RFC 9849. TLS Encrypted Client Hello

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-3.3-70b-instruct-fp8-fast lite 0.00 @cf/meta/llama-4-scout-17b-16e-instruct lite -1.00 @cf/qwen/qwen3-30b-a3b-fp8 lite ND @cf/qwen/qwen3-30b-a3b-fp8 lite ND openai/gpt-oss-120b:free lite ND google/gemma-3-27b-it:free lite ND qwen/qwen3-coder:free lite ND Compare

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	—	0.70	—	—
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	0.00	ND	Neutral	0.90	0.00	Technical Specification
@cf/meta/llama-4-scout-17b-16e-instruct lite	-1.00	-0.20	Moderate negative	1.00	-0.89	Internet Security
@cf/qwen/qwen3-30b-a3b-fp8 lite	ND	ND	—	—	—	—
@cf/qwen/qwen3-30b-a3b-fp8 lite	ND	ND	—	—	—	—
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-3.3-70b-instruct-fp8-fast lite	@cf/meta/llama-4-scout-17b-16e-instruct lite	@cf/qwen/qwen3-30b-a3b-fp8 lite	@cf/qwen/qwen3-30b-a3b-fp8 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	ND	ND
Article 1	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 2	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 3	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 4	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 5	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 6	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 7	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 8	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 9	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 10	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 11	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 12	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 13	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 14	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 15	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 16	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 17	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 18	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 19	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 20	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 21	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 22	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 23	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 24	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 25	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 26	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 27	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 28	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 29	ND	ND	ND	ND	ND	ND	ND	ND	ND
Article 30	ND	ND	ND	ND	ND	ND	ND	ND	ND

ND	RFC 9849. TLS Encrypted Client Hello (www.rfc-editor.org)
	303 points by P_qRs 17 days ago \| 143 comments on HN ~lite vlite-2.0

Summary ~lite

RFC 9849: TLS Encrypted Client Hello, a technical document from IETF.

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

Longitudinal 947 HN snapshots · 84 evals

Audit Trail 104 entries

2026-03-06 17:50	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-06 17:50	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) -0.01
2026-03-06 17:33	eval_success	PSQ evaluated: g-PSQ=0.486 (3 dims)	- -
2026-03-06 17:33	eval	Evaluated by llama-3.3-70b-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-06 04:43	eval_success	PSQ evaluated: g-PSQ=0.286 (3 dims)	- -
2026-03-06 04:43	eval	Evaluated by llama-4-scout-wai-psq: +0.29 (Mild positive) +0.01
2026-03-06 04:07	eval_success	PSQ evaluated: g-PSQ=0.486 (3 dims)	- -
2026-03-06 04:07	eval	Evaluated by llama-3.3-70b-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-05 18:34	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 18:34	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 13:34	eval_success	PSQ evaluated: g-PSQ=0.486 (3 dims)	- -
2026-03-05 13:34	eval	Evaluated by llama-3.3-70b-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-05 13:12	credit_exhausted	Credit balance too low, pausing provider for 30 min	- -
2026-03-05 07:47	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 07:47	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 06:30	eval_success	PSQ evaluated: g-PSQ=0.486 (3 dims)	- -
2026-03-05 06:30	eval	Evaluated by llama-3.3-70b-wai-psq: +0.49 (Moderate positive) +0.02
2026-03-05 04:41	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 04:41	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 04:23	eval_success	PSQ evaluated: g-PSQ=0.470 (3 dims)	- -
2026-03-05 04:23	eval	Evaluated by llama-3.3-70b-wai-psq: +0.47 (Moderate positive)
2026-03-05 04:10	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-05 04:10	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical spec, no rights discussion
2026-03-05 04:10	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-05 04:10	eval_success	Lite evaluated: Moderate negative (-0.44)	- -
2026-03-05 04:10	eval	Evaluated by llama-4-scout-wai: -0.44 (Moderate negative) 0.00
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-05 04:06	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-05 04:06	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-05 04:06	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical spec, no rights discussion
2026-03-05 03:34	eval_success	Lite evaluated: Moderate negative (-0.44)	- -
2026-03-05 03:34	eval	Evaluated by llama-4-scout-wai: -0.44 (Moderate negative) 0.00
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-05 03:28	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-05 03:28	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical spec, no rights discussion
2026-03-05 03:28	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-05 02:51	eval_success	Lite evaluated: Moderate negative (-0.44)	- -
2026-03-05 02:51	eval	Evaluated by llama-4-scout-wai: -0.44 (Moderate negative) +0.26
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-05 02:50	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical spec, no rights discussion
2026-03-05 02:47	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-05 02:12	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical spec, no rights discussion
2026-03-05 02:08	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) -0.28
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-05 01:37	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical spec, no rights discussion
2026-03-05 01:32	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical spec, no rights discussion
2026-03-05 01:30	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-05 00:58	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical spec, no rights discussion
2026-03-05 00:51	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-05 00:45	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) +0.28
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-05 00:16	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical spec, no rights discussion
2026-03-05 00:06	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) -0.28
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 23:41	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 23:37	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 23:29	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 22:58	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 22:50	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) +0.28
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 22:18	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 22:07	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 21:48	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 21:31	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 21:13	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 21:08	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 20:42	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 20:37	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) -0.28
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 20:27	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 19:57	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) +0.28
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 19:52	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) -0.28
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 19:47	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) +0.70
	reasoning Technical spec, no rights discussion
2026-03-04 19:04	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) +0.28
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 18:57	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 18:02	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 17:58	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 16:32	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 16:32	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 15:50	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 15:49	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 15:15	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 15:11	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) 0.00
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 15:10	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 14:33	eval	Evaluated by llama-4-scout-wai: -0.70 (Strong negative) -0.26
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 14:31	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 14:28	eval	Evaluated by llama-4-scout-wai: -0.44 (Moderate negative) 0.00
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 13:52	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 13:46	eval	Evaluated by llama-4-scout-wai: -0.44 (Moderate negative) 0.00
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 13:41	eval	Evaluated by llama-4-scout-wai: -0.44 (Moderate negative) -0.02
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 13:16	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 13:08	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 12:39	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 12:34	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 12:27	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) +0.02
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 11:57	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 11:47	eval	Evaluated by llama-4-scout-wai: -0.44 (Moderate negative) 0.00
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 11:11	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 11:05	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 11:02	eval	Evaluated by llama-4-scout-wai: -0.44 (Moderate negative) 0.00
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 10:57	eval	Evaluated by llama-4-scout-wai: -0.44 (Moderate negative) 0.00
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 10:24	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 10:20	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 10:17	eval	Evaluated by llama-4-scout-wai: -0.44 (Moderate negative) -0.02
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 09:48	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 09:39	eval	Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) +0.02
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 09:11	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 09:05	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 09:02	eval	Evaluated by llama-4-scout-wai: -0.44 (Moderate negative) 0.00
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 08:24	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
	reasoning Technical spec, no rights discussion
2026-03-04 08:21	eval	Evaluated by llama-4-scout-wai: -0.44 (Moderate negative)
	reasoning Technical document on TLS Encrypted Client Hello, no explicit human rights discussion
2026-03-04 08:19	eval	Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative)
	reasoning Technical spec, no rights discussion

build ee2b489+gzrb · deployed 2026-03-10 22:52 UTC · evaluated 2026-03-16 02:03:38 UTC