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AI for IT

How IT teams use AI, how to do it well, and what it means for your job. Written for people who keep the systems and laptops working, not people who build models.

343 articles · Updated Nov 12, 2026
A person uses a highlighter to trace the fine print on a giant software license document.
AI Security & Safety ·

What Is Open Source AI Regulation? Laws, Licenses and Limits

How the EU AI Act, state right-to-compute laws like Montana's SB 212, and Meta's Llama license shape open source AI rules, and what builders should check.

open source AI regulationright to computeEU AI Act open source exemption
Tiny figurines connect a translation bridge to the exposed circuit board of a giant graphics card.
Local AI ·

How to Run CUDA on AMD GPUs With ZLUDA on Windows

Learn how to run CUDA apps on AMD GPUs with ZLUDA on Windows: setup steps, supported GPUs, legal risk under NVIDIA's EULA, and what still breaks.

ZLUDArun CUDA on AMDZLUDA Windows
A person unplugs an ethernet cable from a silver Mac Mini on a desk while the connected monitor displays an AI chat interface autonomously writing lines of code.
Local AI ·

How to Run a Local AI Coding Agent on a Mac Mini (M4)

Build a local AI coding agent on an M4 Mac Mini with Ollama's MLX backend, Qwen3-Coder-Next, Serena MCP tools, and a Panel chat UI. No token billing.

local AI coding agent Macrun LLM on Mac Mini M4Ollama MLX
A regular computer cursor and a second, glowing autonomous cursor fight for control by pulling a settings slider in opposite directions inside an operating system window.
Local AI ·

What Is an Agentic OS? Windows vs Omarchy Compared

An agentic OS lets AI agents act on files, settings, and apps. See how Windows 11 and Omarchy Linux differ on who controls the agent, plus real risks.

agentic OSwhat is an agentic operating systemWindows 11 agentic OS
Tiny figurines circle different line items on a giant paper receipt with a red marker.
Build vs Buy Software ·

Per-Seat SaaS vs AI Agent Pricing: Which Model Wins?

Salesforce runs three Agentforce pricing models at once. Compare per-seat, usage, and outcome pricing, with data from Bain, Intercom, Sierra, and Zendesk.

per-seat pricingAI agents SaaS pricingoutcome-based pricing
A cursor drags a biometric error alert out of a facial recognition frame and drops it onto the customer signature line of a SaaS contract.
AI Security & Safety ·

Who Is Liable for Third-Party Facial Recognition Errors?

Who pays when rented facial recognition causes a false arrest? See NIST error data, the Workday ruling, settlements, and the SaaS contract terms that shift risk.

third-party software liabilityfacial recognition wrongful arrestvendor liability facial recognition
Tiny figurines read a long paper receipt extending from the metal shutter of a giant floppy disk.
Build vs Buy Software ·

Why Do Businesses Still Run DOS? Legacy Software vs SaaS Costs

ATMs, Muni trains, and insurers still run DOS. See why legacy software persists and how owning software compares to SaaS subscription costs over time.

legacy softwarebusinesses still using DOSSaaS vs owning software
A 3D rendering of an oversized, translucent glass terminal window floating slightly, with lines of code glowing and executing inside.
Local AI ·

How to Run AI Coding Agents Locally with Magnitude

Learn how to run Claude Code, Codex, or Cline locally with Magnitude in three steps, plus DeepSeek vs OpenAI cost math and the tool's alpha limits.

run AI agents locallyMagnitude local inferencelocal AI coding agents
A computer cursor drags a customer service headset out of a deep dark shadow and into the bright light.
AI Governance ·

What Is Shadow AI Voice Agent Risk? TCPA, BIPA, EU AI Act

No-code voice bots from Vapi, Bland AI, Retell and Synthflow can bypass IT. See the TCPA, BIPA, EU AI Act, and PCI/HIPAA risks and how to govern them.

AI voice agent complianceshadow AI voice botsTCPA AI voice