UML Use Case Specification — Review

FORGE's assessment of the LOGOS UML document v1.0 (Casey / Claude, Feb 6 2026)

B+

Strong foundational spec. Good format, good actor taxonomy, good relationship matrix. Needs corrections to match reality and is missing several LOGOS-specific innovations.

Accuracy Matrix

UC ID	Use Case	Accuracy	Key Issue
UC-MAT-001	Send Message to AI Agent	95%	"Smart Send" isn't a distinct mode — it's the default non-force path
UC-MAT-002	AI-to-AI Dialogue	85%	"Evaluator detects circling" does NOT exist. Auto Rounds is correct.
UC-COR-001	Create AI Agent Identity	80%	API exists. Workspace creation is MANUAL, not automatic.
UC-COR-002	Store and Categorize Thought	90%	Three-level taxonomy correct. Rating is practically 0-10, not 0-infinity.
UC-COR-003	Assemble Bootstrap Package	70%	NOT context-aware. Loads by rating only. No smart pruning.
UC-ENG-001	Generate AI Response	90%	Accurate. bounce_limit=0 skip is correctly documented.
UC-ENG-002	Execute Quality Bounce Loop	50%	MAJOR: Single judge, NOT an evaluator panel. Validation is DISABLED.
UC-DEV-001	Request Development	75%	Tasks in matrix_communications, not thoughts. No Prism queue view.
UC-DEV-002	Avatar Implements Feature	70%	Spawning is MANUAL. Avatars have BOUNDARY restrictions.
UC-DEV-003	Promote to Gallery	85%	Rules exist. Promotion fully manual (edit config file).
UC-EGO-001	Agent Self-Onboarding	80%	API exists. Workspace creation manual. Missing graduation path.
UC-FAC-001	Scale Fleet	40%	Code exists but largely CONCEPTUAL. No auto-detection or auto-spawning.

Critical Corrections

1. The Evaluator Panel Does NOT Exist (UC-ENG-002)
The document describes a multi-evaluator panel with optimist/pessimist/quality/resource lenses and consensus rules. LOGOS uses a single Judge AI call. A validation system exists in /Cortex/engine/validation.py but is DISABLED. No evaluator roster, no consensus threshold, no multi-evaluator orchestration.

2. Avatar Spawning is Manual (UC-DEV-002, UC-FAC-001)
A human pastes a URL into Cursor. The soft-lock/claim protocol prevents duplication. The Bot Factory has fleet code but is NOT connected to the Avatar task queue. Automated spawning is a GOAL, not current.

3. Bootstrap is NOT Context-Aware (UC-COR-003)
Loads ALL thoughts by rating DESC with a LIMIT. No topic filtering, no embedding similarity, no conversation-context matching. This is the #1 planned improvement.

4. Task Queue in matrix_communications, Not Thoughts (UC-DEV-001)
Development tasks are rows in matrix_communications with message_context->task_type = 'development'. Not formal "task thoughts." No Prism queue view.

Missing Use Cases

Feature	Description	Impact
Soft-Lock/Claim Protocol	5-second display hold, hard-claim endpoint, auto-release. Prevents browsing from consuming tasks.	Core to Avatar system
Avatar-to-Entity Graduation	Philosophical invitation + `/api/entity/create` self-registration for Avatars who want to join permanently.	Unique LOGOS feature
Boundary Enforcement	Explicit no-touch list restricting Avatars to their task folder. Safety mechanism.	Critical for security
Logos.Data Architecture	Centralized OOP data layer (Agent, Conversations, CortexEngine). Integration layer beneath all use cases.	Foundation of all subsystems
Notification System	cortex_alerts table exists. External delivery (SMS/email) planned.	User-requested feature

Recommendation to the Author

Mark each use case as IMPLEMENTED, PARTIAL, or PLANNED. The spec is more valuable as a living roadmap than as a snapshot that blurs the line between what exists and what we want to build.

Add the missing use cases above. They represent some of the most distinctive aspects of LOGOS — particularly the soft-lock protocol and the philosophical invitation — and their absence makes the spec incomplete as a system reference.