💡 Tips
Quick tips and tricks to boost productivity
LLM Inference: Techniques for the Efficient Frontier
Basaten's guide to LLM inference engineering: how batch sizing, parallelism, and quantization let you trade latency for throughput or push the entire frontier outward.
r/openclaw User Calls for Legacy Migration Script Before Big Updates
A Reddit user suggests adding a migration script to OpenClaw updates to prevent post-update issues, reducing manual fixes for wrong configurations.
Stop OpenClaw from Spawning Multiple Local LLM Instances on LM Studio
User reports OpenClaw spawning duplicate local LLM instances (Qwen 3.5 9B via LM Studio) on a 16GB Mac Mini M1, causing timeouts and resource exhaustion. Seeks a way to force single-instance queuing.
How to Fix Relace Endpoint Mangling DeepSeek Flash Output
A bug in OpenRouter's Relace endpoint silently corrupted DeepSeek V4 Flash output, especially in non-English text. Forcing the provider via OpenClaw's ignore list fixes it.
OpenClaw Hits 33K Context Limit: How to Fix It
OpenClaw users report a hard 33K token limit despite setting a 262K context window. The issue appears tied to Ollama's default context size.
Speed-Optimizing an OpenClaw Agent as a Home Control Plane
A developer shares how they're optimizing an OpenClaw agent for instant voice-controlled home automation, detailing latency bottlenecks and fast-path strategies.
A sub-agent reply is not a completion receipt: orchestrator verification checklist
OpenClaw's sessions_spawn is non-blocking—a reply doesn't mean done. Use yield and Task Flow, and reconcile child state to avoid false success.
A cron timeout does not prove your OpenClaw action failed
If a cron job times out after sending a message or publishing content, OpenClaw knows the run errored, but not whether the provider accepted the action. Treat ambiguous timeouts as unknown, not failed.

Wtf.md and Dreaming: Two Claude Workflow Concepts Worth Exploring
A developer shares two Claude concepts: Wtf.md for storing errors Claude makes, and Dreaming, Karpathy's idea for nightly session consolidation.

Compaction Can’t Fix Context That Was Never in the Transcript: Diagnosing OpenClaw Context Overflows
A bug report reveals a common OpenClaw pitfall: when the system prompt alone exceeds the token budget, compaction—which only summarizes conversation history—cannot help. Use /context map and /context detail to find the real culprit.

OpenClaw Drift Fix: Four Operator Skills to Harden Agent Workflows
A developer shares four operator skills — Outcome Guard, Direction Clarifier, Routing Enforcer, Completion Verifier — to stop agents from drifting and calling tasks done prematurely.
Coldstart & End Session Scripts: Better Agent Memory for OpenClaw
An OpenClaw user shares their coldstart and end-session scripts, plus a SOP directory, to help agents context-switch and solve recurring issues without relearning solutions.