Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 Tech Development
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 0.00 Neutral 0.50 0.00 Technology AI
deepseek/deepseek-v3.2-20251201 +0.21 +0.10 Mild positive 0.17 — Knowledge & Expression
claude-haiku-4-5-20251001 +0.29 +0.22 Mild positive 0.19 — Digital Access & Free Expression
meta-llama/llama-3.3-70b-instruct:free ND ND — — — —
Section @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite deepseek/deepseek-v3.2-20251201 claude-haiku-4-5-20251001 meta-llama/llama-3.3-70b-instruct:free
Preamble ND ND ND ND ND
Article 1 ND ND ND ND ND
Article 2 ND ND ND ND ND
Article 3 ND ND ND ND ND
Article 4 ND ND ND ND ND
Article 5 ND ND ND ND ND
Article 6 ND ND ND ND ND
Article 7 ND ND ND ND ND
Article 8 ND ND ND ND ND
Article 9 ND ND ND ND ND
Article 10 ND ND ND ND ND
Article 11 ND ND ND ND ND
Article 12 ND ND ND ND ND
Article 13 ND ND ND ND ND
Article 14 ND ND ND ND ND
Article 15 ND ND ND ND ND
Article 16 ND ND ND ND ND
Article 17 ND ND ND ND ND
Article 18 ND ND ND ND ND
Article 19 ND ND ND ND ND
Article 20 ND ND ND ND ND
Article 21 ND ND ND ND ND
Article 22 ND ND ND ND ND
Article 23 ND ND ND ND ND
Article 24 ND ND ND ND ND
Article 25 ND ND ND ND ND
Article 26 ND ND ND ND ND
Article 27 ND ND ND ND ND
Article 28 ND ND ND ND ND
Article 29 ND ND ND ND ND
Article 30 ND ND ND ND ND
0.00 Show HN: Sgai – Goal-driven multi-agent software dev (GOAL.md → working code) (github.com)
36 points by sandgardenhq 5 days ago | 22 comments on HN | Neutral ~lite vlite-1.4
Summary ~lite Tech Development Neutral
Tech project page
EQ 0.50
SO 0.50
TD 0.50
Lite evaluation by llama-3.3-70b-wai · editorial channel only · no per-section breakdown available
Longitudinal 225 HN snapshots · 8 evals
+1 0 −1 HN
Audit Trail 28 entries
2026-02-28 11:47 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 11:47 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 11:47 model_divergence Cross-model spread 0.29 exceeds threshold (4 models) - -
2026-02-28 11:47 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Tech content no rights stance
2026-02-26 22:40 eval_success Light evaluated: Neutral (0.00) - -
2026-02-26 22:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
2026-02-26 20:07 dlq Dead-lettered after 1 attempts: Show HN: Sgai – Goal-driven multi-agent software dev (GOAL.md → working code) - -
2026-02-26 20:04 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 20:03 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 20:02 dlq Dead-lettered after 1 attempts: Show HN: Sgai – Goal-driven multi-agent software dev (GOAL.md → working code) - -
2026-02-26 20:02 eval_failure Evaluation failed: Error: Unknown model in registry: llama-4-scout-wai - -
2026-02-26 20:02 eval_failure Evaluation failed: Error: Unknown model in registry: llama-4-scout-wai - -
2026-02-26 20:02 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 17:30 dlq Dead-lettered after 1 attempts: Show HN: Sgai – Goal-driven multi-agent software dev (GOAL.md → working code) - -
2026-02-26 17:28 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 17:27 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 17:26 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 09:04 eval_success Evaluated: Mild positive (0.21) - -
2026-02-26 09:04 eval Evaluated by deepseek-v3.2: +0.21 (Mild positive) 11,402 tokens
2026-02-26 08:56 dlq Dead-lettered after 1 attempts: Show HN: Sgai – Goal-driven multi-agent software dev (GOAL.md → working code) - -
2026-02-26 08:56 dlq Dead-lettered after 1 attempts: Show HN: Sgai – Goal-driven multi-agent software dev (GOAL.md → working code) - -
2026-02-26 08:55 dlq Dead-lettered after 1 attempts: Show HN: Sgai – Goal-driven multi-agent software dev (GOAL.md → working code) - -
2026-02-26 08:55 dlq Dead-lettered after 1 attempts: Show HN: Sgai – Goal-driven multi-agent software dev (GOAL.md → working code) - -
2026-02-26 04:43 eval Evaluated by claude-haiku-4-5-20251001: +0.29 (Mild positive) 12,247 tokens +0.15
2026-02-26 04:23 eval Evaluated by claude-haiku-4-5-20251001: +0.14 (Mild positive) 13,003 tokens -0.02
2026-02-26 04:08 eval Evaluated by claude-haiku-4-5-20251001: +0.16 (Mild positive) 13,185 tokens -0.05
2026-02-26 02:57 eval Evaluated by claude-haiku-4-5-20251001: +0.21 (Mild positive) 12,705 tokens -0.02
2026-02-26 02:56 eval Evaluated by claude-haiku-4-5-20251001: +0.23 (Mild positive) 13,333 tokens