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@kala shared a link, 6ย days, 3ย hours ago
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The PR you would have opened yourself

ASkillports models fromtransformerstomlx-lm. It bootstraps an env, discovers variants, downloads checkpoints, writes MLX implementations, and runs layered tests. It produces disclosed PRs with per-layer diffs, dtype checks, generation examples, numerical comparisons, and a reproducible, non-agentict.. read more ย 

The PR you would have opened yourself
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@kala shared a link, 6ย days, 3ย hours ago
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A GitHub agentic workflow

The developer automated parsing of unstructured release notes withGitHub agentic workflows. The pipeline compilesMarkdowntoYAML, then runs an agent. The setup requires afine-grained Copilot token. It enforces a hardenedsandboxpolicy and forbids Marketplace actions. CI runs a compile-then-compare che.. read more ย 

A GitHub agentic workflow
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@kala shared a link, 6ย days, 3ย hours ago
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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 

How LLMs Work โ€” A Visual Deep Dive
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@devopslinks shared a link, 6ย days, 3ย hours ago
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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 

Post-Quantum Cryptography Migration at Meta: Framework, Lessons, and Takeaways
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@devopslinks shared a link, 6ย days, 3ย hours ago
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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 

pgit: I Imported the Linux Kernel into PostgreSQL
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@devopslinks shared a link, 6ย days, 3ย hours ago
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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 

Why We Chose the Harder Path: Hardened Images, One Year Later
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@devopslinks shared a link, 6ย days, 3ย hours ago
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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 

What is AWS Graviton? The custom chip powering applications for 90,000 customers
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@devopslinks shared a link, 6ย days, 3ย hours ago
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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 

Betterleaks: The Gitleaks Successor Built for Faster Secrets Scanning
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@devopslinks shared an update, 6ย days, 6ย hours ago
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Ubuntu 26.04 LTS Released: Meet Resolute Raccoon

#GNOMEย  #Waylandย  #TPM-bac...ย  #AI/ML c...ย  #Ubuntuย 
Ubuntu

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.

Ubuntu 26.04 LTS Released: Meet Resolute Raccoon
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@laura_garcia shared a post, 1ย week ago
Software Developer, RELIANOID

๐—š๐—ฒ๐—ผ๐—ฟ๐—ด๐—ถ๐—ฎ ๐—ง๐—ฒ๐—ฐ๐—ต๐—ป๐—ผ๐—น๐—ผ๐—ด๐˜† ๐—ฆ๐˜‚๐—บ๐—บ๐—ถ๐˜ ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฒ

๐Ÿš€ ๐—š๐—ฒ๐—ผ๐—ฟ๐—ด๐—ถ๐—ฎ ๐—ง๐—ฒ๐—ฐ๐—ต๐—ป๐—ผ๐—น๐—ผ๐—ด๐˜† ๐—ฆ๐˜‚๐—บ๐—บ๐—ถ๐˜ ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฒ ๐Ÿ“… April 30, 2026 ๐Ÿ“ Atlanta, USA ๐—œ๐—ป๐—ป๐—ผ๐˜ƒ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—จ๐—ป๐—น๐—ฒ๐—ฎ๐˜€๐—ต๐—ฒ๐—ฑ: ๐—ก๐—ฎ๐˜ƒ๐—ถ๐—ด๐—ฎ๐˜๐—ถ๐—ป๐—ด ๐˜๐—ต๐—ฒ ๐—œ๐—ป๐˜๐—ฒ๐—น๐—น๐—ถ๐—ด๐—ฒ๐—ป๐—ฐ๐—ฒ ๐—™๐—ฟ๐—ผ๐—ป๐˜๐—ถ๐—ฒ๐—ฟ 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..

Georgia_Technology_Summit_RELIANOID 2026
NanoClaw is an open-source personal AI agent designed to run locally on your machine while remaining small enough to fully understand and audit. Built as a lightweight alternative to larger agent frameworks, the system runs as a single Node.js process with roughly 3,900 lines of code spread across about 15 source files.

The agent integrates with messaging platforms such as WhatsApp and Telegram, allowing users to interact with their AI assistant directly through familiar chat applications. Each conversation group operates independently and maintains its own memory and execution environment.

A core design principle of NanoClaw is security through isolation. Every agent session runs inside its own container using Docker or Apple Container, ensuring that the agent can only access files and resources that are explicitly mounted. This approach relies on operating systemโ€“level sandboxing rather than application-level permission checks.

The architecture is intentionally simple: a single orchestrator process manages message queues, schedules tasks, launches containerized agents, and stores state in SQLite. Additional functionality can be added through a modular skills system, allowing users to extend capabilities without increasing the complexity of the core codebase.

By combining a minimal architecture with container-based isolation and messaging integration, NanoClaw aims to provide a transparent, customizable personal AI agent that users can run and control entirely on their own infrastructure.