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 — 0.57 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.80 0.00 AI Technology
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.04 -0.20 Mild negative 0.80 0.18 AI transparency
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
Preamble ND ND ND ND
Article 1 ND ND ND ND
Article 2 ND ND ND ND
Article 3 ND ND ND ND
Article 4 ND ND ND ND
Article 5 ND ND ND ND
Article 6 ND ND ND ND
Article 7 ND ND ND ND
Article 8 ND ND ND ND
Article 9 ND ND ND ND
Article 10 ND ND ND ND
Article 11 ND ND ND ND
Article 12 ND ND ND ND
Article 13 ND ND ND ND
Article 14 ND ND ND ND
Article 15 ND ND ND ND
Article 16 ND ND ND ND
Article 17 ND ND ND ND
Article 18 ND ND ND ND
Article 19 ND ND ND ND
Article 20 ND ND ND ND
Article 21 ND ND ND ND
Article 22 ND ND ND ND
Article 23 ND ND ND ND
Article 24 ND ND ND ND
Article 25 ND ND ND ND
Article 26 ND ND ND ND
Article 27 ND ND ND ND
Article 28 ND ND ND ND
Article 29 ND ND ND ND
Article 30 ND ND ND ND
ND My AI Agents Lie About Their Status, So I Built a Hidden Monitor (kaylarosemathisen.substack.com)
13 points by kaylamathisen 23 hours ago | 5 comments on HN ~lite vlite-2.0
Summary ~lite
Author shares experience building a hidden monitor for AI agents, discussing challenges and solutions.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 35 HN snapshots · 12 evals
+1 0 −1 HN
Audit Trail 29 entries
2026-03-05 05:08 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 05:08 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 05:03 eval_success PSQ evaluated: g-PSQ=0.068 (3 dims) - -
2026-03-05 05:03 eval Evaluated by llama-3.3-70b-wai-psq: +0.07 (Neutral)
2026-03-04 21:26 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-04 21:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses building a monitoring tool for AI agents, focusing on functionality and technical implementation.
2026-03-04 21:26 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 21:22 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 21:22 eval Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
reasoning
AI agent status monitoring
2026-03-04 20:42 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-04 20:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses building a monitoring tool for AI agents, focusing on functionality and technical implementation.
2026-03-04 20:42 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 20:39 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 20:39 eval Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
reasoning
AI agent status monitoring
2026-03-04 20:08 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-04 20:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.10
reasoning
The content discusses building a monitoring tool for AI agents, focusing on functionality and technical implementation.
2026-03-04 20:08 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 20:06 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 20:06 eval Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) 0.00
reasoning
AI agent status monitoring
2026-03-04 19:16 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-04 19:16 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
The content discusses building a monitoring tool for AI agents, focusing on functionality and technical implementation.
2026-03-04 19:16 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 19:13 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-04 19:13 eval Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative) +0.02
reasoning
AI agent status monitoring
2026-03-04 18:12 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-04 18:12 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral)
reasoning
The content discusses building a monitoring tool for AI agents, focusing on functionality and technical implementation.
2026-03-04 18:12 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 18:11 eval_success Lite evaluated: Mild negative (-0.12) - -
2026-03-04 18:11 eval Evaluated by llama-3.3-70b-wai: -0.12 (Mild negative)
reasoning
AI agent status monitoring