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DeepSeek V4 Pro matches Claude Sonnet 4 at 5% cost with harness improvements

A user found that DeepSeek V4 Pro, while significantly cheaper than Claude Sonnet 4, performs nearly as well in practical coding tasks. The user developed a custom harness, cwcode, to bridge the remaining performance gap, particularly in areas like long-horizon planning and handling less-than-ideal code, where Claude still holds an advantage. However, DeepSeek V4 Pro excels in executing precise specifications and handling numerical/scientific code, often outperforming Claude in these specific areas. AI

IMPACT Highlights cost-performance trade-offs and the impact of custom harnesses on LLM coding capabilities.

RANK_REASON User experience report on model performance and cost-effectiveness, including custom tooling.

Read on HN — claude cli stories →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

COVERAGE [1]

  1. HN — claude cli stories TIER_1 English(EN) · coolwulf ·

    DeepSeek V4 Pro at 5% the cost of Claude – what it takes to close the gap