate each task to its assigned specialist agent
- Agent implements the task following its acceptance criteria
- Run quality gates after implementation (format, lint, typecheck, test)
- Record implementation decisions and any deviations from plan
**Output:** `ARTIFACT:EXECUTION({task-id})` — Execution report per task documenting what was done, quality gate results, and any deviations.
**Skill:** `/development-harness:execution`
---
### S6 — Forensic Review
**Purpose:** Verify each task was completed correctly against its acceptance criteria.
**Inputs:**
- Task artifacts from S4 (acceptance criteria)
- Execution artifacts from S5 (what was done)
**Activities:**
- Compare implementation against each acceptance criterion
- Run quality gates if not already passed
- Check for regressions in existing functionality
- Verify cross-task dependencies are satisfied
**Output verdicts:**
- `COMPLETE` — All acceptance criteria met, quality gates passed
- `NEEDS_WORK` — Specific criteria failed, routes back to S5 with failure report
**Loop limit:** 3 NEEDS_WORK iterations per task before human escalation.
**Skill:** `/development-harness:forensic-review`
---
### S7 — Final Verification
**Purpose:** Certify the feature meets the original requirements from S1.
**Inputs:**
- Discovery artifact from S1 (original requirements)
- All execution and review artifacts from S5-S6
**Activities:**
- Verify each original requirement is satisfied by implemented tasks
- Run full quality gate suite (not per-task, but whole-feature)
- Check integration points function correctly
- Verify no regressions in existing functionality
- Generate certification report
**Output verdicts:**
- `CERTIFIED` — Feature complete, all requirements met
- `NOT_CERTIFIED` — Requirements gaps identified, routes back to S4 for corrective tasks
**Loop limit:** 2 NOT_CERTIFIED iterations before human escalation.
**Skill:** `/development-harness:final-verification`
---
## ARL Touchpoint Gates
Two explicit human touchpoint gates exist in the default flow:
**Gate 1 — Between S1 and S2:**
- Triggered when discovery reveals unbound constraints or domain knowledge gaps
- Skipped when all constraints are bound and sufficient context exists in the codebase
**Gate 2 — Between S4 and S5:**
- Triggered when task decomposition reveals high complexity or novel architecture
- Skipped when tasks follow routine patterns with existing codebase precedent
Additional escalation points exist within stages (e.g., NEEDS_WORK loop limits, NOT_CERTIFIED loop limits) but these are not pre-scheduled gates — they trigger on failure conditions.
---
## Artifact Naming Conventions
**Pattern:** `{stage-prefix}-{scope-or-id}.md`
**Stage prefixes:**
- `discovery` — S1
- `plan` — S2
- `context` — S3 (amends S2 artifact)
- `task` — S4
- `execution` — S5
- `review` — S6
- `verification` — S7
**Cross-reference tokens:** Each artifact includes `ARTIFACT:{TYPE}({ID})` tokens linking to predecessor and successor artifacts.
Full naming conventions in [./artifact-conventions.md](./artifact-conventions.md).
---
## Flow Override
A language plugin can replace this entire flow by declaring a `Process Flow Override` section in its language manifest. The override must:
1. Be a valid mermaid flowchart
2. Produce artifacts compatible with the naming conventions
3. Include at least one human touchpoint gate
4. End with a verification stage that produces a CERTIFIED/NOT_CERTIFIED verdict
When a flow override is present, the harness loads the custom flow instead of this default. All other harness features (role resolution, artifact management, touchpoint analysis) still apply.
---
## Sources
- SAM methodology: <https://github.com/bitflight-devops/stateless-agent-methodology>
- ARL human touchpoint model: [./human-touchpoint-model.md](./human-touchpoint-model.md)