For people building with AI: new models, local AI, coding tools, pricing and security, explained plainly.
92% of AI vendor contracts claim data rights beyond what the service needs. See why SaaS terms of service are changing for AI and how to audit yours.
Claude found new DNA machinery in 21 hours, yet AI agents solve only 25% to 39% of real enterprise coding tasks. See the benchmark data and failure modes.
Learn how to govern AI-built internal tools with a 30-day inventory, risk tiers, and a paved path, backed by data on shadow AI breach costs and exposed apps.
Enterprise SaaS spend rose 8% to $55.7M on average even as AI speeds up work. See how vendors recapture savings and what to check before renewal.
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.
Learn how to audit AI agents with per-agent cryptographic identity, per-action authorization, and tamper-evident logs, based on NSA and Five Eyes guidance.
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.
Learn how to pick, quantize, and run distilled models like DeepSeek-R1 locally with Ollama or llama.cpp, and when self-hosting beats API costs.
Omarchy is DHH's Arch and Hyprland desktop with built-in AI coding agents. See review scores, security issues, costs vs Codespaces, and who should switch.
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.
Learn how to set hard, pre-call spend caps on AI APIs, provider by provider, plus loop guards and rate limits that stop a runaway agent's bill.
Compare Ollama, LM Studio, llama.cpp, Open WebUI, AnythingLLM, and vLLM across runtime, interface, and server layers, plus VRAM needs and cost.
Codex Ultrafast requires the $500 Pro plan and burns allowance at 6-8x the standard rate. See the cost math against Claude Sonnet 5.5, Claude Max and DeepSeek.
Learn how to run Claude Code, Copilot, Cursor, and Codex together with a secrets vault, git worktrees, task routing, human review gates, and audit trails.
Compare Llama, Qwen, Mistral, DeepSeek, gpt-oss, and small models by license, hardware needs, and self-hosting break-even to pick one for internal tools.
Set up a free local AI coding agent with Ollama, Qwen2.5-Coder or Devstral, and Aider or Cline. Covers hardware, benchmarks, costs vs Copilot, and tradeoffs.
Employees are giving AI agents access to email and company systems. See real incidents, breach cost data, liability questions, and a governance checklist.
Real examples of AI agents running business workflows in labs, support, legal review, coding, and scheduling, plus where SaaS seats still win.
Compare the total cost of self-hosting open-weight LLMs vs. ChatGPT Enterprise and Microsoft Copilot, with per-seat pricing, break-even points, and hidden costs.
Morgan Stanley AIMS is a GPT-4 assistant searching 100,000+ documents for 16,000 advisors. See how it works, its compliance guardrails, and eval setup.
Klarna's AI assistant did the work of 700 agents, yet the company rebuilt a human support layer in 2025. See what changed, why, and how its hybrid model works.
Learn how to cut LLM API costs with prompt caching, batching, model routing, context trimming, and self-hosting, plus the pricing math behind each method.
Epic's sepsis model scored 0.63 AUC in Michigan Medicine testing versus a claimed 0.76 to 0.83, and missed 67% of sepsis cases. See why it failed.
Moffatt v. Air Canada explained: how a BC tribunal held the airline liable for its chatbot's false refund advice, the CA$812.02 award, and what it means for AI bots.