Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.80 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.40 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 +0.10 Neutral 0.80 -0.10 AI development
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 +0.04 Neutral 0.80 -0.04 AI Ethics
openai/gpt-oss-120b:free lite ND ND — — — —
google/gemma-3-27b-it:free lite ND ND — — — —
qwen/qwen3-coder:free lite ND ND — — — —
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite openai/gpt-oss-120b:free lite google/gemma-3-27b-it:free lite qwen/qwen3-coder:free lite
Preamble ND ND ND ND ND ND ND
Article 1 ND ND ND ND ND ND ND
Article 2 ND ND ND ND ND ND ND
Article 3 ND ND ND ND ND ND ND
Article 4 ND ND ND ND ND ND ND
Article 5 ND ND ND ND ND ND ND
Article 6 ND ND ND ND ND ND ND
Article 7 ND ND ND ND ND ND ND
Article 8 ND ND ND ND ND ND ND
Article 9 ND ND ND ND ND ND ND
Article 10 ND ND ND ND ND ND ND
Article 11 ND ND ND ND ND ND ND
Article 12 ND ND ND ND ND ND ND
Article 13 ND ND ND ND ND ND ND
Article 14 ND ND ND ND ND ND ND
Article 15 ND ND ND ND ND ND ND
Article 16 ND ND ND ND ND ND ND
Article 17 ND ND ND ND ND ND ND
Article 18 ND ND ND ND ND ND ND
Article 19 ND ND ND ND ND ND ND
Article 20 ND ND ND ND ND ND ND
Article 21 ND ND ND ND ND ND ND
Article 22 ND ND ND ND ND ND ND
Article 23 ND ND ND ND ND ND ND
Article 24 ND ND ND ND ND ND ND
Article 25 ND ND ND ND ND ND ND
Article 26 ND ND ND ND ND ND ND
Article 27 ND ND ND ND ND ND ND
Article 28 ND ND ND ND ND ND ND
Article 29 ND ND ND ND ND ND ND
Article 30 ND ND ND ND ND ND ND
ND LLM needs a grandmother to prevent knowledge collapse (hollisrobbinsanecdotal.substack.com)
4 points by HR01 2 days ago | 0 comments on HN ~lite vlite-2.0
Summary ~lite
Article discusses the need for LLMs to have diverse knowledge sources.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 5 HN snapshots · 7 evals
+1 0 −1 HN
Audit Trail 17 entries
2026-03-05 06:08 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 06:08 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 06:00 eval_success PSQ evaluated: g-PSQ=-0.240 (3 dims) - -
2026-03-05 06:00 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative)
2026-03-03 18:29 eval_success Lite evaluated: Neutral (0.05) - -
2026-03-03 18:29 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-03 18:29 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) +0.02
reasoning
Tech blog, no rights discussion
2026-03-03 18:25 eval_success Lite evaluated: Neutral (0.02) - -
2026-03-03 18:25 eval Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
reasoning
The content discusses LLMs and knowledge collapse, referencing Acemoglu, Kong, and Ozdaglar, with a metaphor of a grandm
2026-03-03 18:25 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-03 18:24 eval_success Lite evaluated: Neutral (0.03) - -
2026-03-03 18:24 eval Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
reasoning
Tech blog, no rights discussion
2026-03-03 17:52 eval_success Lite evaluated: Neutral (0.02) - -
2026-03-03 17:52 eval Evaluated by llama-4-scout-wai: +0.02 (Neutral)
reasoning
The content discusses LLMs and knowledge collapse, referencing Acemoglu, Kong, and Ozdaglar, with a metaphor of a grandm
2026-03-03 17:52 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-03 17:52 eval_success Lite evaluated: Neutral (0.03) - -
2026-03-03 17:52 eval Evaluated by llama-3.3-70b-wai: +0.03 (Neutral)
reasoning
Tech blog, no rights discussion