PSA for DeepSeek-V4-Flash-0731 users — don't blow out your prompt cache with system role messages mid-conversation
Summary
A PSA warning DeepSeek-V4-Flash-0731 users that system role messages are hoisted to the top, ruining prompt caching and proximity, and advising the use of latest_reminder instead.
Similar Articles
@ClaudeDevs: With Opus 4.8, you can add system instructions mid-conversation without breaking the prompt cache. More cache hits mean…
Claude Opus 4.8 allows adding system instructions mid-conversation without breaking the prompt cache, reducing cost and latency for API requests.
asgeirtj/system_prompts_leaks
A GitHub repository documenting leaked system prompts for major AI chatbots like Claude, ChatGPT, and Gemini, tracking changes across versions.
DeepSeek V4 Flash 0731 in Hermes Agent and one prompt, took 32 minutes and cost 0.07$, this model is so cheap to the point where 2 dollars can last you a full day.
DeepSeek V4 Flash 0731 is highlighted for its extremely low cost when used in Hermes Agent, completing a prompt in 32 minutes for just $0.07, making it highly affordable for sustained use.
SePO: Self-Evolving Prompt Agent for System Prompt Optimization
SePO (Self-Evolving Prompt Optimization) proposes a self-referential prompt agent that optimizes both task agents' system prompts and its own system prompt through an evolutionary search, outperforming Manual-CoT, TextGrad, and MetaSPO across five benchmarks including AIME'25, ARC-AGI-1, and GPQA.
Initial testing of DeepSeek v4 Flash shows significant improvements in UI/UX design capabilities (despite being token hungry)
Initial tests of DeepSeek v4 Flash show notable gains in UI/UX design capabilities, though the model remains token-hungry.