DeepSeek Harness: preview status and a practical evaluation boundary
DeepSeek Harness is an MIT-licensed developer preview. Use the repository safety notice to separate documented commands from permissions, price and a MonkeyCode test.
Read researchRESEARCH TOPIC
AI coding
7 research articles and engineering guides tagged “AI coding”. Each opens with a concise answer and links to primary evidence.
DeepSeek V4 Pro after September 14: record the returned model
On September 22, 2026 the provider still lists deepseek-v4-pro as V4 Pro. Record the returned model version before calling a run a Pro-versus-Flash comparison.
Read researchAI coding cost per accepted task: a reproducible worksheet
Record model charges, retries, compute and review time per accepted change. Use the dated DeepSeek list rate and MonkeyCode machine floors, not old discount headlines.
Read researchGLM-5.2 for global developers: model evidence and evaluation steps
Evaluate GLM-5.2 from its model card and the GLM-5 repository: license, weight size, serving notes and vendor scores, without treating those scores as your result.
Read researchDeepSeek V4.1 Flash: latest API model and migration guide
DeepSeek V4.1 Flash is live. Use deepseek-flash. As of September 22, 2026, deepseek-v4-pro remains listed as V4 Pro. Hosted access and direct API billing stay separate.
Read researchDeepSeek V4.1 Flash API guide: a minimal request and checks
Use a documented DeepSeek model alias in a minimal Python request, then test tool behavior, errors and usage before migrating a coding workflow.
Read researchWhat Is Vibe Coding? A Practical Guide for Engineering Teams
Vibe coding, coined by Andrej Karpathy in 2025, builds software from natural-language intent and AI generation—what it is, where it works, and its limits.
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