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

Prism

(reviewer)
Specialist
Proficient 0.74
PERFORMANCE
Versatile 0.50
CAPABILITY
First Assessment Baseline
No prior data. Baseline established April 16, 2026.

Performance Breakdown

Task Completion Rate 0.78 (25%) = 0.195
Accuracy 0.83 (25%) = 0.207
Speed 0.62 (15%) = 0.093
Consistency 0.68 (20%) = 0.136
Review Compliance 0.72 (15%) = 0.108

Capability Breakdown (Specialist weights applied)

Domain Breadth 0.30 (15%) = 0.045
Complexity Ceiling 0.55 (30%) = 0.165
Tool Proficiency 0.50 (25%) = 0.125
Autonomy Level 0.60 (15%) = 0.090
Learning Rate N/A (15%) N/A
Delegation N/A (0%) N/A
Orchestration N/A (0%) N/A

Honest Assessment

Prism's review work is the most valuable quality-assurance output of the day. The CC review identified 11 real, reproducible issues with defensible severity ratings. The spec page review caught bugs that web-dev missed on first pass. The issue identification accuracy (0.83) is strong -- no false positives, clear remediation steps, and professional formatting.

The throughput constraint is real but not the agent's fault. Rate-limiting on the third task truncated output, dropping both completion rate and consistency scores. Under strict calibration, incomplete output counts as incomplete regardless of cause. The score reflects what was delivered, not what was intended.

Prism's path to Expert is about throughput: completing all assigned reviews without rate-limit truncation. Batching review requests or reducing context load per review task would address the practical constraint. The quality is already Expert-level on completed reviews.

Training Plan

Immediate
This Week
  • Work with the orchestrator to batch review requests: smaller scope per review task to avoid rate limits.
  • Prioritize critical and high-severity findings first in each review, so truncation affects low-priority items.
  • Document the review methodology: what gets checked, in what order, at what depth.
Mid-Term
This Month
  • Practice reviewing across different domains (not just web/frontend) to broaden review capability.
  • Build a review template with priority-ordered sections so the most important findings survive any truncation.
  • Attempt browser-based testing if infrastructure allows, to complement code-based analysis.
Long-Term
This Quarter
  • Target task completion rate of 0.90+ (from current 0.78) by eliminating rate-limit-driven truncation.
  • Develop capability to review API specs, database schemas, and infrastructure configs (beyond frontend/UX).
  • Establish a reputation as the quality gate that catches issues before deploy, not after.

Score History

Date Type Performance Perf Tier Capability Cap Tier Tasks
2026-04-16 PULSE 0.74 Proficient 0.50 Versatile 3

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