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Huawei's "Tao's (τ)Law" V2 Edition Paper Released: New Breakthroughs in Chip Technology in the Post Moore Era

Huawei's "Tao's (τ)Law" V2 Edition Paper Released: New Breakthroughs in Chip Technology in the Post Moore Era

He Tingbo opens a new chapter in semiconductor time microscopy with a complete theoretical system an

2026-07-04 17:13
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Huawei "Tao's Law" V2 Paper Released · JianYue Reading
📰 SourceIT Home📅 July 4, 2026
Overall Content · Mind Map
●Huawei "Tao(τ)'s Law" V2 Paper
▸Theoretical Framework Time Constant τ
▹Post-Moore Scaling Theory · 8-Chapter Complete System
▸Engineering Implementation LogicFolding
▹Gear Ratio Concept · 3D Stacking Unit-Level Optimization
▸Measurement Data Kirin 2026
▹Voltage / Frequency / Power / Area / Power Density
▸Technology Roadmap Full-Scenario
▹Mobile: TSV Downward Migration · Multi-Active-Layer Stacking
▹AI: Ascend Series Accelerator Iteration

Huawei "Tao's Law" V2 Paper Released: Post-Moore Era Chip Technology Breakthrough

He Tingbo unveils complete theoretical system with measurement data, opening a new chapter in semiconductor time scaling

📌 KeywordsHuawei, He Tingbo, Tao's Law, V2, Time Scaling Theory, LogicFolding, 3D Stacking, Kirin 2026, Post-Moore Era, Semiconductor, TSV, Ascend
📄 DescriptionHe Tingbo, Head of Huawei Semiconductor, released the V2 version of "A Time Scaling Theory for Multi-Layer Electronic Systems" on July 3. Building on the V1 theoretical framework, the new version adds extensive engineering implementation details, quantitative measurement data, and product evolution roadmaps, establishing a post-Moore scaling theory system centered on the time constant τ.
📖 AbstractHuawei's "Tao's Law" V2 paper has been officially released, led by semiconductor head He Tingbo. Compared to the V1 version released in May, the new version adds core content including the LogicFolding gear ratio concept, 3D stacking unit-level optimization, Kirin 2026 mass-production measurement data, and a full-scenario roadmap, further perfecting the theoretical system for post-Moore chip design.
IT Home July 4, 2026 — According to the latest paper posted on the Chinese Academy of Sciences scientific paper preprint platform ChinaXiv, He Tingbo, Head of Huawei Semiconductor, released the V2 version of "A Time Scaling Theory for Multi-Layer Electronic Systems" (also known as "Tao's Law" in the industry) on July 3.
Compared to the V1 version released on May 25, the new paper builds on the original theoretical framework with extensive engineering implementation details, quantitative measurement data, and product evolution roadmaps, further perfecting the post-Moore scaling theory system centered on the time constant τ.
In terms of paper structure, V2 consolidates the introductory sections of V1 into an 8-chapter complete discourse system with clearer logical layering.
V2 also adds multiple new schematic diagrams and physical images, covering the τ layered spatiotemporal model, LogicFolding architecture, bonding interface cross-sections, Unified Bus interconnect architecture, Hi-ONE optical engine, and other core technologies.
On engineering implementation, V2 deeply elaborates the gear ratio concept of the core technology LogicFolding. When the hybrid bonding pitch approaches the top metal routing dimension, the 3D design space shifts from traditional "macro-block-level discrete optimization" to "unit-level continuous optimization," enabling globally optimal vertical logic partitioning and breaking through the limitation of traditional 3D stacking that only allows partitioning by functional blocks.
Tao's Law V2 Schematic Diagram
V2 also adds mass-production measurement data tables, clearly presenting voltage, frequency, normalized power consumption, area, and power density parameters for Kirin 2026 compared to the baseline Kirin 9030 Pro.
Kirin 2026 Measurement Data Table
LogicFolding Architecture Diagram
τ Layered Spatiotemporal Model
V2 also refines the full-scenario roadmap, clarifying technology evolution milestones. On the mobile side, it adds evolutionary paths such as TSV downward migration from the top metal to the M6 layer and multi-active-layer stacking. On the AI side, it specifies the iteration cadence for the Ascend series accelerators.
Full-Scenario Technology Roadmap
Technology Evolution Milestones
Chip Architecture Details
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A Time Scaling Theory for Multi-Layer Electronic Systems

Author:Tingbo He1
Affiliation:1. Huawei
Submitted:2026-07-03 09:16:50
Abstract:For six decades, Moore's geometric scaling drove progress in semiconductors. That industry compact no longer holds: returns from pure dimensional shrinking have flattened, leading-edge design budgets exceed one billion dollars per chip, and cost-per-transistor at the most advanced nodes is no longer falling. This perspective argues for a successor scaling principle — τ scaling — that adopts time itself, rather than transistor area, as the primary metric of progress, applying a single characteristic time constant τ as the unifying optimization target across twelve orders of magnitude, from a switching transistor to a data-center workload. Two production-scale demonstrations are presented. On a mobile SoC, LogicFolding — a methodology that partitions digital, analog, and memory circuits across vertically stacked active tiers — delivers a 55% step-wise increase in transistor density and a 41% power-efficiency gain at a fixed device node. On AI systems, a co-designed stack comprising the memory-semantic Unified Bus fabric, near-packaged Hi-ONE optical I/O, and edge-to-surface 3D Folding projects more than 100× growth in hardware integration by 2035. The deeper claim is methodological: τ scaling is the first scaling principle since Dennard to establish a shared optimization target across the entire computing stack.
Keywords:
Time Scalingτ scalingLogicFoldingSemiconductorElectronic systemsNew semiconductor path
From:He Tingbo
Journal:Science China
Submission Status:Accepted by Journal
Recommended Citation:Tingbo He. A Time Scaling Theory for Multi-Layer Electronic Systems. Chinese Academy of Sciences Scientific Paper Preprint Platform. [DOI:10.12074/202605.00224] (Click to copy)

Version History

[V2]2026-07-03 09:16:50ChinaXiv:202605.00224V2Download Full Text
[V1]2026-05-25 09:56:20ChinaXiv:202605.00224v1 View this versionDownload Full Text

📊 Deep Analysis

The release of the "Tao's Law" V2 paper marks a critical leap for Huawei in semiconductor fundamental theory — from "concept proposal" to "engineering validation."V1 debuted on May 25, and V2 followed in less than 40 days — a pace that reflects Huawei's deep accumulation and efficient collaboration in chip R&D.From a theoretical perspective, the scaling theory centered on the time constant τ offers a new path for the post-Moore era, distinct from traditional "dimensional scaling."V2 transforms the abstract spatiotemporal model into an engineering-implementable architecture through 8 complete chapters and extensive diagrams. In particular, the LogicFolding gear ratio concept advances 3D stacking from "macro-block-level discrete optimization" to "unit-level continuous optimization" — opening a new window in chip design methodology.From an industrial standpoint, the Kirin 2026 mass-production measurement data is a benchmark of immense value.V2 publicly discloses voltage, frequency, normalized power consumption, area, and power density — not only validating the theory but also boosting industry confidence.Against the backdrop of surging AI compute demand, the clear iteration cadence for the Ascend series accelerators provides a strategic anchor for Huawei's long-term AI chip roadmap.Overall, "Tao's Law" V2 is not a simple paper revision — it is a systematic declaration from "theoretical genesis" to "engineering deployment."It sends a clear signal: Huawei not only possesses deep semiconductor technology reserves but also the complete capability chain to rapidly translate cutting-edge theory into product competitiveness.

Core Problem Solution · Execution Method · Acceptance Model

🎯 Core Problem
In the post-Moore era, how can we break through the physical limits of traditional dimensional scaling through time scaling theory to continuously improve chip performance while reducing power consumption?
💡 Solution
Centered on "Tao's Law" time scaling theory, using the time constant τ as the unified metric, employing LogicFolding architecture and 3D stacking unit-level optimization technology to achieve a paradigm shift from "macro-block-level discrete optimization" to "unit-level continuous optimization," establishing a new chip design framework for the post-Moore era.
🔧 Execution · Theory
Establish a complete theoretical framework centered on τ (V1 → V2 8-chapter system), publish via ChinaXiv, and undergo academic peer review to continuously refine the theoretical model.
🔧 Execution · Engineering
Advance the engineering implementation of the LogicFolding gear ratio concept, achieving the transition from functional-block-level partitioning to unit-level continuous optimization in 3D stacking, completing key technology validations including TSV downward migration to M6 layer and multi-active-layer stacking.
🔧 Execution · Product
Use Kirin 2026 as the mass-production validation vehicle, completing full-parameter measurements including voltage, frequency, power consumption, area, and power density; simultaneously advance Ascend series AI accelerators according to the roadmap.
✅ Acceptance Model
① Theoretical completeness: 8-chapter complete discourse system published via academic platform;② Engineering feasibility: LogicFolding architecture achieves unit-level continuous optimization;③ Data validation: Kirin 2026 measurement data meets or exceeds design targets;④ Roadmap clarity: Full-scenario technology evolution roadmap with clear milestones and executable plan.

Reader Comments

A Tech Observer
This article is packed with information. The V2 paper's detailed additions are very insightful, especially the LogicFolding gear ratio concept, which offers a fresh perspective on 3D stacking design.
2 hours ago
B Chip Veteran
Huawei's semiconductor R&D strength is truly growing. From theory to measurement data in under two months — looking forward to Kirin 2026 reaching new heights in real-world performance.
3 hours ago
C Moore's Law Believer
Theoretical innovation in the post-Moore era is crucial, and Huawei is leading the way. Time scaling theory offers a new path different from traditional dimensional scaling — worthy of in-depth study.
4 hours ago
D Semiconductor Investor
From V1 to V2 in under two months — Huawei's R&D efficiency is remarkable. This rapid iteration in fundamental theory is rare and demonstrates strong engineering translation capability.
5 hours ago
E 3D Packaging Expert
The shift from macro-block-level to unit-level optimization in 3D stacking is a critical breakthrough. The gear ratio concept enables globally optimal vertical logic partitioning, promising a significant boost in chip integration.
6 hours ago
F Tech Watcher
It's great to see Chinese companies making significant contributions at the fundamental theory level. Tao's Law V2 is not just a paper — it's a milestone marking China's semiconductor industry transition from "follower" to "leader."
7 hours ago
G AI Computing Researcher
The clear iteration cadence for the Ascend series accelerators is great news for the AI industry. The roadmap's well-defined milestones inject confidence into the development of domestic AI chips.
8 hours ago
H Quantitative Analyst
The measurement data in the paper is very compelling — Kirin 2026's power control is excellent. The voltage, frequency, and power density metrics disclosed in V2 provide a reference benchmark for the industry.
9 hours ago
I Standards Setter
Could Huawei's "Tao's Law" become the new industry standard? Given the theoretical completeness and engineering validation depth, it has strong potential. Worth continuous attention and follow-up across the semiconductor ecosystem.
10 hours ago
J China Chip Supporter
Looking forward to Huawei's continued breakthroughs in semiconductors, bringing pride to China's technology sector. Tao's Law V2 showcases the wisdom and perseverance of Chinese researchers — may more fundamental theoretical innovations emerge.
12 hours ago
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Huawei's "Tao's (τ)Law" V2 Edition Paper Released: New Breakthroughs in Chip Technology in the Post Moore Era
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