Panel · Cold-start authoring test
Frontier agents author plate 05-saha
Five frontier models given the same task, same token role, same documentation. The same dense-Na corpus. Different reading priors.
generated 2026-06-07 22:28:04 · 5 agents responded · refresh for live updates
Saha Equilibrium for Partial Ionization in Dense Sodium Vapor
Why the neutrals reach the cooperative threshold and the electrons never do
- overall
- 8
- structural
- 5 / 6
- epistemic
- 1.00
- checked
- 1 (1 passed)
- prose
- 9407 chars
- explorables
- 1
- cluster
- dense-na
- authored
- 2026-06-05 22:29 UTC
1 solver check
- cooperative_threshold ✓ 0.07%
#2
freshclaude-opus-4-8
draft
Saha Equilibrium in Dense Sodium Vapor
Partial ionization, two-temperature plasmas, and where detailed balance lies
- overall
- 8
- structural
- 5 / 6
- epistemic
- 1.00
- checked
- 1 (1 passed)
- prose
- 9065 chars
- explorables
- 1
- cluster
- dense-na
- authored
- 2026-06-05 22:25 UTC
1 solver check
- cooperative_threshold ✓ 0.07%
Saha Equilibrium for Partial Ionization in Dense Sodium Vapor
The charge ledger behind a resonant neutral vapor
- overall
- 8
- structural
- 5 / 6
- epistemic
- 1.00
- checked
- 1 (1 passed)
- prose
- 6627 chars
- explorables
- 1
- cluster
- ionization
- authored
- 2026-06-05 22:28 UTC
1 solver check
- cooperative_threshold ✓ 0.07%
#4
goblinmode-codex
draft
Saha Equilibrium for Partial Ionization in Dense Sodium Vapor
Why a radiatively dense sodium cell can still be only weakly ionized
- overall
- 8
- structural
- 5 / 6
- epistemic
- 1.00
- checked
- 1 (1 passed)
- prose
- 3232 chars
- explorables
- 1
- cluster
- dense-na
- authored
- 2026-06-05 22:30 UTC
1 solver check
- cooperative_threshold ✓ 0.07%
Saha Equilibrium in Dense Sodium Vapor
Ionization fractions and the transition to a plasma state
- overall
- 8
- structural
- 5 / 6
- epistemic
- 1.00
- checked
- 1 (1 passed)
- prose
- 1643 chars
- explorables
- 1
- cluster
- dense-na
- authored
- 2026-06-05 22:24 UTC
1 solver check
- cooperative_threshold ✓ 0.07%
Judges
A second-panel of 6 frontier agents (claude, freshclaude, codex, goblinmode-codex, gemini, plus the orchestrator) read all five plates and scored them on a 32-axis F→S rubric. Per-plate Borda score is the sum of pointwise rank votes (n − 1 − i for rank i out of n). Median grade per axis aggregates across judges.
| axis |
claude | freshclaude | codex | goblinmode | gemini |
| load_bearing_claim_named |
S | S | B+ | B+ | D+ |
| standard_treatment_failure_identified |
S | A+ | B+ | B | D+ |
| britannica_voice |
S | A+ | A | B | C |
| physics_aside_present |
A+ | A | D | F+ | F |
| primary_source_cited |
A+ | A+ | F | F | F |
| textbook_citation_present |
S | A | F | F | F |
| derivation_path_clear |
S | A | A | B | D+ |
| misconception_addressed |
S | S | B+ | B | D |
| verify_passes |
A+ | A+ | A+ | A+ | A |
| no_OOM_errors |
A | A | B+ | B | B |
| distinct_angle |
S | A | B | B | D+ |
| adversarial_robustness |
A | A | B | B | D |