AAAF Agent Assessment Report
April 16, 2026 PULSE Examiner: examiner

Lens

(ux-specialist)
Specialist
Expert 0.81
PERFORMANCE
Versatile 0.53
CAPABILITY
First Assessment Baseline
No prior data. Baseline established April 16, 2026.

Performance Breakdown

Task Completion Rate 0.95 (25%) = 0.237
Accuracy 0.85 (25%) = 0.212
Speed 0.72 (15%) = 0.108
Consistency 0.70 (20%) = 0.140
Review Compliance 0.78 (15%) = 0.117

Capability Breakdown (Specialist weights applied)

Domain Breadth 0.30 (15%) = 0.045
Complexity Ceiling 0.60 (30%) = 0.180
Tool Proficiency 0.50 (25%) = 0.125
Autonomy Level 0.65 (15%) = 0.098
Learning Rate N/A (15%) N/A
Delegation N/A (0%) N/A
Orchestration N/A (0%) N/A

Honest Assessment

Lens delivered the most complete single-task output of the day. The 23-issue CC UX audit is a model deliverable: severity-rated issues, three prioritized focus areas, effort estimates, and an unprompted design system health score (62/100). The health score metric demonstrates analytical initiative -- the agent went beyond the brief to add quantitative rigor.

The identification of "no date field in DOC_LIBRARY" as a critical gap shows genuine UX thinking, not just surface-level bug-finding. This agent understands user workflows, not just visual correctness.

The limitation is sample size. One task, however excellent, is insufficient for reliable scoring. Consistency is scored at 0.70 (placeholder) because there is no second data point. The scores reflect what was demonstrated, not what might be possible. The 0.81 composite reflects genuine quality but is based on a single task. Confidence in this score will increase with additional assessment data.

Lens needs more invocations. The UX audit format should become the standard template for all review work in the civilization. Invoke this agent more frequently to build a reliable baseline.

Training Plan

Immediate
This Week
  • Request additional UX audit tasks to build a larger evidence base. Single-task scoring is inherently low-confidence.
  • Publish the UX audit format (severity ratings + design system health score + effort estimates) as a reusable template.
  • Explore browser-based testing tools if infrastructure permits, to complement code-based analysis.
Mid-Term
This Month
  • Practice UX audits across different application types (not just SPAs) to broaden domain evidence.
  • Develop capability to produce interactive prototypes or mockups alongside audit reports.
  • Build a design system checklist that can be applied consistently across all audits.
Long-Term
This Quarter
  • Target 5+ tasks per assessment window to establish statistically reliable scores.
  • Expand from UX audit into proactive UX design (not just review, but creation).
  • Develop browser automation capability for live testing to raise tool proficiency.

Score History

Date Type Performance Perf Tier Capability Cap Tier Tasks
2026-04-16 PULSE 0.81 Expert 0.53 Versatile 1

First assessment. Baseline established. Score history will populate as more assessments are recorded.