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-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 Technology AI
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 AI coding
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 New Research Reassesses the Value of Agents.md Files for AI Coding (www.infoq.com)
4 points by OutOfHere 2 days ago | 2 comments on HN ~lite vlite-2.0
Summary ~lite
Neutral article on AI coding research, no clear threats or trust damage.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 6 HN snapshots · 10 evals
+1 0 −1 HN
Audit Trail 26 entries
2026-03-06 23:24 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-06 23:24 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 23:23 eval_success PSQ evaluated: g-PSQ=-0.240 (3 dims) - -
2026-03-06 23:23 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) 0.00
2026-03-06 22:48 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-06 22:48 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral)
2026-03-06 22:48 eval_success PSQ evaluated: g-PSQ=-0.240 (3 dims) - -
2026-03-06 22:48 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative)
2026-03-06 22:02 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-06 22:02 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-06 22:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Tech article on AI coding, no explicit human rights discussion
2026-03-06 21:56 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-06 21:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Tech article on AI coding, no explicit human rights discussion
2026-03-06 21:56 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-06 21:52 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-06 21:52 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-06 21:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Tech article on AI coding, no explicit human rights discussion
2026-03-06 21:47 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-06 21:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Tech article on AI coding, no explicit human rights discussion
2026-03-06 21:47 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-06 21:41 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-06 21:41 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-06 21:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Tech article on AI coding, no explicit human rights discussion
2026-03-06 21:41 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-06 21:41 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Tech news, neutral stance, low transparency
2026-03-06 21:41 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -