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 — 0.70 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 +0.16 Mild positive 0.80 -0.10 AI Labor Rights
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.04 +0.16 Mild positive 0.80 -0.14 AI agent income
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 Do AI Agents Make Money in 2026? Or Is It Just Mac Minis and Vibes? (www.siliconsnark.com)
35 points by SaaSasaurus 2 days ago | 41 comments on HN ~lite vlite-2.0
Summary ~lite
Article examines the reality behind AI agents making money, critiquing hype and highlighting genuine uses in business.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 134 HN snapshots · 22 evals
+1 0 −1 HN
Audit Trail 42 entries
2026-03-05 06:26 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 06:26 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 06:19 eval_success PSQ evaluated: g-PSQ=0.034 (3 dims) - -
2026-03-05 06:19 eval Evaluated by llama-3.3-70b-wai-psq: +0.03 (Neutral)
2026-03-03 09:04 eval_success Lite evaluated: Mild positive (0.12) - -
2026-03-03 09:04 eval Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
reasoning
The content discusses AI agents and their potential for making money, touching on labor and economic aspects.
2026-03-03 08:59 eval_success Lite evaluated: Mild positive (0.12) - -
2026-03-03 08:59 eval Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
reasoning
The content discusses AI agents and their potential for making money, touching on labor and economic aspects.
2026-03-03 08:45 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-03 08:45 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) +0.07
reasoning
Tech article, neutral stance, embodies access
2026-03-03 08:39 eval_success Lite evaluated: Neutral (0.03) - -
2026-03-03 08:39 eval Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) 0.00
reasoning
Tech article, neutral stance, embodies access
2026-03-03 08:16 eval_success Lite evaluated: Mild positive (0.12) - -
2026-03-03 08:16 eval Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
reasoning
The content discusses AI agents and their potential for making money, touching on labor and economic aspects.
2026-03-03 08:04 eval_success Lite evaluated: Neutral (0.03) - -
2026-03-03 08:04 eval Evaluated by llama-3.3-70b-wai: +0.03 (Neutral) -0.07
reasoning
Tech article, neutral stance, embodies access
2026-03-03 07:42 eval_success Lite evaluated: Mild positive (0.12) - -
2026-03-03 07:42 eval Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
reasoning
The content discusses AI agents and their potential for making money, touching on labor and economic aspects.
2026-03-03 07:19 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-03 07:19 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
reasoning
Tech article, neutral stance, embodies access
2026-03-03 06:57 eval_success Lite evaluated: Mild positive (0.12) - -
2026-03-03 06:57 eval Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
reasoning
The content discusses AI agents and their potential for making money, touching on labor and economic aspects.
2026-03-03 06:32 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-03 06:32 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
reasoning
Tech article, neutral stance, embodies access
2026-03-03 06:12 eval_success Lite evaluated: Mild positive (0.12) - -
2026-03-03 06:12 eval Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
reasoning
The content discusses AI agents and their potential for making money, touching on labor and economic aspects.
2026-03-03 06:00 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-03 06:00 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
reasoning
Tech article, neutral stance, embodies access
2026-03-03 05:36 eval_success Lite evaluated: Mild positive (0.12) - -
2026-03-03 05:36 eval Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
reasoning
The content discusses AI agents and their potential for making money, touching on labor and economic aspects.
2026-03-03 05:31 eval_success Lite evaluated: Mild positive (0.12) - -
2026-03-03 05:31 eval Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
reasoning
The content discusses AI agents and their potential for making money, touching on labor and economic aspects.
2026-03-03 05:25 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-03 05:25 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) +0.04
reasoning
Tech article, neutral stance, embodies access
2026-03-03 04:49 eval_success Lite evaluated: Mild positive (0.12) - -
2026-03-03 04:49 eval Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
reasoning
The content discusses AI agents and their potential for making money, touching on labor and economic aspects.
2026-03-03 04:43 eval_success Lite evaluated: Mild positive (0.12) - -
2026-03-03 04:43 eval Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
reasoning
The content discusses AI agents and their potential for making money, touching on labor and economic aspects.
2026-03-03 04:43 eval_success Lite evaluated: Neutral (0.06) - -
2026-03-03 04:43 eval Evaluated by llama-3.3-70b-wai: +0.06 (Neutral) +0.03
reasoning
Tech article, neutral stance, embodies access
2026-03-03 04:15 eval Evaluated by llama-4-scout-wai: +0.12 (Mild positive)
reasoning
The content discusses AI agents and their potential for making money, touching on labor and economic aspects.
2026-03-03 04:15 eval Evaluated by llama-3.3-70b-wai: +0.03 (Neutral)
reasoning
Tech article, neutral stance, embodies access