AI Search Broke the Web's Business Model. What Replaces It.
68% of searches end without a click. AI Overviews cut publisher traffic 40%. What replaces the click economy in the citation era.
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Independent analysis of the systems, prices and markets behind artificial intelligence.
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OpenCode vs Claude Code vs OpenClaude: Benchmarks
Only one of these three coding agents shows up on a benchmark leaderboard. The Terminal-Bench 2.1 numbers, the missing scores, and how to choose.
The Publisher's Revenue Playbook for the AI Search Era
AI Overviews cut publisher clicks 40%. Six revenue strategies publishers are deploying now, from per-query monetization to session-level optimization.
Best Models for Hermes Agent in 2026: Cost and Value
Hermes Agent still defaults to GLM-5.2. Verified September 2026 prices and coding scores show a model at a ninth of the cost now scoring higher.
Hermes Agent Explained: Why the Harness Beats the Model
What Hermes Agent is in 2026: an MIT-licensed agent with a learning loop, 300-plus models and a v0.21.0 provider wave. Why the harness beats the model.
How Much Does It Cost to Run an AI Agent in Production?
Published ranges for AI agent costs disagree by 10x. Here is the actual formula, modeled against real 2026 API rates, so you can price your own workload.
AI Video Models in 2026: Sora Out, China Leads
OpenAI is shutting Sora down while Chinese models top the independent video leaderboards on quality and cost. The state of AI video, July 2026.
Agent Arena: The AI Agent Leaderboard Explained
Arena, formerly LMArena, ranks AI agents from over a million real sessions using causal tracing, not style votes. How Agent Arena works and who leads.
Why Are Chinese AI Models So Cheap? The Real Economics
Chinese AI models list output tokens up to 57x below US flagships. The verified economics of efficient training, cheap power and open weights as strategy.
The Only MCP Servers Worth Installing in 2026
Most MCP server lists are directory dumps. The tested consensus is five servers, a strict tool budget, and three catalogs worth bookmarking.
Claude Code Harness Guide: Skills, Hooks, Subagents, MCP
A 2026 engineering guide to the Claude Code harness: CLAUDE.md, skills, hooks, subagents, MCP and plugins, with the context cost of each layer.
Harness Engineering in 2026: Techniques Beyond MCP
The named harness engineering techniques of 2026: ratchet rules, Ralph loops, spec-driven development and evaluator agents, with the cost of each.
New Agentic Code Editors in 2026: ZCode, Antigravity 2.0
ZCode, Antigravity 2.0, Grok Build, Warp, and Zed all changed in 2026. Here is what actually shipped in each new agentic code editor, and what it costs.
Benchmark Saturation: Why 99% on MMLU Means Almost Nothing
Benchmark saturation is when top AI models bunch so close to the ceiling a test cannot rank them. Why MMLU hit this wall, and the harder replacement is next.
Claude Fable 5 Is Back: Pricing and Benchmarks
Claude Fable 5 returns after a US export-control suspension. Here is the $10/$50 pricing, the SWE-Bench Pro and FrontierCode scores, and what it means.
Claude Sonnet 5: Pricing, Benchmarks, and Cost
Claude Sonnet 5 costs $2/$10 per million tokens after Anthropic cancelled the rise to $3/$15. What changed versus Sonnet 4.6, and the cost per task.
Kiro Pricing Explained: How Far $20 a Month Goes
Kiro gives a free tier of 50 credits and Pro at $20 a month for 1,000. What a credit actually buys, the Auto versus pinned-model savings, and how overage works.
Windsurf Is Now Devin Desktop: What It Actually Costs
Windsurf became Devin Desktop on June 2, 2026, pricing unchanged. Cascade retires today. The real cost shift is what got bundled into the same $20 plan.
Hidden Cost of AI-Generated Code: Beyond the Token Price
Your Claude Code session cost $47 in tokens. The real cost was $470. This is the math your dashboard does not show.
When Will RAM Prices Drop? 2026-2028 Forecast
A 32GB DDR5 kit went from $59 in April 2025 to $456 in October 2026. Forecasters now split between late 2027 and 2028. Here is when relief actually arrives.
What Claude Code's /cost Command Shows
How to read the Claude Code /cost command: session spend, token breakdown, why Pro and Max differ from API billing, and when to use /usage instead.
Cursor Pricing Limits Explained: How Far $20 Goes
What the $20 Cursor Pro plan really buys in 2026: roughly 225 to 650 requests depending on model, how the usage pool works, and when overages start.
DeepSWE vs FrontierCode: Two Ways to Grade AI Code
DeepSWE grades whether an AI finishes the task. FrontierCode grades whether you would merge its code. Why the same model scores 59% and 13%.
Vibe Coding Cost Economics 2026: The Real Math
Vibe coding tools cost $20-$100/month. The real cost including tokens, infrastructure, and technical debt runs $87-$340/month. Here is the math.