Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.83 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.50 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.60 ND Strong positive 0.90 0.00 Surveillance State
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.56 ND Moderate positive 0.90 0.00 Surveillance State
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 OpenAI Built a Pipeline from Silicon Valley to the Surveillance State (matt728243.substack.com)
7 points by resters 3 days ago | 1 comments on HN ~lite vlite-2.0
Summary ~lite
Article examines OpenAI's shift from a nonprofit to a company building surveillance technology.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 5 HN snapshots · 10 evals
+1 0 −1 HN
Audit Trail 21 entries
2026-03-05 07:06 eval_success PSQ evaluated: g-PSQ=0.210 (3 dims) - -
2026-03-05 07:06 eval Evaluated by llama-4-scout-wai-psq: +0.21 (Mild positive)
2026-03-05 07:01 eval_success PSQ evaluated: g-PSQ=-0.080 (3 dims) - -
2026-03-05 07:01 eval Evaluated by llama-3.3-70b-wai-psq: -0.08 (Neutral)
2026-03-02 19:42 eval_success Lite evaluated: Strong positive (0.60) - -
2026-03-02 19:42 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) +0.10
reasoning
Editorial critiques surveillance
2026-03-02 19:41 eval_success Lite evaluated: Moderate positive (0.56) - -
2026-03-02 19:41 eval Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
reasoning
Editorial stance critical of OpenAI's role in surveillance
2026-03-02 19:37 credit_exhausted Credit balance too low, pausing provider for 30 min - -
2026-03-02 18:42 eval_success Lite evaluated: Moderate positive (0.50) - -
2026-03-02 18:42 eval Evaluated by llama-3.3-70b-wai: +0.50 (Moderate positive) -0.10
reasoning
Editorial critiques surveillance
2026-03-02 18:40 eval_success Lite evaluated: Moderate positive (0.56) - -
2026-03-02 18:40 eval Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
reasoning
Editorial stance critical of OpenAI's role in surveillance
2026-03-02 18:37 eval_success Lite evaluated: Strong positive (0.60) - -
2026-03-02 18:37 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive) 0.00
reasoning
Editorial critiques surveillance
2026-03-02 17:29 eval_success Lite evaluated: Moderate positive (0.56) - -
2026-03-02 17:29 eval Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
reasoning
Editorial stance critical of OpenAI's role in surveillance
2026-03-02 17:23 eval_success Lite evaluated: Moderate positive (0.56) - -
2026-03-02 17:23 eval Evaluated by llama-4-scout-wai: +0.56 (Moderate positive)
reasoning
Editorial stance critical of OpenAI's role in surveillance
2026-03-02 17:23 eval_success Lite evaluated: Strong positive (0.60) - -
2026-03-02 17:23 eval Evaluated by llama-3.3-70b-wai: +0.60 (Strong positive)
reasoning
Editorial critiques surveillance