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What new AI models and tools can do, what they cost, how they compare, and how to run them yourself.

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A single three-layer modular stack (model, harness, interface) connected to a local plug, set against a receding grid of many identical distant panels.

How to Run Local AI Coding Agents with Open Source 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.

local AI coding agentOllama coding agentopen source AI coding assistant
A routing diagram shows most incoming tokens flowing through an automated grid while a few are diverted to a slower, manually checked gate beside a pair of hands.

Klarna AI vs Human Support: Which Does Klarna Use Now?

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.

Klarna human customer serviceKlarna AI customer serviceKlarna AI assistant 700 agents
A diagram-like physical sequence shows one large data block shrinking through five processing stations into a small cluster of compact blocks, illustrating cumulative reduction in LLM API usage.

How to Reduce LLM API Costs: 5 Methods Compared

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.

reduce LLM API costsLLM prompt cachingLLM batch API discount
An abstract illustration of a chatbot module connected by a short conduit to a second identical module behind it, with a single accent-colored panel marking the component under legal scrutiny.

Moffatt v. Air Canada: Is a Company Liable for Its Chatbot?

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.

Air Canada chatbot rulingMoffatt v. Air Canadachatbot liability
Illustration contrasting a fixed stack of identical plates with a variable stream of small tokens flowing into a funnel, representing flat-fee IDE subscriptions versus usage-based token pricing for AI coding agents.

AI Coding Agents vs IDE Subscriptions: Which Costs More?

Compare AI coding agent token costs with flat IDE subscriptions like Cursor and Copilot, including real budget data from Uber, DX, and Vantage.

AI coding agent costAI coding agents vs IDE subscriptionCopilot usage-based pricing
A layered diagram showing search results passing through three stacked filtering screens, with bulky AI-generated results in accent color being blocked before reaching a clean, uniform stack of results below.

How to Block AI Content in Google Search Results

Block AI content in search with Google's udm=14 filter, uBlock Origin blocklists, Slop Evader, and AI-filtering engines like Kagi and DuckDuckGo.

block AI content in search resultsudm=14remove AI Overviews
Diagram-like illustration of multiple isolated branch workspaces splitting from a shared code trunk and funneling one at a time through a single narrow merge slot.

How to Run Multiple AI Coding Agents on One Repo Safely

Learn how to run several AI coding agents on one repo without merge conflicts, using git worktrees, ownership-based task splits, serial merges, and CODEOWNERS.

run multiple AI coding agentsgit worktree AI agentsAI agent merge conflicts
Cutaway diagram of a modular local AI appliance showing stacked layers for notes storage, retrieval, local model inference, and an automation controller connected by one internal conduit.

How to Build a Local AI Second Brain: Step-by-Step Guide

Build a local AI second brain with markdown notes, Ollama, a local vector store for RAG, and automation. Covers hardware needs, tradeoffs, and maintenance.

local AI second brainhow to build a second brain with AIOllama local LLM