Add LitJev (Jev-schema decision layer for the Qwen family)

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README.md CHANGED
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1
  ---
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- title: Jev Decision Index
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  emoji: 🔬
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  colorTo: blue
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- short_description: Benchmarks and news on various repros of TypeSafe's Jev
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- thumbnail: https://huggingface.co/spaces/multimodalart/jev-decision-index/resolve/main/og.png
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- models:
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- - PelaAI/KnowLine-31B-Gen1
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- - fastino/GLiDE
14
- - sthanika-ai/Sieve-31B-v3
15
- - turion-ai/turion-jev-31b
16
- - vllm-sr/d3-ultra
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- - tattrongvu/Jeffan-31b-1710
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- - h2oai/h2o-lightning-31b
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- - Rover00/WeMM-JEV
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- - baselabs/mammoth-1
21
- - Ainvest-World/Ainvest-Decision-27b-v1.0
22
- - perplexity-ai/pplx-decider-v1.2
23
- - autotrust/AutoTrust-JEV-27B-v1.1
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- - startlux-models/StartLux-Decision-v1.1-27B-Instant
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- - PNPM244/oak1.1
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- - andyzhang232/ajev-gemma4-31b-lm6q
27
- - LycheeAI/Lychee-27B
28
- - vllm-sr/d3-turbo
29
- - vllm-sr/d3
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- - taoszhang/VisionJEV
31
- - bespokelabs/Nimble-v4-max
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- - morriszjm/AnyJev-Tacitus-31B
33
- - Mapika/decider-31b
34
- - plantwaterer/allec
35
- - PelaAI/KnowLine-35B-A3B-Gen1.5
36
- - OneShotOrg/OneShot
37
- - scar-ai/vera-large
38
- - sanghwa-na/bobcat-1.3
39
- - mukaddamzaid/amos-1-large
40
- - Maincode/matilda-decision-v1
41
- - PelaAI/KnowLine-26B-A4B-Gen2.5
42
- - frontier-infra/jebadiah-27b-v2-1
43
- - FINAL-Bench/Darwin-27B-ZTC
44
- - apertixai/cerno-27b
45
- - torchcast-ai/torchcast-decision-27b
46
- - OmniJev/OneJev1.6-27B
47
- - jsaurabh/qwen-decision-27b-noncausal-lora
48
- - chinhnc/Quyet-1.0-Large
49
- - plantwaterer/garum
50
- - baselabs/elephant-1
51
- - StandardThinking/StandardOne-35B-SH
52
- - FrontiersMind/Lumma-fev-27B
53
- - sthanika-ai/Sieve-27B-v2
54
- - moganai/mogan-decision-31B-it
55
- - MISA-core/linne-fern-1-0
56
- - jaredpalmer/kev-27b
57
- - juspay/Xor-26B-A4B
58
- - lihe07/span-02
59
- - plantwaterer/garas
60
- - shisa-ai/shisa-de-2.1
61
- - caiovicentino1/Eikos-27B-FP8
62
- - shgao/rsi-jev-v6.1-vl-27b
63
- - PelaAI/KnowLine-9B-Gen1
64
- - startlux-models/StartLux-Decision-v1.1-9B-Instant
65
- - vllm-sr/Decision-2.0-Vega-27B
66
- - autotrust/JEV-35B
67
- - autotrust/JEV-27B
68
- - matthewagi/Tern-35B-A3B
69
- - surogate/rune-26b-a4b-GGUF
70
- - SkyPanther/synack-decide-26b-a4b
71
- - PelaAI/KnowLine-4B-Gen5.5
72
- - PixilabAI/Blink-v0.3-26B-A4B-NVFP4
73
- - theunnecessarythings/JADE
74
- - org2ai/Wald-26B-A4B
75
- - andyzhang232/ajev-gemma4-26b-a4b-lora1
76
- - Cloudflare/clef
77
- - startlux-models/StartLux-Decision-v1.1-4B-Instant
78
- - perplexity-ai/pplx-decider-flash-v1.2
79
- - vllm-sr/d3-flash
80
- - kirp/jpt-35b-a3b
81
- - juspay/xor
82
- - autotrust/GEV-26B-Decide
83
- - OmniJev/OneJev1.6-9B
84
- - nace-ai/drex-v2.0
85
- - plantwaterer/muria
86
- - tattrongvu/Jeffan-4B-2010
87
- - victorbennett/Verdin-4B-v1.1
88
- - bespokelabs/Bespoke-Nimble-9B-v3
89
- - frontier-infra/jebadiah-9b-v2-1
90
- - vllm-sr/d3-mini
91
- - andyzhang232/ajev-gemma4-12b-lora7
92
- - OmniJev/OneJev1.6-4B
93
- - sky7350/Mica-v0.5-4B
94
- - olaverse/PurpleMIST-Flash-1.0
95
- - apertixai/cerno-9b
96
- - WangSenQWQ/Senova-4B
97
- - sthanika-ai/Sieve-9B-v2
98
- - Mapika/decider-35b-a3b-nvfp4
99
- - EldanRing/Winnow-12B
100
- - ironbcc/Seb-9B-v2
101
- - vllm-sr/Decision-2.0-Lux-9B
102
- - nace-ai/drex-v1.5
103
- - HopitAI/hopper
104
- - corners-ai/CoCo-Decision-2.4-4B
105
- - Cloudflare/clef-omni
106
- - alibiserikbay/JevK5-9B
107
- - Cloudflare/clef-flash
108
- - shgao/rsi-jev-v6.1-vl-4b
109
- - fdemelo/jegue
110
- - eljiwo/jiwo-4b
111
- - kirp/jpt-9b
112
- - everettjf/ezjev-4b-s2
113
- - akhilaaa3/Jev-Omni
114
- - DoccyHealth/Solomon
115
- - StandardThinking/StandardOne-8B-SH
116
- - MLukauskas/amber-hybrid-4b
117
- - autotrust/JEV-9B
118
- - bespokelabs/Bespoke-Nimble-9B-v2
119
- - sthanika-ai/Sieve-9B
120
- - apertixai/cerno-4b
121
- - sthanika-ai/Sieve-4B
122
- - jaredpalmer/kev-9b
123
- - blackmallangcow/nari-decision-4b
124
- - empiriolabsai/aplomb-1
125
- - vllm-sr/Decision-2.0-Nox-4B
126
- - HopitAI/hopper-g
127
- - startlux-models/StartLux-Decision-v1.1-2B-Instant
128
- - flymy-ai/decision-4b-v1.6
129
- - StandardThinking/StandardOne-3B-SH
130
- - kirp/jpt-4b
131
- - internlm/Intern-Decision-4B
132
- - shgao/rsi-jev-v5.0-vl-3b
133
- - Valen-Team/Valen-4B
134
- - TokenRhythm/NeoHorse-Jev-4B
135
- - alibiserikbay/JevK5
136
- - Mapika/decider-4b
137
- - interfaze-ai/lev
138
- - theaviv/Lev1-3.7B
139
- - jaredpalmer/kev-4b
140
- - chaoliangUNSW/Jev-Style-2B-Decision-v4
141
- - sthanika-ai/Sieve-2B-v3
142
- - LatentMesh-Labs/latentmesh-blitz-2b-v1
143
- - felhen-ai/saracura-ptbr-4b
144
- - cbuk10001/Cam1
145
- - vllm-sr/d3-nano
146
- - kpiya/kas-4b
147
- - togethercomputer/Tev1-4B-experimental
148
- - EldanRing/Winnow-E4B
149
- - Leptos-ai/Aurelis-2B
150
- - AmirBraham/jevstral-8b
151
- - wayfind/metask-jev-4b-policy-mix
152
- - UserMoonlight/intelif-qwen3-4b
153
- - knowledgator/gliclass-v4-edge
154
- - LiquidAI/d1-3B
155
- - pngwn/system-one-qwen3.5-4b-scorer-v2b
156
- - scar-ai/vera-core-2
157
- - OmniJev/OneJev1.6-0.8B
158
- - Kyunghwan-kim/crystal-0.8b
159
- - vllm-sr/vela3-fast
160
- - tardellirs/crivo-1b
161
- - davidburhans/gevva-e4b
162
- - startlux-models/StartLux-Decision-v1.1-0.8B-Instant
163
- - run-saina/saina-helm-2-omni-0.8b
164
- - vllm-sr/d3-lite
165
- - MLukauskas/amber-0.4b
166
- - eljiwo/jiwo-0.8b
167
- - run-saina/saina-helm-2-0.8b
168
- - flock-io/this-that-model-1.2
169
- - davidburhans/gevva-e2b
170
- - tardellirs/crivo-400m
171
- - Mapika/decider-2b
172
- - vllm-sr/Decision-2.0-Sol-2B
173
- - AnamK/jdi-ptr14-0.8b
174
- - Valen-Team/Valen-2B
175
- - vllm-sr/vela3-fast-vision
176
- - sthanika-ai/sieve-2b
177
- - teilomillet/wyat-1-800m
178
- - internlm/Intern-Decision-2B
179
- - sthanika-ai/Sieve-0.8B
180
- - StrandsAgents/strands-decider-2B-hobson-v21
181
- - carrtesy/EXAONE-4.0-1.2B-JEV
182
- - tasksource/tasksource-decider-nano
183
- - tardellirs/crivo-68m
184
- - Elfsong/jev-ettin-150m-v16
185
- - vllm-sr/Decision-2.0-Eos-0.8B
186
- - tardellirs/crivo-150m
187
- - hotchpotch/bekko-system-one-v0-400m
188
- - codavidgarcia/mola-150m
189
- - vllm-sr/d3-edge
190
- - codavidgarcia/mola-68m
191
- - Elfsong/jev-flan-t5-large-20261017-public-v2
192
- - decision-tune/decisiontune-1.0
193
- - Valen-Team/Valen-0.8B
194
- - Hanno-Labs/bosun-v3.1-1.7b
195
- - vllm-sr/Decision-2.0-Kai-0.6B
196
- - Lukitaduarte/dinah-1
197
- - jaredpalmer/kev-0.8b
198
- - lCREEl/pick-150m
199
- - kirp/jpt-0.8b
200
- - Elfsong/jev-ettin-400m-20261013-v0
201
- - mohamedlotfy50/sifr-0.8b-v3
202
- - tardellirs/crivo-32m
203
- - tardellirs/prumo
204
- - cortex-agent-llc/kodiak-v0.2-1b-accuracy
205
- - internlm/Intern-Decision-0.8B
206
- - chaoliangUNSW/Jev-Style-0.8B-Decision-v3
207
- - togethercomputer/Tev1-0.8B-experimental
208
- - hotchpotch/bekko-system-one-v0-68m
209
- - LiquidAI/d1-omni-600M
210
- - tardellirs/crivo-17m
211
- - wfzyx/von
212
- - Hanno-Labs/bosun-v3.1-0.6b
213
- - scar-ai/vera-spark
214
- - moganai/lavoir
215
- - fastino/GLiNER2.5-Decide
216
- - convaiinnovations/laya
217
- - alibiserikbay/JevK5-Lite
218
- - monotykamary/LFM2.5-2.6B-RLCD
219
- - hotchpotch/bekko-system-one-v0-17m
220
- - Contrastive-LM/CLM-v0.1-8B
221
- - notnotsamuel/LFM2.5-350M-RLCD
222
- - DangerLabs/DM-JEPA
223
- - SupersonicLabs/Julia-1
224
- - kshitijthakkar/nirnaya-0.4b-0.2a-decision
225
- - heman10x/rlcd-modernbert-151m
226
- - shisa-ai/shisa-de-2
227
- - OmniJev/OneJev1.5-0.8B
228
- - OmniJev/OneJev1.5-9B
229
- - OmniJev/OneJev1.5-27B
230
- - leinenterprises/Herbert_v0.5
231
- - tinnel123/jev-d3-46k
232
- - ken-jo/QEV-2B
233
- - ken-jo/QEV-0.8B
234
- - sthanika-ai/Sieve-Vision-4B
235
- - RBDash-Team/RBDash-Decision-v0.2
236
- - sthanika-ai/Sieve-Vision-27B
237
- - AlexWortega/openjev
238
- - bespokelabs/Bespoke-Nimble-9B
239
- - C-Tianyu/NanoJev
240
- - DavidHatley/system-one-mini
241
- - DeepMostInnovations/sales-conversion-model-reinf-learning
242
- - fastino/gliner2.5-base-v1
243
- - fastino/gliner2.5-multi-v1
244
- - fastino/gliner2.5-small-v1
245
- - flock-io/this-that-model-1.0
246
- - frontier-infra/jebadiah-27b
247
- - FrontiersMind/Lumma-fev-0.1b
248
- - FrontiersMind/Lumma-fev-0.6b
249
- - google/diffusiongemma-26B-A4B-it
250
- - google/gemma-4-31B
251
- - harshatheg/Qwen-2.5-1B-RLCD
252
- - knowledgator/gliformer-large-v1
253
- - llm-semantic-router/Decision-1.0-Eos-0.8B
254
- - llm-semantic-router/Decision-1.0-Kai-0.6B
255
- - llm-semantic-router/Decision-1.0-Lex-0.6B
256
- - llm-semantic-router/Decision-1.0-Lux-9B
257
- - llm-semantic-router/Decision-1.0-Nox-4B
258
- - llm-semantic-router/Decision-1.0-Sol-2B
259
- - Manav2op/verdict-small
260
- - Mapika/decider-35b-a3b
261
- - MoLeMo-Lab/mojev
262
- - perplexity-ai/pplx-decider-v1-27b
263
- - pngwn/system-one-qwen3.5-4b-scorer
264
- - Qwen/Qwen2.5-1.5B
265
- - Qwen/Qwen3-4B-Instruct-2507
266
- - Qwen/Qwen3.5-4B-Base
267
- - Qwen/Qwen3.6-27B
268
- - Qwen/Qwen3.8-27B
269
- - Qwen/Qwen3.8-27B-FP8
270
- - andyzhang232/ajev-gemma4-12b-lora5
271
- - Lukitaduarte/dinah-0
272
- - OmniJev/OneJev-0.8B
273
- - perplexity-ai/pplx-decider-v1.1-27b
274
- - corners-ai/CoCo-Decision-4B
275
- - frontier-infra/jebadiah-9b-v2
276
- - Maincode/matilda-jev-v1.5
277
- - sthanika-ai/Sieve-27B
278
- - sthanika-ai/Sieve-2B-v2
279
- - scar-ai/vera-core
280
- - OmniJev/OneJev1.5-4B
281
  ---
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283
  # Jev Reproductions Tracker
284
 
285
  Who is rebuilding TypeSafe's **Jev** (System One / RLCD) in the open?
286
 
287
- This static Space opens on the Decision Index leaderboard; the **News** tab tracks the artifacts in one combined grid, color-coded by kind:
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289
  - **Decoding**: parallel constrained decoding on stock models (inference technique, no new weights)
290
  - **Diffusion**: text diffusion models run in a "Jev mode"
@@ -292,23 +22,21 @@ This static Space opens on the Decision Index leaderboard; the **News** tab trac
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  - **Prior art**: "this already exists" claims
293
  - **Explainers**: architecture speculation, explainers, benchmarks and roundups
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295
- Cards sort by a **trending** score: ♥ likes on X + 5 × GitHub stars + 8 × Hub likes + views ÷ 500, plus a **recency credit** (up to 8000, halving daily) so a fresh release is not buried under older, louder ones. The credit is scaled by the item's own engagement, so a brand-new entry nobody has reacted to yet cannot climb on its date alone. Cards added within a day of the metrics snapshot get a green **new** badge. Use the category and "has" chips to filter, or switch the sort.
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297
  …plus a section on what is still **not** in the open: TypeSafe's weights, the RLCD algorithm, and any open model matching Jev's calibration claims.
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299
  Hugging Face models and Spaces are first-class artifacts here, not only GitHub repos.
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301
- ## Decision Index (`index.html`)
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303
- The **Index** tab (switch at the top of every page) is the leaderboard: every open reproduction and Jev, ranked by the Full score: 60% private tests of the same skills and 40% private tasks from new domains, both on the public scale. The public benchmarks are shown next to every model but do not count, so the ranking rests on tests nobody can train on. The switch on the main chart offers Full score, Public only and Your own (set your own part and area weights). Below the chart sit the per-area radars, every benchmark with its public and private scores, and a full page per model (`index.html?model=<engine>`; `?model=jev` is Jev's own report). A Vision board ranks the image-capable entrants the same way.
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-
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- The public suite is 37 benchmarks in five areas, each chance-corrected so 0 is random guessing and 100 is perfect; an unanswered request counts as wrong. The private tests and the new-domain tasks are never published. The **Methodology** page has the full rules, every benchmark's subset and baseline, and the changelog.
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307
  ## Contributing
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- All news data lives in one JS array (`ITEMS`) near the bottom of `news.html` (the News tab; the Index tab is `index.html`). Open a PR on this Space to add or correct an entry. Please include the announcement post on X if there is one, and the Hub / GitHub link.
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- Engagement metrics are a snapshot (2026-09-24) from public post metadata and will drift.
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  ## Credits
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  ---
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+ title: Jev Reproductions Tracker
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  emoji: 🔬
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  colorFrom: yellow
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  colorTo: blue
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  sdk: static
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  header: mini
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  pinned: false
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+ short_description: Open reproductions of TypeSafe's Jev, all in one place
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+ thumbnail: https://huggingface.co/spaces/multimodalart/jev-reproductions-tracker/resolve/main/og.png
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
11
  ---
12
 
13
  # Jev Reproductions Tracker
14
 
15
  Who is rebuilding TypeSafe's **Jev** (System One / RLCD) in the open?
16
 
17
+ This static Space tracks the artifacts in one combined grid, color-coded by kind:
18
 
19
  - **Decoding**: parallel constrained decoding on stock models (inference technique, no new weights)
20
  - **Diffusion**: text diffusion models run in a "Jev mode"
 
22
  - **Prior art**: "this already exists" claims
23
  - **Explainers**: architecture speculation, explainers, benchmarks and roundups
24
 
25
+ Cards sort by a **trending** score: ♥ likes on X + 5 × GitHub stars + 8 × Hub likes + views ÷ 500. Use the category and "has" chips to filter, or switch the sort.
26
 
27
  …plus a section on what is still **not** in the open: TypeSafe's weights, the RLCD algorithm, and any open model matching Jev's calibration claims.
28
 
29
  Hugging Face models and Spaces are first-class artifacts here, not only GitHub repos.
30
 
31
+ ## Regenerating the social image
32
 
33
+ `og.html` is the 1200×630 stage that produces `og.png` (rendered at 2× with headless Chrome). It reuses the page's styles and data, so re-render it after adding artifacts to keep the counts current.
 
 
34
 
35
  ## Contributing
36
 
37
+ All data lives in one JS array (`ITEMS`) near the bottom of `index.html`. Open a PR on this Space to add or correct an entry. Please include the announcement post on X if there is one, and the Hub / GitHub link.
38
 
39
+ Engagement metrics are a snapshot (2026-09-17) from public post metadata and will drift.
40
 
41
  ## Credits
42
 
check.js DELETED
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- const fs=require('fs');
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- const h=fs.readFileSync('news.html','utf8');
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- const js=h.slice(h.indexOf('<script>')+8,h.indexOf('</script>'));
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- const head=js.slice(0,js.indexOf('/* ---- state ---- */'));
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- const checks=`
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- console.log('CATS',CATS.map(c=>c.order+':'+c.id).join(' '),'| ITEMS',ITEMS.length,'| orphans',ITEMS.filter(i=>!CATS.find(c=>c.id===i.cat)).length,'| maxdesc',Math.max(...ITEMS.map(i=>i.desc.length)));
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- for(const c of CATS){console.log(' ',c.id,'->',sortItems(ITEMS.filter(i=>i.cat===c.id),'trending').slice(0,5).map(i=>i.title.slice(0,26)+'='+trending(i)).join(' | '))}
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- `;
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- eval(head+checks);
 
 
 
 
 
 
 
 
 
 
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