How Linear Attention Learns “Write‑Before‑Think”: Parallel Multi‑Step Memory Writes with PRISM

PRISM demonstrates that linear‑attention models can adopt a “write‑before‑think” paradigm by reconstructing the multi‑step step‑size × residual × direction iteration of Test‑Time Training, achieving Transformer‑level quality while delivering up to 174× higher throughput through parallel scan and fused kernels.

Linear AttentionPRISMParallel Scan

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How Linear Attention Learns “Write‑Before‑Think”: Parallel Multi‑Step Memory Writes with PRISM

Huolala Tech

Nov 27, 2024 · Operations

How Lalamove Built a Scalable Localization Testing Platform with Prism

Facing resource constraints, complex market variations, and limited tooling, Lalamove’s QA team designed the Prism platform to automate multi‑market, multi‑language data testing, push verification, and comprehensive localization validation, leveraging Faker for data generation, custom pipelines, and integrated reporting to boost test efficiency and coverage.

FakerPRISMlocalization

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How Lalamove Built a Scalable Localization Testing Platform with Prism

Seewo Tech Circle

Jul 10, 2019 · Fundamentals

Re‑engineering a Live Desktop App: How EasiNote Evolved Its Architecture

This article chronicles how a one‑person development team at Seewo built and continuously refactored their WPF‑based desktop suite—EasiShow, EasiMeeting, and EasiNote—by adopting MVVM, Prism, pre‑compilation, DAG startup, and other techniques to improve modularity and performance while the product kept evolving.

.NETMVVMPRISM

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Re‑engineering a Live Desktop App: How EasiNote Evolved Its Architecture