Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.40 ND Moderate positive 0.90 0.00 Data Protection
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Data Security
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite Delta
Preamble ND ND
Article 1 ND ND
Article 2 ND ND
Article 3 ND ND
Article 4 ND ND
Article 5 ND ND
Article 6 ND ND
Article 7 ND ND
Article 8 ND ND
Article 9 ND ND
Article 10 ND ND
Article 11 ND ND
Article 12 ND ND
Article 13 ND ND
Article 14 ND ND
Article 15 ND ND
Article 16 ND ND
Article 17 ND ND
Article 18 ND ND
Article 19 ND ND
Article 20 ND ND
Article 21 ND ND
Article 22 ND ND
Article 23 ND ND
Article 24 ND ND
Article 25 ND ND
Article 26 ND ND
Article 27 ND ND
Article 28 ND ND
Article 29 ND ND
Article 30 ND ND
+0.40 Microsoft 365 Copilot – Arbitrary Data Exfiltration via Mermaid Diagrams (www.adamlogue.com)
218 points by gnabgib 126 days ago | 49 comments on HN | Moderate positive ~lite vlite-1.4
Summary ~lite Data Protection Acknowledges
Article discusses and fixes a data exfiltration vulnerability in Microsoft 365 Copilot
EQ 0.70
SO 0.80
TD 0.60
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal · 3 evals
+1 0 −1 HN
Audit Trail 13 entries
2026-02-28 08:21 eval_success Light evaluated: Moderate positive (0.40) - -
2026-02-28 08:21 model_divergence Cross-model spread 0.40 exceeds threshold (2 models) - -
2026-02-28 08:21 eval Evaluated by llama-4-scout-wai: +0.40 (Moderate positive)
reasoning
ED - Technical article on data exfiltration vulnerability
2026-02-28 08:21 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 08:13 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 08:13 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 08:13 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-02-28 08:09 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 08:09 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Tech blog neutral stance
2026-02-28 08:09 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-26 06:54 dlq Dead-lettered after 1 attempts: Microsoft 365 Copilot – Arbitrary Data Exfiltration via Mermaid Diagrams - -
2026-02-26 06:46 credit_exhausted Credit balance too low, retrying in 245s - -
2026-02-26 06:41 credit_exhausted Credit balance too low, retrying in 274s - -