Software Development News

Data gravity is the force pulling AI workflows toward one provider. The four-stage lock-in mechanism, a scoring checklist, and how to stay portable. Data Gravity: The Real Cost of API-First AI

Hands-on comparison of LLMs in OpenCode - local Ollama and llama.cpp models vs cloud. Coding tasks, migration map accuracy stats, and honest failure analysis. Best LLMs for OpenCode - From Gemma 4 to Qwen 3.6, Tested Locally

Anthropic blocks Claude subscriptions in agent tools like OpenClaw, forcing API usage. What changed, who is affected, and practical workarounds. Anthropic Closes Claude Loophole for Agent Tools

Why and how self-hosted LLMs support AI sovereignty: control, data residency, and compliance for orgs and nations. LLM Self-Hosting and AI Sovereignty

Learn how to monitor LLM inference in production using Prometheus and Grafana. Track p95 latency, tokens/sec, queue duration, and KV cache usage across vLLM, TGI, and llama.cpp. Includes PromQL examples, dashboards, alerts, Docker & Kubernetes setups. Monitor LLM Inference in Production (2026): Prometheus & Grafana for vLLM, TGI, llama.cpp

Hands-on comparison of LLMs in OpenCode - local Ollama and llama.cpp models vs cloud. Coding tasks, migration map accuracy stats, and honest failure analysis. Best LLMs for OpenCode - From Qwen 3.5 to Gemma 4, Tested Locally

Patterns for running Ollama on a home lab or office box and reaching it safely from remote devices. Covers OLLAMA_HOST binding, Tailscale or WireGuard, firewall pinning, and a tight security checklist. Remote Ollama access via Tailscale or WireGuard, no public ports

Technical guide to Netlify for Hugo and modern web apps. Deploy Previews, Functions, Edge Functions, credit-based pricing, Free plan limits, Hugo netlify.toml patterns, and alternatives such as Vercel and Cloudflare Pages. Netlify for Hugo & static sites: pricing, free tier, and alternatives

Google Workspace, Microsoft 365, Zoho, Proton, and AWS WorkMail compared for custom-domain email. Typical monthly cost, what MX and SPF really buy you, deliverability tradeoffs, and when to skip self-hosting. Hosted email for custom domains compared - Workspace, Microsoft 365, Zoho, Proton, WorkMail

Learn Apache Kafka 4.2 fast with tarball or Docker, start a local KRaft broker, master key CLI tools, and run practical producer, consumer, and Connect examples. Apache Kafka Quickstart - Install Kafka 4.2 with CLI and Local Examples

Self-hosting SearXNG Selfhosting SearXNG

Hands-on comparison of LLMs in OpenCode - local Ollama and llama.cpp models vs cloud. Coding tasks, migration map accuracy stats, and honest failure analysis. Best LLMs for OpenCode - Tested Locally

Deep research guide to Airtable - what it is, core features, Free plan limits and implications, key competitors, and production-ready DevOps integration patterns with runnable Go and Python examples (CRUD, pagination, rate limits, batching, webhooks). Airtable for Developers & DevOps - Plans, API, Webhooks, and Go/Python Examples

Learn how to monitor LLM inference in production using Prometheus and Grafana. Track p95 latency, tokens/sec, queue duration, and KV cache usage across vLLM, TGI, and llama.cpp. Includes PromQL examples, dashboards, alerts, Docker & Kubernetes setups. Monitor LLM Inference in Production (2026): Prometheus & Grafana for vLLM, TGI, llama.cpp

Install OpenClaw in minutes with Docker. Run locally with Ollama (GPU) or use Claude Sonnet 4.6 (CPU-only). Includes setup, model config, testing, and troubleshooting. OpenClaw Quickstart: Install with Docker (Ollama GPU or Claude + CPU)

Compare MinIO, Garage, and AWS S3 for object storage. Feature matrix, cost model, operational complexity, and when to choose each—managed S3, self-hosted Garage, or MinIO with broad S3 parity. Garage vs MinIO vs AWS S3: Object Storage Comparison and Feature Matrix

A deep, production-minded guide to observability for LLM systems, covering LLM metrics, distributed tracing, logs, profiling, synthetic testing, SLOs, and an LLM observability tools comparison (Prometheus, Grafana, OpenTelemetry, Jaeger/Tempo, Loki/ELK, DCGM, and major APM platforms). Observability for LLM Systems: Metrics, Traces, Logs, and Testing in Production

Use AWS CLI to create a CloudFront distribution on pay-as-you-go pricing when the console only offers Free or Pro flat-rate plans. Create AWS CloudFront on Pay-as-You-Go (not the Free Plan)