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@devopslinks shared a link, 3 months, 2 weeks ago
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How to scale GitOps in the enterprise: From single cluster to fleet management

In GitOps, the "Argo Ceiling" is the point where tooling that worked at a small scale becomes unmanageable as you scale up to multiple clusters. To address this, you can consider using OCI registries and ConfigHub as alternative state store options. When it comes to secrets management, options like .. read more  

How to scale GitOps in the enterprise: From single cluster to fleet management
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@devopslinks shared a link, 3 months, 2 weeks ago
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LLMs Are Good at SQL. We Gave Ours Terabytes of CI Logs.

Mendral's agent runs ad‑hocSQLagainst compressedClickHouselogs. It traces flaky tests across months and scans up to 4.3B rows per investigation. They denormalize 48 metadata columns per log line. They compress 5.31 TiB down to ~154 GiB (~21 bytes/line) — a 35:1 ratio. That turns arbitrary filters in.. read more  

LLMs Are Good at SQL. We Gave Ours Terabytes of CI Logs.
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@devopslinks shared a link, 3 months, 2 weeks ago
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Google API Keys Weren't Secrets. But then Gemini Changed the Rules

A report reveals Google Cloud'sAPI keysuse the same format for public IDs and secret auth. That overlap lets public keys reach theGemini API. New keys default toUnrestricted. Existing keys can be retroactively granted Gemini access. Google will add scoped defaults, block leaked keys, and notify affe.. read more  

Google API Keys Weren't Secrets. But then Gemini Changed the Rules
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@devopslinks shared a link, 3 months, 2 weeks ago
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Rendering 100M pixels a second over ssh

A massively multiplayer snake game accessible over ssh, capable of handling thousands of concurrent players and rendering over a hundred million pixels a second. The game utilizes bubbletea for rendering frames and custom techniques to reduce bandwidth usage to around 2.5 KB/sec. Performance improve.. read more  

Rendering 100M pixels a second over ssh
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@varbear shared a link, 3 months, 2 weeks ago
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I Taught My Dog to Vibe Code Games

DogKeyboardruns onRaspberry Pi. It filters Bluetooth keystrokes, proxies them toClaude Code, and triggers a feeder overZigbee. Builds useGodot 4.6andC#. Automated screenshot/replay testers, a scene linter, a shader linter, and an input mapper letClaude Codeauto-test, patch, and relaunch games... read more  

I Taught My Dog to Vibe Code Games
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@varbear shared a link, 3 months, 2 weeks ago
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How we reduced the size of our Agent Go binaries by up to 77%

The Datadog Agent cut its Go binaries size by up to 77% in six months, removing unnecessary dependencies and enabling linker optimizations to trim artifacts significantly... read more  

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@varbear shared a link, 3 months, 2 weeks ago
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The best new features of C# 14

C# 14 ships with.NET 10. It addsfile-based apps. Run a single .cs file from the command line. No project or solution files. It also adds extension members and extension blocks. They bring extension properties, grouped receivers, and a cleaner extension syntax... read more  

The best new features of C# 14
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@varbear shared a link, 3 months, 2 weeks ago
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Malicious Next.js Repos Target Developers Via Fake Job Interviews

Linked to North Korean fake job-recruitment campaigns, the poisoned repositories are aimed at establishing persistent access to infected machines... read more  

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@varbear shared a link, 3 months, 2 weeks ago
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The Linux Foundation reveals the "ugly" secret of how open source is draining your budget

Linux Foundation report finds contributors get2x–5x ROI. It also finds45%of organizations runprivate forksthat cost ~5,000labor hours per release. The report introduces anROI modelthat values contributions bylabor cost, not lines‑of‑code. It simulates cross‑project tradeoffs... read more  

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@laura_garcia shared a post, 3 months, 3 weeks ago
Software Developer, RELIANOID

🍺 Cyberattack on Asahi Group: Why Japan’s Industrial Sector Can’t Afford to Wait

We’re resharing this post because its relevance has only grown. Japan’s largest brewer, Asahi Group, was recently hit by a major ransomware attack that disrupted production and logistics operations nationwide. The timing is striking: the incident came just days after Japan enacted its new Cyber Defe..

Vertex AI is Google Cloud’s end-to-end machine learning and generative AI platform, designed to help teams build, deploy, and operate AI systems reliably at scale. It unifies data preparation, model training, evaluation, deployment, and monitoring into a single managed environment, reducing operational complexity while supporting advanced AI workloads.

Vertex AI supports both custom models and foundation models, including Google’s Gemini model family. It enables organizations to fine-tune models, run large-scale inference, orchestrate agentic workflows, and integrate AI into production systems with strong security, governance, and observability controls.

The platform includes tools for AutoML, custom training with TensorFlow and PyTorch, managed pipelines, feature stores, vector search, and online and batch prediction. For generative AI use cases, Vertex AI provides APIs for text, image, code, multimodal generation, embeddings, and agent-based systems, including support for Model Context Protocol (MCP) integrations.

Built for enterprise environments, Vertex AI integrates deeply with Google Cloud services such as BigQuery, Cloud Storage, IAM, and VPC, enabling secure data access and compliance. It is widely used across industries like finance, healthcare, retail, and science for applications ranging from recommendation systems and forecasting to autonomous research agents and AI-powered products.