TPS on Kimi K3 with TPU Megakernels
Comments on “TPS on Kimi K3 with TPU Megakernels”
3 judges. Scored by all three judges. Only the day’s top stories get the claim check. How far stories are checked
Inferact released tpu-megakernels, open-source megakernels for TPU v7 written in Pallas. Its Kimi K3 implementation reports over 700 tokens/s with speculative decoding, versus 452 on GB200, and roughly 1.4 to 2× GB200 decode throughput without it at batch sizes 1 to 8.
Why it ranked
No. 35 of 51 with a score of 0.61. The panel rated it highest on new information (0.90) and technical depth (0.88), lowest on audience breadth (0.48). Placed No. 35, No. 24 by score alone: the twelfth AI & machine learning story of the day (−0.080), and close to “vLLM Delivers Day-0 Support for Kimi K3.1 Pro”, No. 22 on Thursday 5 November 2026 (−0.016). The placement terms move stories; they are not part of the score.
- AI judgeJudge 2claude-haiku-5-5
- Technical engineering writeup on TPU megakernels for LLM inference with concrete specs and benchmarks, but partly a company promotion and benchmarks are vendor-reported and not independently verified.
- AI judgeJudge 3gpt-5.6-luna
- A detailed, reproducible engineering account of TPU megakernel design, asynchronous memory pipelines, parallelism, compilation, and measured Kimi K3 performance. It is highly actionable for inference engineers, though results are workload- and topology-specific and include a company-platform pitch.
Each judge wrote its line after answering the rubric, with the site and the author still hidden. Every answer behind this is in the table under Score.
Score
0.61total under rubric v2.3
- Significance0.60
- Reader interest0.77
- Audience breadth0.48
- Practical relevance0.64
- Substantiated0.78
- Technical depth0.88
- New information0.90
- Counts against: Promotional0.21
- Counts against: Overclaim0.30
Each judge’s answer per question (0–1), their mean and spread, and what the question adds to the score (weight × mean).
| Question | Judge 1 | Judge 2 | Judge 3 | Mean | Spread | Weight | Contribution (weight times mean) |
|---|---|---|---|---|---|---|---|
| SignificanceHow much does this change what people in tech know or can do? | 0.58 | 0.45 | 0.78 | 0.60 | 0.33 | +0.24 | +0.145 |
| Reader interestWould a well-informed senior engineer or tech founder want to read this today, and likely pass it on? | 0.72 | 0.70 | 0.90 | 0.77 | 0.20 | +0.26 | +0.201 |
| Audience breadthHow many people who build technology does it concern? | 0.48 | 0.35 | 0.62 | 0.48 | 0.27 | +0.13 | +0.063 |
| Practical relevanceHow useful is it to someone who builds software or tech products? | 0.60 | 0.50 | 0.82 | 0.64 | 0.32 | +0.22 | +0.141 |
| SubstantiatedHow well is it backed? Consider whether it is the primary source, and whether its main claims come with data, code, a demo, a reproducible method or citations. | 0.95 | 0.55 | 0.84 | 0.78 | 0.40 | +0.05 | +0.039 |
| Technical depthHow technically substantive is it? | 0.94 | 0.75 | 0.95 | 0.88 | 0.20 | +0.05 | +0.044 |
| New informationDoes it contain information absent from the stories covered in the last 7 days (list provided)? | 0.85 | 0.90 | 0.96 | 0.90 | 0.11 | +0.05 | +0.045 |
| PromotionalIs it mainly marketing with little substance (a press release, ad or sponsored post with no real information)? A launch post that carries real news is not promotional. | 0.09 | 0.35 | 0.18 | 0.21 | 0.26 | −0.19 | −0.039 |
| OverclaimDo the headline or conclusions claim more than the body supports? | 0.31 | 0.40 | 0.20 | 0.30 | 0.20 | −0.11 | −0.033 |
| Sum of contributions | +0.605 | ||||||
| Claim-check penalty | 0.000 | ||||||
| Total, as published | 0.605 | ||||||
Spread is the highest minus the lowest judge answer. marks a spread above 0.40: the judges disagree, and the story is marked contested.
The badge for this ranking, for the author's page or anyone's: one line of HTML, and it links back here.
<a href="https://rubric.hrih.si/editions/2026-11-08/35/"><img src="https://rubric.hrih.si/badge/2026-11-08/35.svg" alt="Ranked #35 on Rubric, 8 Nov 2026" width="238" height="28"></a>Also covered by
No other coverage was clustered with this story.
Elsewhere
Elsewhere: HN 2 pts, not on front page
Recorded for context only, checked 8 Nov 2026, 05:46 UTC. It played no part in the ranking.