Set deepseek-v4-flash as the routine model for OpenClaw agent turns.
Dedicated adaptation
DeepSeek V4 Flash for OpenClaw
This page is the strongest standalone statement on the site: OpenClaw should not be treated as a generic compatibility bullet. It gets a Flash-first routing model, cache strategy, and escalation policy.
Implementation checklist
Make OpenClaw visibly Flash-adapted
The content should read like a specific adapter page, not a generic DeepSeek page with OpenClaw inserted once.
Keep tool schemas and system prompts stable to improve cache-hit economics.
Define an explicit V4 Pro escalation trigger instead of upgrading every request.
Audit only sampled outputs with GPT, Claude, Gemini, or Grok when the workflow needs it.
Adapter map
OpenClaw layer by layer
Each layer has one practical routing recommendation and one reason tied back to V4 Flash economics.
| Layer | Recommendation | Why it matters |
|---|---|---|
| Default model route | Map routine OpenClaw chat, planning, and tool narration to deepseek-v4-flash. | This keeps high-frequency agent turns on the lowest DeepSeek V4 route while preserving the same model-family positioning. |
| Escalation policy | Escalate to deepseek-v4-pro only for long reasoning, failed self-checks, or high-risk review. | Pro should improve difficult tasks without turning every OpenClaw request into a premium request. |
| Prompt cache design | Keep OpenClaw system prompts, tool schemas, and retrieval wrappers stable across runs. | Stable prompt scaffolding is the direct path to cache-hit economics on repeated agent workflows. |
| Comparison fallback | Keep GPT, Claude, Gemini, and Grok as explicit audit or customer-required routes. | The comparison layer should support routing decisions without weakening the Flash-first message. |
Routing matrix
OpenClaw traffic split
Use this table to explain which OpenClaw tasks should stay on V4 Flash and which tasks deserve escalation.
OpenClaw routine agent turns
DeepSeek V4 Flash
Escalation: V4 Pro after repeated failed checks. Track: Task completion cost, latency, retry rate.
Search and retrieval answers
DeepSeek V4 Flash
Escalation: Claude/GPT sample audit for regulated pages. Track: Citation quality, hallucination rate, cache hit ratio.
Code explanation and batch fixes
DeepSeek V4 Flash
Escalation: V4 Pro for complex debugging plans. Track: Accepted patch rate, follow-up turns, token cost.
Long-form strategy or policy review
V4 Pro or Claude/GPT audit
Escalation: Human review. Track: Review accuracy, missed risks, edit distance.