DeepSeek V4.1 Flash: Specs, Pricing, Benchmarks and the 1017 Update
DeepSeek V4.1 Flash explained: the 552B MoE design, the October 1017 update, peak and off-peak pricing, benchmarks, open MIT weights and how to run it.
DeepSeek V4.1 Flash explained: the 552B MoE design, the October 1017 update, peak and off-peak pricing, benchmarks, open MIT weights and how to run it.
GPT-6.1 Sol coding guide: how to use it in Codex, which effort level to pick, DeepSWE scores and the COBOL migration result that jumped from 5% to 86%.
GPT-6.1 Sol explained: near-Astra coding and computer use at a fifth of the price, benchmarks, API specs, effort levels and who can use it right now.
Hermes Agent Step 5 setup: run StepFun’s Step 5 Preview in Hermes, with specs, benchmarks, pricing, licence terms and the exact commands to connect it.
Run Kimi K3.1 Pro in Hermes Agent: get a Kimi API key, set the kimi-coding provider, pick a sensible reasoning effort and save it as a reusable profile.
Spark-X2.6-4B explained: a 4B open model with 1M context, benchmarks vs Qwen3.5 and Gemma4, thinking levels and how to run it in Ollama or LM Studio.
Kimi K3.1 Pro explained: Moonshot’s 3T-class open-weight model, benchmarks vs Opus 5.5 and GPT-6 Astra, API pricing, where to use it and its limits.
Claude AI SEO system: the 8 steps I use with Claude Code for keyword research, writing, publishing, indexing and tracking from real Search Console data.
Flint local coding model setup: run Flint with Ollama, rec on a Mac, llama-server or vLLM, then hook it up to OpenCode or OpenHands. Hardware table inside.
Claude AI SEO case study: how a site I never logged into reached page one in two weeks and 39,000 clicks, with the stack, URL rules and page template.
Goldie Agency is an AI search optimisation agency with a team of 70+ people. We help businesses get found, cited and recommended in Google, ChatGPT, Perplexity, Gemini and Google AI Overviews, built on 1,000+ SEO and link building campaigns.
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