Software Development News

A deep technical guide to Hermes Agent's memory architecture — from bounded 2-file core memory to 8 pluggable external providers. Explains why curated, always-active memory outperforms retrieval-based approaches for persistent AI agents. Hermes Agent Memory System: How Persistent AI Memory Actually Works

How OpenClaw grew to 247,000 GitHub stars in weeks and then collapsed when Anthropic blocked Claude subscription access. Full timeline and analysis of the real causes. OpenClaw Rise and Fall — Timeline and Real Reasons Behind the Collapse

Learn the key differences between Search, Deep Search, and Deep Research. Compare leading AI tools like ChatGPT, Gemini, and Perplexity for any research task. Search vs Deep Search vs Deep Research in 2026

How to configure llama-server router mode for dynamic model loading and switching. Covers models.ini setup, systemd service, API usage, and honest comparison to Ollama and llama-swap. Llama-Server Router Mode - Dynamic Model Switching Without Restarts

Build reliable Claude Skills with SKILL.md: IDE compatibility across VS Code, JetBrains, and Cursor, folder layout, trigger tuning, agent-safe scripts, and testing. Claude Skills and SKILL.md for Developers: VS Code, JetBrains, Cursor

Pause shell or batch scripts until a keypress. Covers CMD pause, PowerShell Read-Host and ReadKey, Bash and POSIX read, macOS, and TTY guards for CI and cron. Pause Scripts with 'Press Any Key' in Bash, CMD, PowerShell, and macOS

Compare llama.cpp speeds on a 16 GB GPU for dense and MoE models at 19K, 32K, and 64K context. Tables list VRAM, GPU load, and tokens per second. 16 GB VRAM LLM benchmarks with llama.cpp (speed and context)

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

A profile-first guide to Hermes Agent configuration and skills for engineers, researchers, operators, and executive workflows in production. Hermes AI Assistant Skills for Real Production Setups

Deep dive on Discord webhooks and bots for alerts, approvals, and human-in-the-loop control. Go and Python examples, security, idempotency, and routing. Discord Integration Pattern for Alerts and Control Loops

Native OpenClaw plugins, workspace and global extension directories, CLI lifecycle and safety rails, plus mature picks. Includes a compact glossary of OpenClaw skills so ClawHub listings do not blur what counts as an in-process plugin. OpenClaw Plugins — Ecosystem Guide and Practical Picks

A practical guide to OpenClaw skills, ClawHub, install and removal flows, security tradeoffs, and the skills worth using in real work today. OpenClaw Skills Ecosystem and Practical Production Picks

Real world OpenClaw production setups combining plugins and skills by user type, with practical architecture patterns for reliability, workflows, and scale. OpenClaw Production Setup Patterns with Plugins and Skills

A practical comparison of PostgreSQL full text search and Elasticsearch across relevance, scale, latency, cost, and operations for modern apps. PostgreSQL Full Text Search vs Elasticsearch Comparison

Practical app architecture pillar for production systems: chat-based integration patterns with Slack and Discord, Python clean architecture design patterns, and Go data access trade-offs across GORM, Ent, Bun, and sqlc. App Architecture in Production: Integration Patterns, Code Design, and Data Access

Deep dive on Slack webhooks and apps for alerts, approvals, and workflow automation. Block Kit buttons, signature verification, Go and Python examples. Slack Integration Patterns for Alerts and Workflows

Explore how Slack and Discord act as system interfaces for alerting workflows and human in the loop control in modern distributed architectures. Chat Platforms as System Interfaces in Modern Systems

A practical pillar page on alerting design, routing, noise reduction, and human response across observability systems, paging tools, and chat platforms. Modern Alerting Systems Design for Observability Teams

Build self-hosted AI systems with OpenClaw, Hermes, RAG, and local LLM infrastructure. Learn to orchestrate assistants with memory, retrieval, routing, and observability. AI Systems: Self-Hosted Assistants, RAG, and Local Infrastructure

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

Complete vLLM setup guide with Docker, OpenAI API compatibility, PagedAttention optimization. Compare vLLM vs Ollama vs Docker Model Runner for production. vLLM Quickstart: High-Performance LLM Serving - in 2026

Self-hosted Hermes Agent install quickstart config workflow and troubleshooting, with provider setup, tool sandboxing, gateway tips, and diagnostics. Hermes AI Assistant - Install, Setup, Workflow, and Troubleshooting

Choosing the best way to run LLMs locally? Compare Ollama, vLLM, TGI, SGLang, LM Studio, LocalAI and 8+ tools by API support, hardware compatibility, tool calling, and production readiness. Ollama vs vLLM vs LM Studio: Best Way to Run LLMs Locally in 2026?

Self-host Vane (Perplexica 2.0) with Docker, wire it to SearxNG, and use local LLMs via Ollama or llama.cpp. History, features, API. Vane (Perplexica 2.0) Quickstart With Ollama and llama.cpp

Compare llama.cpp speeds on a 16 GB GPU for dense and MoE models at 19K, 32K, and 64K context. Tables list VRAM, GPU load, and tokens per second. 16 GB VRAM LLM benchmarks with llama.cpp (speed and context)

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

Explore the modern AI developer tools ecosystem: AI coding assistants, GitHub Copilot, Claude Code, OpenCode, DevOps automation, GitOps, VS Code workflows, GitHub Actions, and programming language trends. AI Developer Tools: The Complete Guide to AI-Powered Development

Build self-hosted AI systems with OpenClaw, Hermes, RAG, and local LLM infrastructure. Learn to orchestrate assistants with memory, retrieval, routing, and observability. AI Systems: Self-Hosted Assistants, RAG, and Local Infrastructure

Complete guide to LLM hosting in 2026. Compare Ollama, llama.cpp, vLLM, TGI, Docker Model Runner, LocalAI and cloud providers. Learn cost, performance, and infrastructure trade-offs. LLM Hosting in 2026: Local, Self-Hosted & Cloud Infrastructure Compared

A practical Claude Code guide: install, quickstart commands, settings.json, permissions, pricing, and running fully local backends via Ollama or llama.cpp. Claude Code install and config for Ollama, llama.cpp, pricing

A practical guide to installing Hugging Face TGI, launching your first LLM endpoint, tuning key flags, and fixing the failures you will meet. TGI - Text Generation Inference - Install, Config, Troubleshoot

Practical Ollama examples in Go & Python, including structured output, Docker, and reverse proxy setups. Practical, minimal examples for working with Ollama in real applications.

RTX 5090 GPUs in Australia remain scarce and expensive in March 2026, with limited stock, long wait times, and inflated prices. Here is what is really happening and what comes next. RTX 5090 in Australia March 2026 Pricing Stock Reality

A comprehensive comparison of Celery and Temporal for orchestrating AI tasks, covering architecture, performance, features, and use cases in distributed AI workflows. Orchestrating AI Tasks with Celery vs Temporal

Explore the top Python libraries for AI workflow automation in 2026, including n8n, Vellum AI, and Make. Learn how to integrate AI models, implement RAG, and build scalable, secure workflows for content creation, lead scoring, and data enrichment. Top Python Libraries for AI Workflow Automation in 2026

Learn how to use asyncio queues for efficient AI task orchestration, including pipeline design, workload optimization, and real-world examples with Redis and Python. Master asynchronous task management for scalable AI systems. Using asyncio Queues for AI Task Orchestration

Learn to build your first Python autonomous agent using modern frameworks like Autogen and LangGraph. This guide covers core logic, communication protocols, and deployment best practices for AI agents. Build Your First Python Autonomous Agent

Learn how to deploy vLLM at scale on Kubernetes with PagedAttention, continuous batching, and tensor parallelism for high-throughput LLM inference. Covers multi-GPU, multi-node strategies and best practices. Deploying vLLM at Scale on Kubernetes: A Comprehensive Guide

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

Compare llama.cpp speeds on a 16 GB GPU for dense and MoE models at 19K, 32K, and 64K context. Tables list VRAM, GPU load, and tokens per second. 16 GB VRAM LLM benchmarks with llama.cpp (speed and context)

Discover essential Rust community tools: Cargo for package management, rustfmt for code formatting, Clippy for linting, and rust-analyzer for language support. Learn how to boost development efficiency and code quality in Rust projects. Rust Community Tools You Should Use

Discover the best Python tools for building AI content generators, including NLP libraries, deep learning frameworks, optimization tools, and deployment solutions for scalable, ethical AI applications. Best Python Tools for Building AI Content Generators

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

Master Go project layouts with proven patterns from flat structures to hexagonal architecture. Learn when to use cmd/, internal/, pkg/ and avoid common pitfalls. Go Project Structure: Practices & Patterns