Your AI agent,
continuously learning.EvoClaw wraps your model, scores every conversation with a reward model, injects skills in real time, and trains via cloud LoRA — automatically. No GPU. No data team. No downtime.
Five automated steps run in the background — no manual intervention, no restarts, no service interruption.
No data team. No fine-tuning pipeline. EvoClaw handles the entire learning loop in the background.
Learns from live conversations — no synthetic datasets, no offline retraining. Continuously improving from actual deployment.
NO SYNTHETIC DATARetrieves relevant skill instructions and injects them into the system prompt each turn. Instant improvement without waiting for retraining.
INSTANT BOOSTWhen the agent fails, EvoClaw auto-generates a new skill from the failure trajectory using an LLM. Learns from its own mistakes.
SELF-IMPROVEMENTTraining offloads to Tinker cloud. Any machine with network access runs the complete system — zero infrastructure overhead.
CLOUD-NATIVEServing, scoring, and training run as decoupled coroutines. Your agent responds in real time while learning happens in the background.
NON-BLOCKINGRL (GRPO) for implicit environment signals. On-Policy Distillation for richer language supervision. One config field to switch.
GRPO + OPDDeploy your self-evolving agent directly to Discord or Telegram with a single command. Your community becomes the training ground — every message improves the agent automatically.
1 COMMAND DEPLOYEvery skill is automatically categorized and tagged by domain — crypto, coding, research, agentic — using an LLM. No manual labeling. Skills are instantly searchable and composable across agent instances.
LLM-POWEREDTell us about your project and model stack — we'll send a personalized setup guide, a EvoClawConfig pre-filled for your scenario, and a starter skill bank curated for your use case.
EvoClawConfig pre-filled for your scenario — just add your API key.Receive a personalized config + skill bank · No credit card · MIT licensed
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No GPU, no cluster, no data team. Install, configure, and start — EvoClaw handles the rest.
No GPU. No data team. No setup headache. Just plug EvoClaw in and watch your agent improve with every conversation.