Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.87 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.92 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 Technology Development
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 Technical Development
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 What I Learned After Building 3 TV Apps Coming from Mobile (dinkomarinac.dev)
53 points by dinko7 12 days ago | 47 comments on HN ~lite vlite-2.0
Summary ~lite
The author shares key lessons learned from building three TV apps, emphasizing the importance of understanding TV-specific design and development challenges.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 6 evals
+1 0 −1 HN
Audit Trail 26 entries
2026-03-05 10:07 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 10:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 09:56 eval_success PSQ evaluated: g-PSQ=0.321 (3 dims) - -
2026-03-05 09:56 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive)
2026-02-28 07:09 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 07:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on TV app development, no human rights discussion
2026-02-28 07:09 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 07:03 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 07:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Editorial on TV app development, no human rights discussion
2026-02-28 07:03 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 06:57 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 06:57 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post
2026-02-28 06:57 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 06:51 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 06:51 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical blog post
2026-02-28 06:51 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-26 18:10 dlq Dead-lettered after 1 attempts: What I Learned After Building 3 TV Apps Coming from Mobile - -
2026-02-26 18:08 dlq Dead-lettered after 1 attempts: What I Learned After Building 3 TV Apps Coming from Mobile - -
2026-02-26 18:06 dlq Dead-lettered after 1 attempts: What I Learned After Building 3 TV Apps Coming from Mobile - -
2026-02-26 18:05 dlq Dead-lettered after 1 attempts: What I Learned After Building 3 TV Apps Coming from Mobile - -
2026-02-26 18:04 dlq Dead-lettered after 1 attempts: What I Learned After Building 3 TV Apps Coming from Mobile - -
2026-02-26 18:03 dlq Dead-lettered after 1 attempts: What I Learned After Building 3 TV Apps Coming from Mobile - -
2026-02-26 18:01 dlq Dead-lettered after 1 attempts: What I Learned After Building 3 TV Apps Coming from Mobile - -
2026-02-26 18:00 dlq Dead-lettered after 1 attempts: What I Learned After Building 3 TV Apps Coming from Mobile - -
2026-02-26 17:59 dlq Dead-lettered after 1 attempts: What I Learned After Building 3 TV Apps Coming from Mobile - -
2026-02-26 17:58 credit_exhausted Credit balance too low, retrying in 346s - -