Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Social Media
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 ND Mild positive 0.80 0.00 Free Expression
Section @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite Delta
Preamble ND ND
Article 1 ND ND
Article 2 ND ND
Article 3 ND ND
Article 4 ND ND
Article 5 ND ND
Article 6 ND ND
Article 7 ND ND
Article 8 ND ND
Article 9 ND ND
Article 10 ND ND
Article 11 ND ND
Article 12 ND ND
Article 13 ND ND
Article 14 ND ND
Article 15 ND ND
Article 16 ND ND
Article 17 ND ND
Article 18 ND ND
Article 19 ND ND
Article 20 ND ND
Article 21 ND ND
Article 22 ND ND
Article 23 ND ND
Article 24 ND ND
Article 25 ND ND
Article 26 ND ND
Article 27 ND ND
Article 28 ND ND
Article 29 ND ND
Article 30 ND ND
0.00 TikTok has turned culture into a feedback loop of impulse and machine learning (www.thenexus.media)
295 points by natalie3p 170 days ago | 213 comments on HN | Neutral ~lite vlite-1.4
Summary ~lite Social Media Neutral
TikTok culture impact
EQ 0.50
SO 0.50
TD 0.50
Lite evaluation by llama-3.3-70b-wai · editorial channel only · no per-section breakdown available
Audit Trail 20 entries
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)
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
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)
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 - -