Notes on Lagrange Interpolating Polynomials

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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 0.00 claude-haiku-4-5 lite 0.00 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	—	0.80	—	—
@cf/meta/llama-4-scout-17b-16e-instruct lite	0.00	0.00	Neutral	1.00	0.00	Mathematics Education
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	0.00	+0.10	Neutral	0.80	-0.10	Education Access
claude-haiku-4-5 lite	0.00	ND	Neutral	0.98	0.00	None identified
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-4-scout-17b-16e-instruct lite	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	claude-haiku-4-5 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
Article 1	ND	ND	ND	ND	ND	ND	ND	ND
Article 2	ND	ND	ND	ND	ND	ND	ND	ND
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ND	Notes on Lagrange Interpolating Polynomials (eli.thegreenplace.net)
	44 points by ibobev 3 days ago \| 13 comments on HN ~lite vlite-2.0

Summary ~lite

Technical article on Lagrange Interpolating Polynomials, with clear explanations and no apparent threats.

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

Longitudinal 311 HN snapshots · 102 evals

Audit Trail 122 entries

2026-03-05 07:05	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 07:05	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 07:00	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-05 07:00	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-04 06:45	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-04 06:45	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 2W 0R	- -
2026-03-04 06:45	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-04 06:27	eval_success	Lite evaluated: Neutral (0.04)	- -
2026-03-04 06:27	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) -0.01
	reasoning Mathematical notes, neutral stance, open access
2026-03-04 06:27	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-03 19:16	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-03 19:16	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 19:16	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 2W 0R	- -
2026-03-03 19:11	credit_exhausted	Credit balance too low, pausing provider for 30 min	- -
2026-03-03 19:11	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-03 19:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 19:11	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 2W 0R	- -
2026-03-03 18:55	eval_success	Lite evaluated: Neutral (0.05)	- -
2026-03-03 18:55	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) +0.01
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 18:55	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-03 18:22	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-03 18:22	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 2W 0R	- -
2026-03-03 18:22	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 18:14	eval_success	Lite evaluated: Neutral (0.04)	- -
2026-03-03 18:14	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 18:14	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-03 17:49	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-03 17:49	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 2W 0R	- -
2026-03-03 17:49	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 17:44	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-03 17:44	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 17:39	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 17:32	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 17:04	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 16:54	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 16:29	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 16:21	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) -0.04
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 15:42	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 15:37	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 15:34	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 15:04	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 15:00	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 14:59	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 14:15	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 14:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 14:10	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 14:07	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 13:34	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) +0.03
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 13:30	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 13:25	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 12:50	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) -0.03
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 12:46	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 12:40	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 12:10	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 12:00	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 11:22	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 11:15	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 10:36	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) +0.03
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 10:26	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 10:20	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 09:57	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) -0.03
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 09:31	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 09:09	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) +0.04
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 08:58	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 08:35	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) -0.01
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 08:15	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 08:11	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 08:00	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) -0.03
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 07:55	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 07:32	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 07:27	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 07:11	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 07:05	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 06:37	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 06:19	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 06:15	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 06:05	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 05:43	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 05:28	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 05:00	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) +0.03
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 04:41	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 04:29	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) -0.03
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 04:10	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 03:55	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) +0.03
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 03:34	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 03:18	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) -0.03
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 03:00	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 02:48	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 02:23	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 02:18	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 02:11	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) +0.03
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 02:07	eval	Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) -0.03
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 01:37	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 01:19	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) +0.04
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 00:59	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 00:45	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) -0.04
	reasoning Mathematical notes, neutral stance, open access
2026-03-03 00:17	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 00:12	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-03 00:08	eval	Evaluated by llama-3.3-70b-wai: +0.08 (Neutral) +0.04
	reasoning Mathematical notes, neutral stance, open access
2026-03-02 23:43	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-02 23:36	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-02 23:05	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-02 23:02	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-02 22:25	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-02 22:23	eval	Evaluated by llama-3.3-70b-wai: +0.04 (Neutral) +0.04
	reasoning Mathematical notes, neutral stance, open access
2026-03-02 21:57	eval	Evaluated by claude-haiku-4-5: 0.00 (Neutral)
	reasoning Pure mathematics tutorial, zero UDHR relevance
2026-03-02 21:49	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-02 21:44	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-02 21:42	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-02 21:37	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-02 21:06	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-02 21:02	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-02 20:13	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-02 20:10	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-02 19:40	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-02 19:37	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-02 18:39	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-02 18:34	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-02 18:29	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical notes, neutral stance, open access
2026-03-02 17:24	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-02 17:19	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning Mathematical content on Lagrange Interpolating Polynomials, no rights discussion
2026-03-02 17:17	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Mathematical notes, neutral stance, open access

build 7a5e5c1+p11n · deployed 2026-03-06 04:40 UTC · evaluated 2026-03-03 07:16:53 UTC