Helix turns every agent failure into a shared Repair Pattern. When one agent figures out a fix, every other agent on the network inherits it instantly — no LLM call, no diagnosis. Fix once. Immune everywhere.
Verifiable A/B tests on production systems. Crypto agents on Base mainnet. Web2 microservices in autonomous resolution. Every number is reproducible.
10 production revert messages from Base & Ethereum mainnet. Each model classifies the failure cause. Then the same set runs through Helix.
execution reverted with no reason stringRead methodology →PCEC — Perceive, Construct, Evaluate, Commit — sits between your agent and the world. Every failure becomes a Repair Pattern. Every pattern makes the next agent smarter.
Classify what failed. Error code, rate-limit signature, auth expiry, hallucinated endpoint — all mapped to a known failure type.
Look up the Repair Graph. If we’ve seen this failure before — anywhere in the network — load the known fix as a Repair Pattern.
Score the candidate fix against confidence bounds. Below threshold? Fall back to LLM reasoning. Above? Auto-apply with deterministic params.
Whether it worked or didn’t, the outcome updates the pattern’s score. Cross-tenant. Live. Compounding with every agent that runs.
Helix is an SDK layer, not a platform migration. Your wallet, your chain, your tools — unchanged. We sit between the agent and the call.
Helix is built for the failure surface where mistakes cost money or block users — not for chat assistants where errors are recoverable by retry.
Recovering from nonce conflicts, gas estimation failures, RPC rate limits, cross-chain message timeouts. Every revert = lost money.
EVM · Solana · x402API drift, auth expiry, rate limits, schema changes. n8n integration ships first — every node a healing boundary.
n8n · Zapier-class flowsBuilding your own agent product? Helix runs as middleware, not a competitor — your users get reliability, you keep the relationship.
SDK · self-hostedWe published the full argument — the benchmark, the architecture, and the cost math — as a long-form piece. Here is the article, its reception, and the replies worth reading.
Models get smarter every year. Agent reliability barely moves. Helix is the self-healing runtime that turns every failure into a fix your agent never has to relearn.
“Helix points at an important next layer.”
execution reverted with no reason string. Helix’s ceiling isn’t model capability — it’s the volume of repair data accumulated across all customers. That’s why it converges to 100% while frontier models plateau.A small number of design partner slots per quarter. Tell us what your agent does and where it breaks.