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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…...
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…...
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…...
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…...
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…...
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…...
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…...
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…...
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…...
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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