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Learn how retrieval-augmented generation (RAG) helps AI SRE agents use runbooks, postmortems, and documentation to investigate real production incidents.

AI-generated code looks just as clean as human code in review. That is exactly the problem: review was built to catch reasoning, not syntax.

A trading journal reveals the emotional mistakes indicators can't. Learn how tracking psychology improves discipline, consistency, and long-term trading results

Same title, opposite job: why "Capacity TPM" means a hardware supply chain at Meta and Google, but a line item on a cloud bill at Netflix and Pinterest.

MCP is standardizing how AI agents connect to tools and data, replacing custom integrations with reusable servers. Here's how it works, with code.

You’re an action hero, and you need a camera to match. We guide you through all the models, plus accessory recommendations and hidden software tricks to try.

You don’t have to upload your video to the cloud or pay a monthly fee to secure your home. These security cameras record locally.

Motorola phones may seem old-school, but their reasonable prices, colorful designs, and simple software make them good, wallet-friendly Android smartphones.

More electric vehicles are becoming capable of providing backup power at a time when the US is increasingly in need of more electrons.

Tired of eye strain? These tips will help optimize your smartphone for marathon reading sessions.

Our top-pick sleeping pads from Nemo, Therm-a-Rest, and Gossamer Gear use high-tech materials to engineer the best sleep you can get outdoors.

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i am an incoming msc student thinking about a research direction in reinforcement learning. which rl subfields do you think have the most potential right now? i am particularly interested in emboddied ai and bcis. Comments URL: https://news.ycombinator.com/item?id=49057972 Points: 22 # Comments: 9

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Article URL: https://vectoral.com/blog/token-relay-market Comments URL: https://news.ycombinator.com/item?id=49058993 Points: 5 # Comments: 1

If you maintain more than one npm package in a single repository, you've probably felt the pain of release day. Bumping versions manually, publishing in the right order, hoping you didn't forget a step. Multiply that by four packages and it becomes a real problem. This article is about solving that problem. I'll walk through a deployment pipeline I built for a multi-package TypeScript monorepo — covering version management, automated publishing, containerized verification, and documentation d...

Most headless CMS setups still look like 2018: a Node server, a Postgres box in one region, and S3 for uploads. That works — until you want global latency, zero cold starts, and an ops surface you can explain in one diagram. This series is about running a real headless CMS on Cloudflare Workers , with D1 for data and R2 for media, using SonicJS — an edge-first CMS built for that stack. Part 1 covers the architecture and content model. Part 2 covers deploy + CI/CD. Part 3 covers the aut...

This post covers production bindings, secrets, migrate-before-deploy, and a GitHub Actions workflow that typechecks, migrates D1, deploys the Worker, and smoke-checks /health . Prerequisites A SonicJS project that already runs locally with wrangler dev Cloudflare account + Wrangler logged in once ( npx wrangler login ) D1 database and R2 bucket created (or create them now) npx wrangler d1 create my-cms-db npx wrangler r2 bucket create my-cms-media Pas...

Let's face it. It is no longer a matter of "if" but "how" when it comes to integrating AI tools into your daily dev work. Ever since AI becomes a real thing in IT, I felt myself trapped between contradictive and equally wrong positions. Some treat LLMs, GenAI and AgenticAI as a silver bullet that solves everything and allows single unskilled person to deliver work of entire IT department. Some are scared or they even hate AI because "it will take everyone's job" and/or "it will make us stu...

A development journal note on reciprocal human-AI review, asymmetric authority, and why "no" can be an unsafe correction. I keep having to explain the same thing about my human-AI workflow: It is integrated, and review travels in both directions. That sounds straightforward. In practice, explanations repeatedly pull the relationship back into one of two familiar shapes. The human commands, the computer executes, and the human checks the result. Or: The AI beco...

Someone tries to log in and you get one of: Credential account not found Login works, but You do not have permission to access this area Random people registering themselves as editors This post is the production auth/ops guide for SonicJS on Workers — the stuff that isn’t in the “hello deploy” tutorial. 1. Turn off public self-registration For an internal CMS, open signup is a footgun. Disable Better Auth sign-up in app config: import { createSoni...

Every Gopher knows the drill: An endpoint gets slow. A spike of 500s appears. You open Grafana. You stare at 12 different panels. You cross-reference Prometheus metrics with traces. You guess it might be GC pressure or a connection pool saturation. What if your API just told you what’s wrong? I built mAPI-ng because I was tired of the “Observability Tax”: the hours spent configuring OTel, Prometheus, and Grafana just to get basic answers. 🧠 Evidence-backed Diagnosis mA...

Amazon S3 alternatives in 2026 split into two camps: S3-compatible cloud (Wasabi, Backblaze B2) that drops egress fees, and self-hosted engines (MinIO, RustFS, Ceph, SeaweedFS) that drop lock-in entirely. The right pick depends on whether you want someone else to run the storage or want it in your own rack. Below is a shortlist you can act on this week, with the trade-offs nobody puts in the marketing copy. Key Stats Option License S3 API Egress model Best for Am...