How can I improve Openclaw thinking, reasoning, problem solving of complex issues, deep learning and deriving valid thoughtful solutions skills. Currently OC is fast to respond but it follows a linear path of thought and can struggle with complex, multi-step puzzles. I have wasted hours with openclaw trying to solve a single coding issue only to have its recommendation fail or for openclaw to make the same wrong recommendation multiple times. I get better results using an online llm such as Claude, Gemini, chatgpt etc. how do I fix openclaw problem solving and decision making performance
#Thinking out loud
1 messages · Page 1 of 1 (latest)
The short version: OpenClaw doesn’t magically reason better than the model behind it — it’s the local agent/runtime, tools, memory, sessions, and channel layer. If the selected model/runtime is optimized for speed or is weak at tool use, OpenClaw will feel fast-but-linear and can repeat bad advice.
What I’d change first:
- Check version + runtime state
openclaw --version
openclaw status --all
A surprising amount of “bad reasoning” is actually old versions, broken auth fallback, wrong selected model, or a stale session.
- Use a stronger reasoning-capable model for hard work
Run/model statusand/modelin the chat/session you’re using. Don’t assume the gateway default is the same quality as the online Claude/Gemini/ChatGPT UI you’re comparing against. For current model recommendations, #models is the best place because this changes constantly.
Docs: https://docs.openclaw.ai/concepts/models
- Turn up thinking for hard turns
For complex debugging, use one of these before or inside the request:
/think high
or, if your selected model supports it:
/think adaptive
/think xhigh
/think max
You can also do it one-shot:
/think high investigate this bug, list hypotheses, test them, and only recommend a fix after evidence
Docs: https://docs.openclaw.ai/tools/thinking
- Disable speed bias for hard problems
If fast mode is on, turn it off for debugging:
/fast off
Fast answers are nice for chat. They’re often the wrong tradeoff for multi-step coding problems.
- Reset bad sessions
If it keeps making the same wrong recommendation, don’t keep fighting the same context. Start fresh:
/new
For long threads, use:
/compact Focus on the actual error, failed attempts, repo facts, and confirmed constraints