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@kala shared a link, 1 day, 1 hour ago

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Realtime Prompting Guide

OpenAI shipsgpt-realtimeand declares GA for theRealtime API. It's a speech-to-speech model that tightens instruction-following, steadiestool calling, and lifts voice fidelity. Latency drops. True realtime agents become possible. The release prescribesprompt skeletons,JSON envelopetool outputs,sessio.. read more

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@kala shared a link, 1 day, 1 hour ago

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Do you need an MCP to build your native app?

Do you need an MCP to build your native app? Surprisingly, modern agents succeed either way. The real difference is how much time, cost, and context you waste along the way... read more

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@kala shared a link, 1 day, 1 hour ago

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The Pentagon is making a mistake by threatening Anthropic

Anthropic's Claude Gov, optimized for national security uses, has fewer restrictions than regular versions. The Pentagon is threatening retaliation if Anthropic does not waive these restrictions by Friday, including invoking the Defense Production Act or declaring Anthropic a supply chain risk. Anth.. read more

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@kala shared a link, 1 day, 1 hour ago

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Introducing helm

helm usesTypeScripttypes to registerskillsas typed functions with structured I/O. Permissions follow a clear precedence: exact→wildcard→skill→global. Agents get a keywordsearchtool and a code-execution tool that runs JS inside anSESsandbox. A recursiveproxyforwards calls overIPCto the parent, which .. read more

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@kaptain shared a link, 1 day, 1 hour ago

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Before You Migrate: Five Surprising Ingress-NGINX Behaviors You Need to Know

The K8s blog exposesIngress-NGINXdefaults that clash withGateway API. These include case-insensitive prefix regexes. Host-wide annotation effects. Path rewrites. Slash redirects. URL normalization. Kubernetes retiresIngress-NGINXinMarch 2026.Gateway API 1.5graduatesListenerSetand theHTTPRoute CORS.. read more

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@kaptain shared a link, 1 day, 1 hour ago

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From Chaos to Clarity: How We Built a Self-Healing CI/CD Pipeline That Talks to JIRA

Transitioning JIRA tickets to trigger deployments was key for this team struggling with manual deploys, leading to significant savings in time and reduction in errors. The architecture involved a JIRA Controller Pipeline, a Project Deployment Pipeline, and a JIRA Manager Pipeline, all aimed at seaml.. read more

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@kaptain shared a link, 1 day, 1 hour ago

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I Built a Production-Grade Kubernetes Platform in 48 Hours.

A dev built a production-grade Kubernetes platform in 48 hours, encountering challenges and solutions along the way. The setup included multiple layers such as infrastructure, cluster, platform, delivery, and observability, each requiring troubleshooting and adjustments. The process involved deployi.. read more

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@kaptain shared a link, 1 day, 1 hour ago

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Spotlight on SIG Architecture: API Governance

Kubernetes SIG Architecture’s API Governance crew is tightening the screws on stability, consistency, and cross-cutting sanity across the whole API surface. Not just REST. They’re eyeing the overlooked stuff too - CLI flags, config formats, anything that shapes how users and tools touch the system. .. read more

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@devopslinks shared a link, 1 day, 1 hour 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

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@devopslinks shared a link, 1 day, 1 hour 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

Rust is a systems programming language originally developed at Mozilla and now stewarded by the Rust Foundation. It is designed to enable developers to build fast, reliable, and secure software by preventing entire classes of bugs at compile time. Rust achieves this through its ownership model, which enforces strict rules around memory access, lifetimes, and mutability, eliminating common issues such as null pointer dereferences, use-after-free errors, and data races.

Unlike traditional systems languages such as C and C++, Rust provides strong safety guarantees while maintaining low-level control and predictable performance. Its zero-cost abstractions allow developers to write expressive, high-level code that compiles down to efficient machine instructions. Rust’s type system and concurrency model make it especially well suited for multithreaded and security-critical software.

Rust is widely used across domains including operating systems, browsers, networking infrastructure, cryptography, blockchain, and embedded systems. It has also gained strong adoption in large-scale production environments due to its excellent tooling, package ecosystem (Cargo and crates.io), and emphasis on long-term maintainability. Today, Rust is recognized as a leading language for building safe, high-performance infrastructure software.