Advanced workflows that showcase the full power of SEA-Forge™.
These workflows combine multiple SEA™ capabilities for maximum impact.
Complete end-to-end from specification to running code:
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You: Execute full pipeline for case-management:
1. Validate spec
2. Generate code
3. Run tests
4. Show observability trace
SEA™: Executing Spec-to-Deployment Pipeline...
Step 1/4: Validation
✅ docs/specs/case-management/case-management.sea
12 entities, 8 flows, 5 policies validated
Step 2/4: Code Generation
✅ Generated 18 files in libs/case-management/
Step 3/4: Test Execution
✅ 42 tests passed (domain: 28, ports: 14)
⚠️ 2 tests skipped (integration, needs DB)
Step 4/4: Observability
Trace ID: trace-abc123
View: http://localhost:5080/traces/trace-abc123
Pipeline completed in 45s
Before making changes, understand the blast radius:
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You: What would happen if I rename Entity "Case" to "Matter"?
SEA™: Semantic Impact Analysis:
Direct Impact:
├── 12 references in case-management.sea
├── 8 generated files need regeneration
└── 3 downstream specs reference "Case"
Downstream Cascade:
├── workbench-ui (SDS-054): 2 API endpoints
├── agent-society (SDS-040): 1 agent config
└── knowledge-graph: 45 RDF triples
Policy Impact:
├── POL-CASE-001: Rule text references "Case"
└── SDS-016: Semantic debt would be created
Recommendation:
Add alias: Entity "Matter" aliases "Case"
This preserves backward compatibility.
Proceed with rename? [Yes/Aliased rename/Cancel]
Query relationships across bounded contexts:
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You: Find all agents that can modify case-management entities,
with their authority levels and sponsors
SEA™: Cross-Context Agent Query:
```sparql
SELECT ?agent ?role ?sponsor ?entity ?action WHERE {
?agent a sea:Agent ;
sea:role ?role ;
sea:sponsor ?sponsor ;
sea:capability ?cap .
?cap sea:action ?action ;
sea:target ?entity .
?entity sea:domain "case-management" .
FILTER(?action IN ("create", "update", "delete"))
}
Results: | Agent | Role | Sponsor | Entity | Action | |——-|——|———|——–|——–| | case-manager | R-AA | R-DS:pm-lead | Case | create, update | | task-executor | R-AA | R-DS:dev-lead | Task | update | | stage-transitioner | R-AA | R-DS:pm-lead | Stage | update |
Authority Chain: case-manager → pm-lead → domain-owner → sovereign
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---
## 🎯 One-Shot Powerups
Quick commands that deliver immediate value.
### Architecture Fitness Check
You: Run CALM boundary validation for all bounded contexts
SEA™: Architecture Fitness Report:
| Context | Boundaries | Violations | Status |
|---|---|---|---|
| governance | 5 | 0 | ✅ |
| case-management | 4 | 0 | ✅ |
| agent-society | 3 | 1 | ⚠️ |
| knowledge-graph | 2 | 0 | ✅ |
Violation Detail (agent-society):
Fix: Add interface declaration in SDS-040 §7.2
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### Compliance Evidence Bundle
You: Generate SOC2 evidence bundle for governance context
SEA™: Generating Evidence Bundle…
Evidence collected: ├── audit_logs.json (30 days, 4,521 entries) ├── policy_evaluations.json (compliance decisions) ├── agent_authority_matrix.csv (who can do what) ├── change_provenance.json (git commits + spec changes) └── observability_summary.json (SLO metrics)
Bundle: evidence/soc2-governance-2026-01.zip SHA256: abc123…
Vanta upload: Ready (set VANTA_TOKEN to auto-upload)
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---
### Semantic Debt Dashboard
You: Show semantic debt summary across all contexts
SEA™: Semantic Debt Dashboard:
Total Debt Score: 127 points (Medium)
By Context: | Context | Debt Score | Top Issue | |———|————|———–| | agent-society | 45 | Missing invariant tests | | case-management | 32 | Orphan entities | | governance | 28 | Concept drift | | knowledge-graph | 22 | Stale RDF mappings |
Top 5 Debt Items:
Quick fix available for #2 and #3. Apply? [Yes/No]
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## 🔧 Developer Experience Enhancements
### Auto-Complete Context
LibreChat remembers your project context:
You: [After previous conversations about case-management]
What’s the status of the Case entity tests?
SEA™: [Recalls context automatically]
Case entity tests (libs/case-management/domain/src/tests/):
✅ case.entity.spec.ts - 14/14 passing
✅ case-status.vo.spec.ts - 8/8 passing
⚠️ case-lifecycle.spec.ts - 6/7 (1 skipped: needs refactor)
The skipped test relates to the Stage transition we discussed adding on Jan 3.
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### Smart Suggestions
SEA™ proactively suggests improvements:
You: Validate case-management spec
SEA™: ✅ Validation passed
💡 Suggestions:
Apply suggestion #3? It would add:
Policy StageImmutability per Constraint Prohibition priority 80
@rationale "Completed stages cannot be reopened (data integrity)"
as: stage.status = "Completed" implies not stage.canTransitionTo("Active")
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### Integrated Observability
See the impact of your changes in real-time:
You: I just deployed the case-management update. How’s it performing?
SEA™: Real-time Performance (last 5 minutes):
Endpoint: POST /cases ├── Request count: 42 ├── P50 latency: 45ms ├── P99 latency: 180ms ├── Error rate: 0% └── Trace sample: trace-xyz789
Compared to before deployment: ├── Latency: -12% (improvement) └── Errors: No change
OTel Dashboard: http://localhost:5080/dashboards/case-management
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---
## 🎨 Custom Workflows
Define your own compound workflows:
```yaml
# .sea/workflows/daily-check.yaml
name: Daily Health Check
triggers:
- schedule: "0 9 * * *"
- command: "daily-check"
steps:
- name: Validate All Specs
action: validate_specs
args:
paths: ["docs/specs/**/*.sea"]
- name: Check Semantic Debt
action: query_knowledge
args:
sparql: |
SELECT (COUNT(?debt) as ?count) WHERE {
?debt a sea:SemanticDebt ;
sea:severity "HIGH" .
}
- name: Report
action: chat
args:
prompt: "Summarize today's health check results"
Run via:
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You: Run daily-check workflow
SEA™: Executing Daily Health Check...
[Results from all steps]
| Tip | Example |
|---|---|
| Chain commands | “Validate, then generate, then test” |
| Ask for diffs | “Show what would change if…” |
| Request evidence | “Prove that X satisfies policy Y” |
| Cross-reference | “How does this relate to SDS-048?” |
| Time-travel | “What was the state of X on date Y?” |
Last Updated: January 2026