Prediction Markets vs Models at the World Cup
Prediction markets favor France while the Opta model favors Spain. We test which forecasts the 2026 World Cup better and how accurate each really is.
Capability under pressure
Models & benchmarks
Leaderboards compress messy reality into one number. Learn what survives outside the test.
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Continue the descent.
Model releases, capability comparisons and rigorous analysis of the benchmarks used to rank them.
Are AI Benchmarks Reliable? How the Scores Get Gamed
AI benchmark scores get gamed by contamination, saturation, and cheating. The 2026 receipts, a trust scorecard, and how to read past any leaderboard.
Cohere North Mini Code: What a Free Coding Model Costs
Cohere North Mini Code is free on the API and open-weight. Here is what it really costs per task once you self-host it on a single H100.
GPT-5.6 vs Claude Fable 5: Which Costs Less Per Task?
GPT-5.6 launched June 26 as Sol at $5/$30, half Claude Fable 5 at $10/$50. Which flagship costs less per task, now that Fable 5 is back from suspension.
Best Gemini CLI Alternatives 2026: Real Cost Per Task
Google ended free Gemini CLI access on June 18, 2026. The best alternatives (Claude Code, Aider, OpenCode, Antigravity) ranked by real cost per task.
Claude Fable 5 vs Opus 4.8: Is 2x the Price Worth It?
Claude Fable 5 costs exactly 2x Opus 4.8 per token: $10/$50 vs $5/$25. Whether it is cheaper per task depends on loop count, not the sticker rate.
Gemini 3.5 Flash: Cheapest Coding Model Per Task?
Gemini 3.5 Flash lists at $1.50/$9.00 per million tokens: about 2x Haiku per token, yet roughly 3x cheaper per task than GPT-5.5 on agentic coding work.
MAI-Code-1-Flash Cost Per Task: Cheapest Coding Model?
Microsoft calls MAI-Code-1-Flash its cheapest coding model. In Copilot it bills like Claude Haiku 4.5 (0.33x); its token edge holds only on easy benchmarks.
Qwen 3.7 Max vs Claude for Coding: The Real Cost Per Task
Qwen 3.7 Max lists at half Claude Opus 4.8 and runs the same eval suite for a third of the cost. The catch is not hidden cost. It is what the price buys.