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Kubernetes
kubernetes.io > docs > tasks > tools > install-kubectl-linux

Install and Set Up kubectl on Linux

3+ day, 19+ hour ago   (887+ words) You must use a kubectl version that is within one minor version difference of your cluster. For example, a v1.37 client can communicate with v1.36, v1.37, and v1.38 control planes. Using the latest compatible version of kubectl helps avoid unforeseen issues. The following methods…...

Shattered
shattered.io > abacus-ai-smaug-open-weight-models-2026

Abacus.AI Smaug Models Cut Agent Costs 100x [2026]

7+ hour, 3+ min ago   (633+ words) Each of the three Abacus.AI Smaug models targets a different slice of enterprise agentic AI work, and each is built on a different open-weight base rather than a proprietary Abacus.AI architecture. What Abacus.AI calls “Smaug” isn’t just…...

Google News
shattered.io > leaked-aws-access-keys-admin-rights-2026

9,300 Leaked AWS Keys Still Active, 768 Admin [2026]

11+ hour, 40+ min ago   (442+ words) Security teams reading these numbers should treat them as a prompt to audit their own environment rather than assume the risk belongs to someone else. AWS’s IAM console can generate a full credential report showing every access key’s age and…...

DEV Community
dev.to > shaam_ai > llm-model-routing-in-2026-the-guide-every-team-should-read-4a8c

LLM Model Routing in 2026: The Guide Every Team Should Read

1+ hour, 52+ min ago   (1655+ words) Most teams still pick one LLM and send every request to it. That worked in 2023 when there were three viable models. In 2026, with dozens of frontier, mid-tier, and specialist models — each with different pricing, latency, and quality profiles — committing to…...

DEV Community
dev.to > damola12345 > engineering-build-notes-3-when-200gi-was-more-storage-than-the-nodes-needed-f9k

Engineering Build Notes #3: When 200Gi Was More Storage Than the Nodes Needed

2+ hour, 10+ min ago   (1254+ words) How measuring Kubernetes node storage usage led to a simpler capacity decision in an Amazon EKS cluster. In Engineering Build Notes #1, I investigated what initially looked like an opportunity to reduce worker-node capacity. The nodes appeared to have more capacity…...

DEV Community
dev.to > infoinlet1 > i-made-two-ais-review-each-others-code-for-30-days-a-human-still-caught-the-bug-in-5-minutes-484a

I made two AIs review each other's code for 30 days. A human still caught the bug in 5 minutes.

3+ hour, 16+ min ago   (905+ words) Last month I let AI write 100% of my code for 30 days. The single loudest lesson wasn't "AI is amazing" or "AI is useless." It was one sentence: the thing that writes the code can never be the thing that reviews…...

DEV Community
dev.to > masondelan > record-why-an-approach-was-rejected-and-when-to-revisit-it-20op

Record why an approach was rejected—and when to revisit it

3+ hour, 11+ min ago   (564+ words) Disclosure: I maintain Selvedge, an open-source decision-history tool. This article was prepared with AI assistance from Grok and Codex. The example below is hypothetical and uses plain Markdown; it does not require a particular product. A repository can show what…...

DEV Community
dev.to > tessainsley > the-best-coding-agent-still-gets-6-in-10-changes-wrong-that-is-your-review-load-3h5n

The best coding agent still gets ~6 in 10 changes wrong. That is your review load.

3+ hour, 29+ min ago   (244+ words) While tech review articles argue about what PR length is safe to let an agent produce, the review problem is set by a simpler number: how often the agent is wrong. Specific Labs' Real-SWE benchmark, published September 2026, runs frontier agents…...

DEV Community
dev.to > ashg2099 > 56-fault-injection-tests-passed-the-one-that-injected-nothing-failed-ihj

56 fault-injection tests passed. The one that injected nothing failed.

3+ hour, 45+ min ago   (415+ words) I was building a tool that detects when data quietly changes meaning — a vendor switching units, a source dropping a field, an undocumented enum appearing. The kind of failure where every test passes and every job is green. Claims about…...

DEV Community
dev.to > yash_sonawane25 > your-first-aws-production-architecture-from-a-simple-application-to-a-scalable-system-3738

Your First AWS Production Architecture: From a Simple Application to a Scalable System

4+ hour, 4+ min ago   (1081+ words) Most people learn AWS by studying individual services. RDS is a database. But that's not how AWS is used in the real world. In a real project, these services work together to solve one problem: How do we run an…...

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