Insights on AI agents, model routing, and building production-ready AI systems.
Kling 4.0 vs Seedance 2.5, Veo 3.1, Wan 3.0 and Kling 3.0 Pro on one action prompt and a 30-second single-take prompt: billed cost, wait time, camera moves, audio, and limits.
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MiniMax M3.1 Flash vs GLM-5.3-Flash, DeepSeek V4.1 Flash, Gemini 3.8 Flash and Claude Sonnet 5.5 in 72 live city-script requests: valid JSON, wall outlines, coordinates, cost.
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Claude Code with other models benchmark: 11 models on SandBase, 6 Python repo tasks, 2 runs each, hidden tests. Pass rate, turns, time and list-price cost.
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MiniMax M3.1 Flash explained: $0.15/$0.60 pricing, 1M context, always-on thinking, five effort levels, vendor benchmarks, and what our live API runs showed.
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MiniMax M3.1 Flash vs DeepSeek V4.1 Flash: list prices, peak-hour billing, vendor benchmarks, open weights, and 36 live API calls on code, tools and extraction.
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Run Claude Code on DeepSeek V4.1-Flash-1017: the env vars, why an unset Opus slot bills at V4 Pro rates, and a 24-run test of Flash-1017 vs V4 Pro with hidden-test grading and real token cost.
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DeepSeek open-sourced DeepInfer, the engine behind V4.1-Flash-1017, on Oct 20, 2026. What it includes, what it leaves out, the hardware it needs, and why it is not a home server.
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Is Claude Fable 5.5 out? Not as of Oct 20, 2026. We grade every leak, from the Azure catalog row and claude-onigiri-eap to the second-checkpoint claim, and list what would confirm a launch.
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We ran three viral 'Fable 5.5' prompts, a VoxelBench probe, a bike-riding-a-pelican SVG and a Last Train Home scene, on shipped Fable 5.1 and Opus 5.5. Results, costs and failures.
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