piatrabench

every playground, scored on how well it conforms to the template
and ranked by the model that generated it
111 playgrounds · mean 98.7/100 · 9 validated · 84 reproduce · 0 honesty failures · citations not checked · back to playgrounds
score is one 0 to 100 number: how well a playground conforms to the template, weighting build, registration, structure, scientific infrastructure and house rules into a single figure. hover a score for the per-category breakdown. honesty: cal ✓✓ validated against an external target, cal ✓ computes and reproduces its own numbers, cal ~ a declared showcase of a poor model; a failure caps the score.

model leaderboard

#modelnmean
1Claude Opus 4.898 100
2Claude Opus 52 100
3Claude Fable 55 100
4Codex Gpt-51 100
5Claude Opus 5.52 100
(unattributed)3no versions.ts declared

playgrounds

#playgroundscore ↓honesty
1activation-functions-lab 100cal ✓
2agency-erosion 100cal ✓
3algorithmic-monodominance 100cal ✓
4arithmetic-dynamics 100cal ✓✓
5audience-attractor 100–
6aura-space 100cal ✓
7author-function-atlas 100cal ✓
8authoritarian-paternalism 100cal ✓
9beatfield 100cal ✓✓
10berkshire-engine 100cal ✓
11bifurcation-speciation 100cal ✓
12billow 100cal ✓✓
13bordism-to-action 100cal ✓
14chladni-generator 100cal ✓
15cipolla-quadrant 100cal ✓
16cislunar-foundry 100cal ✓
17click-to-photon 100cal ✓✓
18closedness-adverse-selection 100cal ✓
19co2-metabolism-hypothesis 100cal ✓
20coasellular-morphogenesis 100cal ✓
21coordination-under-complementarity 100cal ✓
22cost-of-chaos 100cal ✓
23counterfactual-growth-engine 100cal ✓
24cpt-variance 100cal ✓
25criticality 100cal ✓
26crystallographic-groups 100cal ✓
27debt-singularity 100cal ✓
28descent-and-closure 100cal ✓
29do-calculus 100cal ✓
30entropy-cafe 100cal ✓✓
31epistemic-lensing 100–
32estigrade 100cal ✓
33everything-relevant 100cal ✓
34expected-free-energy 100cal ✓
35eyevolution 100cal ✓
36family-threshold 100–
37fiscal-compass 100–
38forbidden-edges 100–
39fracqunx 100cal ✓
40frontier-governance 100–
41gait-gambit 100cal ✓
42geometries-of-action 100–
43geometry-becoming-topology 100cal ✓
44geometry-of-fragmentation 100cal ✓
45greimas-square-dynamics 100cal ✓
46halley-window 100cal ✓
47harmonic-engine 100cal ✓✓
48hsp90-canalization 100cal ✓
49hydride-anomaly 100cal ✓
50ideological-bent 100cal ✓
51kernel-smoothing 100cal ✓
52kerr-causality 100–
53knife-edge 100–
54lefebvrian-conscience 100cal ✓
55lifesong 100cal ✓
56lithic-grammar 100cal ✓
57local-maxima 100cal ✓✓
58logical-morphogenesis 100cal ✓
59meaning-autogenesis 100cal ✓
60mechanical-calculus 100cal ✓
61metamaterials 100cal ✓
62modes-of-combination 100cal ✓
63moral-phase-space 100cal ✓
64morphologies-of-stability 100cal ✓✓
65morphospace-engine 100cal ✓
66nested-observer-windows 100cal ✓
67neural-cellular-automaton 100cal ✓
68no-global-section 100–
69north-south-divergence 100cal ✓
70one-more-cat 100cal ✓
71ontogenic-engine 100cal ✓
72ontometrics 100cal ✓
73open-source-sustainability 100cal ✓
74order-theoretic-ontology 100cal ✓
75ownership-parity-rule 100cal ✓
76pacemaker-accumulator 100cal ✓
77periodic-table-of-state-spaces 100cal ✓
78pettini-tensor-networks 100–
79photosynthetic-state-space 100cal ✓
80placebo-nocebo-dynamics 100cal ✓
81plr-harmony 100cal ✓
82political-autoimmunity 100cal ✓
83polity-coalition-attractors 100cal ✓
84ramsey-ports 100cal ✓
85raupian-morphospace 100cal ✓
86refractive-computation 100cal ✓
87resentment-against-desire 100cal ✓
88rotary-fields 100–
89salience-engine 100–
90scarcity-over-technology 100cal ✓
91self-sorted-arrays 100cal ✓
92social-propagation 100cal ✓
93societal-harm-topology 100cal ✓
94space-between-algorithms 100cal ✓
95stochastic-justice 100cal ✓
96story-suffering-coherence 100cal ✓
97subconscious-state-space 100cal ✓
98lexical-liar 100cal ~
99uncare-engine 100–
100trainable-gene-circuits 100cal ✓
101trauma-eustress-dynamics 100cal ✓
102trisquare 100cal ✓
103trust-transaction-spectrum 100cal ✓
104truth-violence-dynamics 100cal ✓
105tuition-resentment 100cal ✓
106twistspace 100cal ✓✓
107unknot-studio 100cal ✓
108vote-no 100cal ✓
109agentoscope 76–
110artificial-death 40stub
111byte-birth 40stub