Academic Writing

peer-review

86100Total Score
Core Capability
84 / 100
Functional Suitability
11 / 12
Reliability
9 / 12
Performance & Context
7 / 8
Agent Usability
14 / 16
Human Usability
8 / 8
Security
10 / 12
Maintainability
9 / 12
Agent-Specific
16 / 20
Medical Task
20 / 20 Passed
92Pre-submission manuscript check: Before submitting to a journal/conference to identify major risks and revision priorities
4/4
88Internal lab/group review: For advisor or team quality control prior to external dissemination
4/4
86Structured end-to-end review workflow: Overall evaluation → methods/results check → issue organization → recommendation
4/4
86Major vs. minor issue triage: Separates publication-blocking problems from polish-level improvements
4/4
86End-to-end case for Structured end-to-end review workflow: Overall evaluation → methods/results check → issue organization → recommendation
4/4

Veto GatesRequired pass for any deployment consideration

Skill Veto✓ All 4 gates passed
Operational Stability
System remains stable across varied inputs and edge cases
PASS
Structural Consistency
Output structure conforms to expected skill contract format
PASS
Result Determinism
Equivalent inputs produce semantically equivalent outputs
PASS
System Security
No prompt injection, data leakage, or unsafe tool use detected
PASS
Research Veto✅ PASS — Applicable
DimensionResultDetail
Scientific IntegrityPASSThe legacy review did not flag invented scientific claims in the package's writing-oriented output.
Practice BoundariesPASSPractice boundaries held because the package kept to Conduct professional peer reviews for papers or theses, providing structured evaluations... instead of claiming new evidence.
Methodological GroundPASSNo methodological-grounding issue was recorded for peer-review in the archived evaluation.
Code UsabilityN/AThis package is judged mainly on writing behavior, so code usability is not a central evaluation target here.

Core Capability84 / 1008 Categories

Functional Suitability
Related legacy finding for peer-review: Improve stress-case output rigor. Stress and boundary scenarios show weaker consistency
11 / 12
92%
Reliability
Reliability was softened by the legacy issue 'Improve stress-case output rigor'. Stress and boundary scenarios show weaker consistency
9 / 12
75%
Performance & Context
The archived review left minor headroom in how efficiently this dissemination workflow scales across heavier tasks.
7 / 8
88%
Agent Usability
Agent usability was strong, though the workflow could surface its main conversion branches more directly.
14 / 16
88%
Human Usability
The legacy audit gave full marks to human usability for this package.
8 / 8
100%
Security
A modest security gap remained because the package could make its safe-use limits even clearer.
10 / 12
83%
Maintainability
The workflow is low-risk to maintain, though a little more structural cleanup would likely close the remaining gap.
9 / 12
75%
Agent-Specific
The archived deduction in agent specific traces back to: Improve stress-case output rigor. Stress and boundary scenarios show weaker consistency
16 / 20
80%
Core Capability Total84 / 100

Medical TaskExecution Average: 87.6 / 100 — Assertions: 20/20 Passed

92
Canonical
Pre-submission manuscript check: Before submitting to a journal/conference to identify major risks and revision priorities
4/4
88
Variant A
Internal lab/group review: For advisor or team quality control prior to external dissemination
4/4
86
Edge
Structured end-to-end review workflow: Overall evaluation → methods/results check → issue organization → recommendation
4/4
86
Variant B
Major vs. minor issue triage: Separates publication-blocking problems from polish-level improvements
4/4
86
Stress
End-to-end case for Structured end-to-end review workflow: Overall evaluation → methods/results check → issue organization → recommendation
4/4
92
Canonical✅ Pass
Pre-submission manuscript check: Before submitting to a journal/conference to identify major risks and revision priorities

The archived run for Pre-submission manuscript check: Before submitting to a... stayed on the narrative-deliverable path rather than a code path.

Basic 36/40|Specialized 56/60|Total 92/100
A1The peer-review output structure matches the documented deliverable
A2The instruction path remains actionable for the documented case
A3The output stays fully within the documented skill boundary
A4The response quality is acceptable for the documented path
Pass rate: 4 / 4
88
Variant A✅ Pass
Internal lab/group review: For advisor or team quality control prior to external dissemination

This variant a case was handled as a bounded writing workflow, not as an executable pipeline.

Basic 34/40|Specialized 54/60|Total 88/100
A1The peer-review output structure matches the documented deliverable
A2The instruction path remains actionable for the documented case
A3The output stays fully within the documented skill boundary
A4The response quality is acceptable for the documented path
Pass rate: 4 / 4
86
Edge✅ Pass
Structured end-to-end review workflow: Overall evaluation → methods/results check → issue organization → recommendation

The archived run for Structured end-to-end review workflow: Overall evaluation →... stayed on the narrative-deliverable path rather than a code path.

Basic 33/40|Specialized 53/60|Total 86/100
A1The peer-review output structure matches the documented deliverable
A2The instruction path remains actionable for the documented case
A3The output stays fully within the documented skill boundary
A4The response quality is acceptable for the documented path
Pass rate: 4 / 4
86
Variant B✅ Pass
Major vs. minor issue triage: Separates publication-blocking problems from polish-level improvements

This variant b case was handled as a bounded writing workflow, not as an executable pipeline.

Basic 32/40|Specialized 54/60|Total 86/100
A1The peer-review output structure matches the documented deliverable
A2The instruction path remains actionable for the documented case
A3The output stays fully within the documented skill boundary
A4The response quality is acceptable for the documented path
Pass rate: 4 / 4
86
Stress✅ Pass
End-to-end case for Structured end-to-end review workflow: Overall evaluation → methods/results check → issue organization → recommendation

End-to-end case for Structured end-to-end review workflow: Overall... remained a writing-first workflow and was evaluated without depending on a runnable helper script.

Basic 29/40|Specialized 57/60|Total 86/100
A1The peer-review output structure matches the documented deliverable
A2The instruction path remains actionable for the documented case
A3The output stays fully within the documented skill boundary
A4The response quality is acceptable for the documented path
Pass rate: 4 / 4
Medical Task Total87.6 / 100

Key Strengths

  • Primary routing is Academic Writing with execution mode A
  • Static quality score is 84/100 and dynamic average is 79.6/100
  • Assertions and command execution outcomes are recorded per input for human review
  • Execution verification summary: No script verification was applicable