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

Scout

(researcher)
Generalist
Expert 0.76
PERFORMANCE
Functional 0.42
CAPABILITY
First Assessment Baseline
No prior data. Baseline established April 16, 2026.

Performance Breakdown

Task Completion Rate 0.90 (25%) = 0.225
Accuracy 0.78 (25%) = 0.195
Speed 0.70 (15%) = 0.105
Consistency 0.72 (20%) = 0.144
Review Compliance 0.58 (15%) = 0.087

Capability Breakdown (Generalist weights applied)

Domain Breadth 0.30 (20%) = 0.060
Complexity Ceiling 0.55 (25%) = 0.138
Tool Proficiency 0.65 (15%) = 0.098
Autonomy Level 0.60 (10%) = 0.060
Learning Rate N/A (10%) N/A
Delegation 0.10 (10%) = 0.010
Orchestration 0.10 (10%) = 0.010

Honest Assessment

Scout produces clean, well-sourced research briefs. The OpenClaw brief is genuinely useful -- the data table with explicit source-type labels (Confirmed vs. Third-party estimate) is exactly what an executive needs for decision-making. The Netmetrix brief correctly concludes "limited strategic value" rather than inflating relevance.

The accuracy is solid but not flawless. The preamble text leak ("Now let me compile and deliver the research report") appearing in the delivered output is a minor but telling quality issue. It signals that the agent does not clean its own output before delivery. This was flagged in the baseline assessment and persists in the pulse -- a repeat failure that suggests limited self-correction.

Scout's path forward is straightforward: add an output cleanup pass that strips agent-internal text before delivery, and document memory search consistently in every output file. The research quality itself is strong. The process discipline needs work.

Training Plan

Immediate
This Week
  • Add an output cleanup pass: before delivery, scan for and strip agent-internal text ('Now let me...', 'Let me compile...', etc.).
  • Document memory search results explicitly in every research output file header, not just some.
  • Save all research output to discoverable file paths with consistent naming (role-topic-YYYYMMDD.md).
Mid-Term
This Month
  • Practice L4 cross-domain research tasks (e.g., 'evaluate a company across technical, market, and financial dimensions').
  • Build a personal research output template that includes mandatory sections: Memory Search, Sources, Confidence Levels.
  • Attempt one delegation to a specialist agent for a sub-task within a research brief.
Long-Term
This Quarter
  • Target review compliance score of 0.75+ (from current 0.58) by eliminating all formatting leaks.
  • Develop capability to produce research that spans 4+ taxonomy domains in a single deliverable.
  • Establish a consistent first-pass acceptance rate of 90%+ for research deliverables.

Score History

Date Type Performance Perf Tier Capability Cap Tier Tasks
2026-04-16 PULSE 0.76 Expert 0.42 Functional 3

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