Linaro-mm-sig

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by pierrebeatrice468＠gmail.com

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1 month, 2 weeks

[PATCH 0/9] accel: New driver for NXP's Neutron NPU

by Ioana Ciocoi-Radulescu

Introduce a new accel driver for the Neutron Neural Processing Unit (NPU), along with associated dt-bindings and DTS node. The first patch extends the GEM DMA helper APIs to allow bidirectional mapping of non-coherent DMA buffers. While not part of the Neutron driver, it's a prerequisite allowing us to use the GEM DMA helper. Neutron is a Neural Processing Unit from NXP, providing machine learning (ML) acceleration for edge AI applications. Neutron is integrated on NXP SoCs such as the i.MX95. The NPU consists of the following: - RISC-V core running a proprietary firmware - One or more Neutron cores, representing the main computation engine performing ML operations - Dedicated fast memory (TCM) - DMA engine that handles data transfers between DDR and TCM The firmware is closed source and distributed as a binary here [1]. The Neutron software stack also contains a userspace library [1] and a LiteRT custom delegate [2] that allow integration with standard LiteRT tools. [1] https://github.com/nxp-upstream/neutron/tree/upstream [2] https://github.com/nxp-imx/tflite-neutron-delegate Signed-off-by: Ioana Ciocoi-Radulescu <ruxandra.radulescu(a)nxp.com> --- Ioana Ciocoi-Radulescu (9): drm/gem-dma: Add flag for bidirectional mapping of non-coherent GEM DMA buffers accel/neutron: Add documentation for NXP Neutron accelerator driver dt-bindings: npu: Add bindings for NXP Neutron accel/neutron: Add driver for NXP Neutron NPU accel/neutron: Add GEM buffer object support accel/neutron: Add mailbox support accel/neutron: Add job submission IOCTL accel/neutron: Add logging support arm64: dts: imx95: Add Neutron node Documentation/accel/index.rst | 1 + Documentation/accel/neutron/index.rst | 12 + Documentation/accel/neutron/neutron.rst | 131 ++++++++ .../devicetree/bindings/npu/nxp,imx95-neutron.yaml | 95 ++++++ MAINTAINERS | 10 + arch/arm64/boot/dts/freescale/imx95.dtsi | 28 ++ drivers/accel/Kconfig | 1 + drivers/accel/Makefile | 3 +- drivers/accel/neutron/Kconfig | 16 + drivers/accel/neutron/Makefile | 12 + drivers/accel/neutron/neutron_debugfs.c | 34 ++ drivers/accel/neutron/neutron_debugfs.h | 15 + drivers/accel/neutron/neutron_device.c | 239 ++++++++++++++ drivers/accel/neutron/neutron_device.h | 158 +++++++++ drivers/accel/neutron/neutron_driver.c | 262 +++++++++++++++ drivers/accel/neutron/neutron_driver.h | 16 + drivers/accel/neutron/neutron_gem.c | 115 +++++++ drivers/accel/neutron/neutron_gem.h | 14 + drivers/accel/neutron/neutron_job.c | 367 +++++++++++++++++++++ drivers/accel/neutron/neutron_job.h | 45 +++ drivers/accel/neutron/neutron_mailbox.c | 47 +++ drivers/accel/neutron/neutron_mailbox.h | 42 +++ drivers/gpu/drm/drm_gem_dma_helper.c | 6 +- include/drm/drm_gem_dma_helper.h | 3 + include/uapi/drm/neutron_accel.h | 130 ++++++++ 25 files changed, 1799 insertions(+), 3 deletions(-) --- base-commit: 6de23f81a5e08be8fbf5e8d7e9febc72a5b5f27f change-id: 20260226-neutron-c435e39d167f Best regards, -- Ioana Ciocoi-Radulescu <ruxandra.radulescu(a)nxp.com>

1 month, 2 weeks

Is It Possible to Get Back Crypto Sent to a Scammer?

by Jasper Ryder

CRYPTO SCAM RECOVERY SERVICE 2026: BITCRACK RECOVERY EXPERTS (BRE) – THE BEST AND MOST LEGITIMATE CRYPTOCURRENCY RECOVERY COMPANY Losing cryptocurrency to scams, hacking incidents, hardware wallet failures, forgotten seed phrases, or fraudulent investment platforms can be financially and emotionally devastating. In 2026, the rise of sophisticated crypto fraud schemes—including pig butchering scams, phishing attacks, fake celebrity endorsements, DeFi rug pulls, and exchange collapses—has made professional cryptocurrency recovery services more essential than ever. BitCrack Recovery Experts (BRE) is widely recognized as the best and most legitimate cryptocurrency recovery company in 2026, with a proven record of recovering over $700 million worth of cryptocurrency for clients worldwide. If you’ve lost Bitcoin, Ethereum, USDT, or other digital assets, professional recovery may still be possible. Contact BitCrack Recovery Experts (BRE) Website: bcrexperts.com Email: bitcrackrecoveryexperts(a)bitcrack.co.site WhatsApp: +44 7562 744552 Why Cryptocurrency Recovery Services Are Critical in 2026 Cryptocurrency losses commonly occur due to: • Crypto scams and investment fraud – Pig butchering scams, fake ICOs, phishing schemes, and fraudulent trading platforms • Lost wallet access – Forgotten passwords, misplaced seed phrases, corrupted wallet files • Hardware wallet failures – Damaged or inaccessible Ledger or Trezor devices • Hacked accounts – Exchange breaches or compromised private keys • Unauthorized transactions – Funds transferred without consent to decentralized exchanges (DEXs) Because blockchain transactions are decentralized and irreversible, recovering stolen cryptocurrency requires specialized blockchain forensic expertise and fast action. The sooner recovery begins, the higher the chance of tracing and freezing stolen assets. This is where BitCrack Recovery Experts (BRE) leads the industry. Why BitCrack Recovery Experts Is the Best Crypto Recovery Company in 2026 Proven Recovery Record – Over $700 Million Recovered BitCrack Recovery Experts has successfully recovered more than $700 million in Bitcoin, Ethereum, and other cryptocurrencies, helping thousands of victims reclaim lost digital assets. Their consistent results place them among the most successful crypto recovery firms globally. Advanced Blockchain Forensics & AI Analytics BRE uses state-of-the-art blockchain tracing tools, AI-driven transaction analysis, and proprietary forensic software to: • Track stolen funds across multiple blockchain networks • Identify laundering patterns across DEX platforms • Analyze wallet connections and transaction pathways • Detect scam networks and coordinated fraud operations Their combination of advanced technology and human investigative expertise allows them to handle even complex cross-chain laundering cases. 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BitCrack Recovery Experts helps victims avoid secondary fraud by: • Providing verifiable contact details • Offering transparent communication • Avoiding unrealistic guarantees • Maintaining ethical, documented procedures Their legitimacy and professional standards make BRE one of the most trusted names in crypto asset recovery. Emerging Crypto Recovery Trends in 2026 The cryptocurrency recovery industry continues evolving with: • AI-enhanced blockchain analysis • Stronger regulatory cooperation • Increased global exchange monitoring • Improved fraud detection technologies BitCrack Recovery Experts remains at the forefront of these advancements, maintaining its position as the best and most legitimate cryptocurrency recovery company in 2026. How to Prevent Future Cryptocurrency Losses BRE recommends: • Storing private keys offline using hardware wallets • Enabling multi-factor authentication on all accounts • Verifying trading platforms before investing • Backing up seed phrases securely offline • Staying updated on emerging scam tactics Education and prevention remain the first line of defense. Final Thoughts: Recover Your Cryptocurrency with Confidence Cryptocurrency scams and digital asset losses can feel irreversible—but with the right expertise, recovery is often possible. With over $700 million successfully recovered, advanced blockchain forensics, global partnerships, and a client-first approach, BitCrack Recovery Experts (BRE) stands as the leading crypto scam recovery service in 2026. Do not let fraud define your financial future. Take action quickly. Contact BitCrack Recovery Experts Today Website: bcrexperts.com Email: bitcrackrecoveryexperts(a)bitcrack.co.site WhatsApp: +44 7562 744552 BitCrack Recovery Experts — Restoring Access. Recovering Digital Assets. Rebuilding Financial Confidence.

1 month, 2 weeks