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@devopslinks shared a link, 1ย month, 2ย weeks ago
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Please stop externalizing your costs directly into my face

SourceHut spent20โ€“100%of weekly time mitigating hyperโ€‘aggressive LLM crawlers. That work caused dozens of short outages and delayed core projects. The crawlers ignorerobots.txt. They hit costly endpoints likegit blame. They scan full git logs and commits. They rotate randomUserโ€‘Agentsand thousands o.. read more ย 

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@devopslinks shared a link, 1ย month, 2ย weeks ago
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Building a Least-Privilege AI Agent Gateway for Infrastructure Automation with MCP, OPA, and Ephemeral Runners

Introduces anAI Agent Gateway. It mediates agent requests, validates intent, enforcespolicy-as-code, and isolates execution inephemeral runners. Agents discover tools viaMCP. They submitJSON-RPCcalls and receiveOPAdecisions. Jobs queue and run in short-lived namespaces. Each run carries plan hashes,.. read more ย 

Building a Least-Privilege AI Agent Gateway for Infrastructure Automation with MCP, OPA, and Ephemeral Runners
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@secuodsoft created an organization Secuodsoft , 1ย month, 2ย weeks ago.
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@laura_garcia shared a post, 1ย month, 2ย weeks ago
Software Developer, RELIANOID

๐—ฅ๐—˜๐—Ÿ๐—œ๐—”๐—ก๐—ข๐—œ๐—— ๐Ÿด.๐Ÿฑ ๐—˜๐—ป๐˜๐—ฒ๐—ฟ๐—ฝ๐—ฟ๐—ถ๐˜€๐—ฒ ๐—˜๐—ฑ๐—ถ๐˜๐—ถ๐—ผ๐—ป ๐—ถ๐˜€ ๐—ป๐—ผ๐˜„ ๐—ฎ๐˜ƒ๐—ฎ๐—ถ๐—น๐—ฎ๐—ฏ๐—น๐—ฒ!

- ๐—ฅ๐—˜๐—Ÿ๐—œ๐—”๐—ก๐—ข๐—œ๐—— ๐Ÿด.๐Ÿฑ ๐—˜๐—ป๐˜๐—ฒ๐—ฟ๐—ฝ๐—ฟ๐—ถ๐˜€๐—ฒ ๐—˜๐—ฑ๐—ถ๐˜๐—ถ๐—ผ๐—ป ๐—ถ๐˜€ ๐—ป๐—ผ๐˜„ ๐—ฎ๐˜ƒ๐—ฎ๐—ถ๐—น๐—ฎ๐—ฏ๐—น๐—ฒ! This release represents a major step forward in ๐—ฝ๐—น๐—ฎ๐˜๐—ณ๐—ผ๐—ฟ๐—บ ๐˜€๐—ฒ๐—ฐ๐˜‚๐—ฟ๐—ถ๐˜๐˜†, ๐˜€๐˜†๐˜€๐˜๐—ฒ๐—บ ๐—ถ๐—ป๐˜๐—ฒ๐—ด๐—ฟ๐—ถ๐˜๐˜†, ๐—ฎ๐—ป๐—ฑ ๐—ฒ๐—ป๐˜๐—ฒ๐—ฟ๐—ฝ๐—ฟ๐—ถ๐˜€๐—ฒ ๐—ฟ๐—ฒ๐—น๐—ถ๐—ฎ๐—ฏ๐—ถ๐—น๐—ถ๐˜๐˜†. - ๐—จ๐—˜๐—™๐—œ ๐—ฆ๐—ฒ๐—ฐ๐˜‚๐—ฟ๐—ฒ ๐—•๐—ผ๐—ผ๐˜ ๐˜€๐˜‚๐—ฝ๐—ฝ๐—ผ๐—ฟ๐˜ โ€“ cryptographic verification of the boot chain - ๐——๐—ฒ๐—ฏ๐—ถ๐—ฎ๐—ป ๐—•๐—ผ๐—ผ๐—ธ๐˜„๐—ผ๐—ฟ๐—บ ๐Ÿญ๐Ÿฎ.๐Ÿญ๐Ÿฏ ๐—ฏ๐—ฎ๐˜€๐—ฒ + ๐—ž๐—ฒ๐—ฟ๐—ป๐—ฒ๐—น ๐Ÿฒ.๐Ÿญ.๐Ÿญ๐Ÿฑ๐Ÿต-๐Ÿญ-๐—ป๐—ผ๐—ถ๐—ฑ๐Ÿฌ - ๐—›๐—ฆ๐—ง๐—ฆ..

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@viktoriiagolovtseva shared a post, 1ย month, 2ย weeks ago

A Git and Jira Integration Guide: How to Connect GitHub, GitLab, and Bitbucket to Jira Cloud

If you ask a developer, product manager, and QA โ€œwhy integrate your Git repository with Jira,โ€ they will all give different answers. Some like it for reducing context switching and providing automation options, while others value the transparency and improved traceability. But no matter who you ask, everyone is unanimous: this integration is immensely useful for the teams.

In this article, we focus on the most popular Git applications: GitHub, GitLab, and Bitbucket. We explain how to connect them to Jira Cloud and provide you with practical tips on making the most out of this integration. You will learn how to use smart commits, leverage automation, and gain extra value from third-party apps.

Zrzut ekranu 2026-02-20 125153
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@ashwinisdave shared a post, 1ย month, 2ย weeks ago
Developer advocate, Middleware

From Metrics to Meaning: Building Context-Aware Dashboards That Actually Help Debug Production Issues

Most dashboards show what's happening but not why it matters. Learn how to build context-aware dashboards that actually help engineers debug production issues faster.

Story Keploy Team
@sancharini shared a post, 1ย month, 2ย weeks ago

Why Understanding Software Testing Basics Is Essential for Every Developer?

Understand why software testing basics is essential for every developer. Learn key testing types, levels, techniques, and best practices to write reliable, maintainable, and high-quality code.

Software Testing Basics for Developers
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@eon01 published a course, 1ย month, 2ย weeks ago
Founder, FAUN.dev

Practical MCP with FastMCP & LangChain

FastMCP ChatGPT GPT LangChain Python

Engineering the Agentic Experience

Practical MCP with FastMCP & LangChain
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@kala added a new tool FastMCP , 1ย month, 2ย weeks ago.
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@kala shared an update, 1ย month, 2ย weeks ago
FAUN.dev()

FastMCP 3.0 Released: Community-Driven Enhancements Unveiled

#FastMCPย  #FastMCP...ย  #Prefect...ย  #AIย  #MCPย 
FastMCP

FastMCP 3.0 is now generally available. It keeps the @mcp.tool() API but rebuilds the internals around components + providers + transforms, adds a CLI, and ships production features like component versioning, per-component auth + OAuth additions, OpenTelemetry tracing, background tasks, pagination, tool timeouts, and hot reload. The project moved from jlowin/fastmcp to PrefectHQ/fastmcp on GitHub, and upgrading is supported via dedicated guides for FastMCP 2 and MCP SDK users.

FastMCP 3.0 Released: Community-Driven Enhancements Unveiled
Magika is an open-source file type identification engine developed by Google that uses machine learning instead of traditional signature-based heuristics. Unlike classic tools such as file, which rely on magic bytes and handcrafted rules, Magika analyzes file content holistically using a trained model to infer the true file type.

It is designed to be both highly accurate and extremely fast, capable of classifying files in milliseconds. Magika excels at detecting edge cases where file extensions are incorrect, intentionally spoofed, or absent altogether. This makes it particularly valuable for security scanning, malware analysis, digital forensics, and large-scale content ingestion pipelines.

Magika supports hundreds of file formats, including programming languages, configuration files, documents, archives, executables, media formats, and data files. It is available as a Python library, a CLI, and integrates cleanly into automated workflows. The project is maintained by Google and released under an open-source license, making it suitable for both enterprise and research use.

Magika is commonly used in scenarios such as:

- Secure file uploads and content validation
- Malware detection and sandboxing pipelines
- Code repository scanning
- Data lake ingestion and classification
- Digital forensics and incident response