Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 Technology Research
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 Tech research
meta-llama/llama-3.3-70b-instruct:free ND ND — — — —
nvidia/nemotron-3-nano-30b-a3b:free ND ND — — — —
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite meta-llama/llama-3.3-70b-instruct:free nvidia/nemotron-3-nano-30b-a3b:free
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0.00 Ferret-UI Lite: Lessons from Building Small On-Device GUI Agents (machinelearning.apple.com)
34 points by CharlesW 8 days ago | 6 comments on HN | Neutral ~lite vlite-1.4
Summary ~lite Technology Research Neutral
Research paper on developing small on-device GUI agents, no human rights focus
EQ 0.50
SO 0.50
TD 0.50
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 806 HN snapshots · 6 evals
+1 0 −1 HN
Audit Trail 26 entries
2026-02-28 15:26 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 15:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical research paper on GUI agents, no explicit human rights discussion
2026-02-28 15:21 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 15:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical research paper on GUI agents, no explicit human rights discussion
2026-02-28 15:21 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 15:21 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on GUI agents
2026-02-28 01:34 dlq_replay DLQ message 97517 replayed to EVAL_QUEUE: Ferret-UI Lite: Lessons from Building Small On-Device GUI Agents - -
2026-02-28 00:31 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 00:31 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical paper on GUI agents
2026-02-26 22:46 eval_success Evaluated: Mild positive (0.18) - -
2026-02-26 22:46 eval Evaluated by deepseek-v3.2: +0.18 (Mild positive) 10,384 tokens
2026-02-26 22:35 eval_success Light evaluated: Neutral (0.00) - -
2026-02-26 22:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical research paper on GUI agents, no explicit human rights discussion
2026-02-26 22:15 dlq Dead-lettered after 1 attempts: Ferret-UI Lite: Lessons from Building Small On-Device GUI Agents - -
2026-02-26 22:13 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 22:12 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 22:11 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 18:41 dlq Dead-lettered after 1 attempts: Ferret-UI Lite: Lessons from Building Small On-Device GUI Agents - -
2026-02-26 18:40 dlq Dead-lettered after 1 attempts: Ferret-UI Lite: Lessons from Building Small On-Device GUI Agents - -
2026-02-26 18:38 dlq Dead-lettered after 1 attempts: Ferret-UI Lite: Lessons from Building Small On-Device GUI Agents - -
2026-02-26 18:38 dlq Dead-lettered after 1 attempts: Ferret-UI Lite: Lessons from Building Small On-Device GUI Agents - -
2026-02-26 18:37 dlq Dead-lettered after 1 attempts: Ferret-UI Lite: Lessons from Building Small On-Device GUI Agents - -
2026-02-26 18:37 dlq Dead-lettered after 1 attempts: Ferret-UI Lite: Lessons from Building Small On-Device GUI Agents - -
2026-02-26 18:36 dlq Dead-lettered after 1 attempts: Ferret-UI Lite: Lessons from Building Small On-Device GUI Agents - -
2026-02-26 18:35 dlq Dead-lettered after 1 attempts: Ferret-UI Lite: Lessons from Building Small On-Device GUI Agents - -
2026-02-26 18:35 dlq Dead-lettered after 1 attempts: Ferret-UI Lite: Lessons from Building Small On-Device GUI Agents - -