How LLMs Work โ A Visual Deep Dive
A complete walkthrough of how large language models like ChatGPT are built, from raw internet text to a conversational assistant... read more ย
Updates and recent posts about Lustre.. Link
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Post-Quantum Cryptography Migration at Meta: Framework, Lessons, and Takeaways
Quantum computers could decrypt data stored today in anticipation of future decryption, posing security risks despite the estimated decade-long timeline. Industry-wide PQC standards are being published by NIST to defend against such threats, including algorithms like ML-KEM and ML-DSA. The industry .. read more ย
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pgit: I Imported the Linux Kernel into PostgreSQL
pgitingested 20 years of the Linux kernel: 1.43M commits, 24.4M file versions. The dataset lives inPostgreSQLwithpg-xpatch- 2.7GB on disk. A 2-hour import on a 24-core EPYC built a queryableSQLDB. Most delta-decompressed queries return in <10s. No preprocessing required... read more ย
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Why We Chose the Harder Path: Hardened Images, One Year Later
Docker Hardened Images surpassed500k daily pullsand now hosts2,000+ hardened images, all built in aSLSA Build Level 3pipeline. It compiles tens of thousands ofDebianandAlpinepackages from source. It runs 1M+ builds. It ships17 signed attestationsper image. It auto-rebuilds customized images under SL.. read more ย
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What is AWS Graviton? The custom chip powering applications for 90,000 customers
Amazon'sGravitonfamily peaks at a 192-core chip. It delivers up to25%better performance thanGraviton4and keeps energy efficiency intact. AWS says98%of its top 1,000 EC2 customers runGraviton. More than half of new EC2 capacity runs on these chips... read more ย
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Betterleaks: The Gitleaks Successor Built for Faster Secrets Scanning
BetterleakssupplantsGitleaksas a drop-in CLI. Scans run faster. It's written inPure Go- no CGO - and performs parallel git scans. It replaces entropy heuristics with token-efficient detection viaBPE. It addsCELrule validation. Its roadmap includes LLM assist and auto-revocation... read more ย
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@devopslinks shared an update, 1ย week, 2ย days ago
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Ubuntu 26.04 LTS Released: Meet Resolute Raccoon
Ubuntu 26.04 LTS drops the X11 session entirely for GNOME 50 on Wayland, ships Rust-based core utilities (including sudo-rs) by default, and adds native CUDA and ROCm packages to its repositories for the first time. Livepatch now covers Arm64, TPM-backed full-disk encryption lands in the installer, and the minimum RAM requirement jumps to 6GB. Codename: Resolute Raccoon.
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@laura_garcia shared a post, 1ย week, 3ย days ago
Software Developer, RELIANOID
๐๐ฒ๐ผ๐ฟ๐ด๐ถ๐ฎ ๐ง๐ฒ๐ฐ๐ต๐ป๐ผ๐น๐ผ๐ด๐ ๐ฆ๐๐บ๐บ๐ถ๐ ๐ฎ๐ฌ๐ฎ๐ฒ
๐ ๐๐ฒ๐ผ๐ฟ๐ด๐ถ๐ฎ ๐ง๐ฒ๐ฐ๐ต๐ป๐ผ๐น๐ผ๐ด๐ ๐ฆ๐๐บ๐บ๐ถ๐ ๐ฎ๐ฌ๐ฎ๐ฒ ๐ April 30, 2026 ๐ Atlanta, USA ๐๐ป๐ป๐ผ๐๐ฎ๐๐ถ๐ผ๐ป ๐จ๐ป๐น๐ฒ๐ฎ๐๐ต๐ฒ๐ฑ: ๐ก๐ฎ๐๐ถ๐ด๐ฎ๐๐ถ๐ป๐ด ๐๐ต๐ฒ ๐๐ป๐๐ฒ๐น๐น๐ถ๐ด๐ฒ๐ป๐ฐ๐ฒ ๐๐ฟ๐ผ๐ป๐๐ถ๐ฒ๐ฟ RELIANOID is excited to highlight the upcoming Georgia Technology Summit 2026, hosted by the Technology Association of Georgia โ a key gathering of technology leaders shapin..
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Testing Methodologies Every Modern Development Team Should Know
Choosing the right testing methodologies helps modern teams reduce bugs, speed up releases, and build more reliable software. A balanced mix of unit, integration, functional, regression, and performance testing creates faster feedback, stronger quality, and greater confidence in every deployment.
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@laura_garcia shared a post, 1ย week, 4ย days ago
Software Developer, RELIANOID
RELIANOIDโs latest ๐ฃ๐๐ ๐๐ฆ๐ฆ ๐๐ผ๐บ๐ฝ๐น๐ถ๐ฎ๐ป๐ฐ๐ฒ ๐ฆ๐๐ฎ๐๐ฒ๐บ๐ฒ๐ป๐
Security isnโt a checkbox โ itโs a commitment. RELIANOIDโs latest ๐ฃ๐๐ ๐๐ฆ๐ฆ ๐๐ผ๐บ๐ฝ๐น๐ถ๐ฎ๐ป๐ฐ๐ฒ ๐ฆ๐๐ฎ๐๐ฒ๐บ๐ฒ๐ป๐ shows exactly how that commitment translates into action: ๐ Built for secure traffic management โ without storing sensitive card data ๐ Fully aligned across ๐ผ๐ป-๐ฝ๐ฟ๐ฒ๐บ, ๐ฐ๐น๐ผ๐๐ฑ, ๐ฎ๐ป๐ฑ ๐ต๐๐ฏ๐ฟ๐ถ๐ฑ deployments ๐ก๏ธ Strong..
A Lustre deployment separates metadata and file data into distinct servicesโMetadata Servers (MDS) handling namespace operations and Object Storage Servers (OSS) serving file contents stored across multiple Object Storage Targets (OSTs). This architecture allows clients to access data in parallel, achieving performance far beyond traditional network file systems.
Widely adopted in scientific computing, supercomputing centers, weather modeling, genomics, and large-scale AI training, Lustre remains a foundational component of modern HPC stacks. It integrates with resource managers like Slurm, supports POSIX semantics, and is designed to scale from small clusters to some of the worldโs fastest supercomputers.
With strong community and enterprise support, Lustre provides a mature, battle-tested solution for workloads that demand extreme I/O performance, massive concurrency, and petabyte-scale distributed storage.
