Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.73 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.40 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 ND Mild positive 0.80 0.00 Free Expression
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Social Media
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-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast 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 TikTok has turned culture into a feedback loop of impulse and machine learning (www.thenexus.media)
295 points by natalie3p 183 days ago | 213 comments on HN ~lite vlite-2.0
Summary ~lite
TikTok's influence on culture and attention span.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 5 evals
+1 0 −1 HN
Audit Trail 24 entries
2026-03-05 11:47 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-05 11:46 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral)
2026-03-05 11:40 eval_success PSQ evaluated: g-PSQ=-0.240 (3 dims) - -
2026-03-05 11:40 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative)
2026-02-28 08:41 eval_success Light evaluated: Mild positive (0.10) - -
2026-02-28 08:41 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive)
reasoning
Editorial discussing TikTok's impact on culture, no explicit rights stance
2026-02-28 08:41 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 08:35 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 08:35 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 08:35 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-02-28 08:30 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 08:30 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Neutral tech content
2026-02-28 08:30 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-26 06:58 dlq Dead-lettered after 1 attempts: TikTok has turned culture into a feedback loop of impulse and machine learning - -
2026-02-26 06:47 credit_exhausted Credit balance too low, retrying in 342s - -
2026-02-26 06:41 credit_exhausted Credit balance too low, retrying in 353s - -
2026-02-26 06:07 dlq Dead-lettered after 1 attempts: TikTok has turned culture into a feedback loop of impulse and machine learning - -
2026-02-26 06:06 dlq Dead-lettered after 1 attempts: TikTok has turned culture into a feedback loop of impulse and machine learning - -
2026-02-26 05:48 credit_exhausted Credit balance too low, retrying in 293s - -
2026-02-26 05:46 credit_exhausted Credit balance too low, retrying in 285s - -
2026-02-26 05:33 dlq Dead-lettered after 1 attempts: TikTok has turned culture into a feedback loop of impulse and machine learning - -
2026-02-26 05:21 credit_exhausted Credit balance too low, retrying in 317s - -
2026-02-26 04:53 dlq Dead-lettered after 1 attempts: TikTok has turned culture into a feedback loop of impulse and machine learning - -
2026-02-26 04:52 self_throttle Self-throttle: ramp-up guard: state 74s stale - -