AI Agents & Automation ·
Build vs. Buy in the Agent Era: Orchestrating Your Own Office of Clones
How to build internal AI agent workflows with open orchestration frameworks and MCP, and why it beats renting per-seat agent platforms.
Section
AI News & Models
For people building with AI: new models, local AI, coding tools, pricing and security, explained plainly.
606 articles · 8 topics · Updated Nov 14, 2026
Local AI ·
Tuning Your Local AI: Why Self-Hosted Models Feel Dumber Than They Are
Local LLMs feel dumb because of defaults, not weak models. Fix context length, quantization, chat templates, and sampling to close the gap with APIs.
how to make local llm smarterlocal llm optimizationollama context length
Local AI ·
How to Self-Host Your Company's AI Stack: Replacing SaaS APIs with Local Models
A practical howto on self-hosting your company's AI stack: break-even math, open models like DeepSeek V3, and tools like SIE and FreeToken.
AI Governance ·
The 'Free Claude' Problem: Why Shadow AI Is Your Next Governance Nightmare
Employees are bypassing API costs with free Claude proxies and rogue bots. Here's how to govern shadow AI without killing the speed that makes it valuable.
AI Coding Tools ·
What is an AI Harness? The Infrastructure Behind Autonomous Agents Explained
An AI harness is the software around a language model that turns it into an agent. Here's what it does and how open-source servers use it.
what is an ai harnessagent harnessai agent scaffolding
AI Pricing & Costs ·
The Hidden Costs of AI Agents: Why You Are Overpaying for Proprietary APIs
Frontier AI APIs carry 5x to 50x markups over raw compute. Here is the real math on self-hosted inference, routing, and when each wins.