-How AI can read our scrambled inner thoughts

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 -0.04 @cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 claude-haiku-4-5 lite -0.02 google/gemma-3-27b-it:free lite ND openai/gpt-oss-120b:free lite ND qwen/qwen3-coder:free lite ND Compare

ND	-How AI can read our scrambled inner thoughts (www.bbc.com)
	44 points by ggm 5 days ago \| 46 comments on HN ~lite vlite-2.0

Summary ~lite

BBC article discusses AI technology that can read brain activity.

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

Longitudinal 321 HN snapshots · 108 evals

Audit Trail 128 entries

2026-03-05 07:49	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 07:49	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 07:45	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 07:45	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 07:38	eval_success	PSQ evaluated: g-PSQ=0.194 (3 dims)	- -
2026-03-05 07:38	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive)
2026-03-03 14:35	eval_success	Lite evaluated: Neutral (0.02)	- -
2026-03-03 14:35	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 14:20	eval_success	Lite evaluated: Mild positive (0.12)	- -
2026-03-03 14:20	eval	Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 13:52	eval_success	Lite evaluated: Neutral (0.02)	- -
2026-03-03 13:52	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 13:49	credit_exhausted	Credit balance too low, pausing provider for 30 min	- -
2026-03-03 13:36	eval_success	Lite evaluated: Mild positive (0.12)	- -
2026-03-03 13:36	eval	Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 13:10	eval_success	Lite evaluated: Neutral (0.02)	- -
2026-03-03 13:10	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 12:54	eval_success	Lite evaluated: Mild positive (0.12)	- -
2026-03-03 12:54	eval	Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 12:27	eval_success	Lite evaluated: Neutral (0.02)	- -
2026-03-03 12:27	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 12:12	eval_success	Lite evaluated: Mild positive (0.12)	- -
2026-03-03 12:12	eval	Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 11:48	eval_success	Lite evaluated: Neutral (0.02)	- -
2026-03-03 11:48	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 11:21	eval_success	Lite evaluated: Mild positive (0.12)	- -
2026-03-03 11:21	eval	Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 11:02	eval_success	Lite evaluated: Neutral (0.02)	- -
2026-03-03 11:02	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 10:56	eval_success	Lite evaluated: Neutral (0.02)	- -
2026-03-03 10:56	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 10:34	eval_success	Lite evaluated: Mild positive (0.12)	- -
2026-03-03 10:34	eval	Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 10:28	eval_success	Lite evaluated: Mild positive (0.12)	- -
2026-03-03 10:28	eval	Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 10:09	eval_success	Lite evaluated: Neutral (0.02)	- -
2026-03-03 10:09	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 09:41	eval_success	Lite evaluated: Mild positive (0.12)	- -
2026-03-03 09:41	eval	Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 09:20	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 09:03	eval	Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 08:47	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 08:21	eval	Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 08:15	eval	Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 08:10	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 07:39	eval	Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 07:32	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 06:49	eval	Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 06:42	eval	Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 06:41	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 06:08	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 06:07	eval	Evaluated by llama-4-scout-wai: +0.12 (Mild positive) -0.02
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 06:04	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 06:02	eval	Evaluated by llama-4-scout-wai: +0.14 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 05:28	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 05:24	eval	Evaluated by llama-4-scout-wai: +0.14 (Mild positive) +0.02
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 05:19	eval	Evaluated by llama-4-scout-wai: +0.12 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 04:45	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 04:38	eval	Evaluated by llama-4-scout-wai: +0.12 (Mild positive) -0.02
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 04:33	eval	Evaluated by llama-4-scout-wai: +0.14 (Mild positive) +0.02
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 04:17	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 04:13	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 03:57	eval	Evaluated by llama-4-scout-wai: +0.12 (Mild positive) -0.02
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 03:35	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 03:16	eval	Evaluated by llama-4-scout-wai: +0.14 (Mild positive) +0.02
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 03:03	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 02:44	eval	Evaluated by llama-4-scout-wai: +0.12 (Mild positive) -0.02
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 02:24	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 02:08	eval	Evaluated by llama-4-scout-wai: +0.14 (Mild positive) +0.02
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 01:53	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 01:18	eval	Evaluated by llama-4-scout-wai: +0.12 (Mild positive) -0.02
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 01:07	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 00:40	eval	Evaluated by llama-4-scout-wai: +0.14 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-03 00:23	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-03 00:06	eval	Evaluated by llama-4-scout-wai: +0.14 (Mild positive) -0.02
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 23:53	eval	Evaluated by llama-3.3-70b-wai: +0.02 (Neutral) -0.14
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 23:48	eval	Evaluated by llama-3.3-70b-wai: +0.16 (Mild positive) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 23:29	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 23:22	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 23:09	eval	Evaluated by llama-3.3-70b-wai: +0.16 (Mild positive) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 22:45	eval	Evaluated by llama-4-scout-wai: +0.16 (Mild positive) +0.06
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 22:30	eval	Evaluated by llama-3.3-70b-wai: +0.16 (Mild positive) +0.16
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 22:08	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 21:58	eval	Evaluated by claude-haiku-4-5: -0.02 (Neutral)
	reasoning Neural surveillance tech explained neutrally, neglects privacy implications.
2026-03-02 21:55	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 21:29	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 21:24	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 21:20	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 20:36	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 20:33	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 19:49	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 19:47	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 19:04	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 19:03	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 17:59	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 17:56	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 16:49	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 16:46	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 15:28	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 15:25	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 14:46	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 14:33	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 14:06	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 14:03	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 14:02	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 13:14	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 13:14	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 13:09	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 12:26	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 12:25	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 12:20	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 11:55	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 11:49	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 11:11	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 11:08	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 10:25	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 10:19	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 09:46	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 09:39	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 09:05	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 08:55	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 08:09	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 08:07	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 07:22	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive) 0.00
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 07:20	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 06:47	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Article on AI, neutral stance, structural alignment on access
2026-03-02 06:46	eval	Evaluated by llama-4-scout-wai: +0.10 (Mild positive)
	reasoning Article discusses AI reading brain signals, touches on privacy and ethics
2026-03-02 06:42	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Article on AI, neutral stance, structural alignment on access

build f36f9cf+l6eo · deployed 2026-03-07 18:24 UTC · evaluated 2026-03-03 07:16:53 UTC