Attested TLS in the Wild

Alpha This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology →

Model: @cf/meta/llama-4-scout-17b-16e-instruct lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.04 openai/gpt-oss-120b:free lite ND google/gemma-3-27b-it:free lite ND qwen/qwen3-coder:free lite ND Compare

ND	Attested TLS in the Wild (engineering.chainbound.io)
	2 points by mempirate 2 days ago \| 0 comments on HN ~lite vlite-2.0

Summary ~lite

Technical article on attested TLS and TEEs, discussing implementation and migration aspects.

Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available

Longitudinal 5 HN snapshots · 7 evals

Audit Trail 18 entries

2026-03-07 04:47	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-07 04:47	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-07 04:47	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-07 04:47	eval	Evaluated by llama-3.3-70b-wai-psq: +0.44 (Moderate positive)
2026-03-07 04:36	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-07 04:36	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on attested TLS, no explicit human rights discussion
2026-03-07 04:36	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-07 04:30	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-07 04:30	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on attested TLS, no explicit human rights discussion
2026-03-07 04:30	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-07 04:25	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-07 04:25	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on attested TLS, no explicit human rights discussion
2026-03-07 04:25	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-07 04:19	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-07 04:19	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral)
	reasoning Technical article on attested TLS, no explicit human rights discussion
2026-03-07 04:19	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-07 04:19	eval_success	Lite evaluated: Neutral (-0.04)	- -
2026-03-07 04:19	eval	Evaluated by llama-3.3-70b-wai: -0.04 (Neutral)
	reasoning Technical blog post on attested TLS

build 6a310af+tadj · deployed 2026-03-08 23:54 UTC · evaluated 2026-03-08 02:36:46 UTC