Cookbook

Building self-healing tool chains with precedent memory

When a tool call fails, Cadreen classifies the failure, fixes the arguments, and retries. After a few successes, it stores the fix as a precedent for future failures.

How self-healing works

Cadreen classifies failures into categories and applies the right recovery strategy. This happens automatically — you don't need to implement retry logic.

Self-healing pipeline

Click a step for details

Failure classification

Cadreen classifies failures using LLM inference, not string matching. The classification determines the recovery strategy.

connector_failure

Try alternative approachTimeout → try different connector

auth_failure

Skip same-credential methods401 → don't retry with same key

permission_failure

Find broader scope403 → try path with more permissions

capability_failure

Try different path404 → try alternative connector

rate_limit_failure

Wait and retry429 → exponential backoff

data_failure

Fix the input422 → model fixes arguments

See it in action

A self-healing conversation

> Create an invoice for $500 for Acme Corp

Let me create that invoice for you.
[Calling create_invoice... Error: invalid address format]

I noticed the address format needs adjustment. Let me fix that.
[Calling create_invoice... Success]

Invoice created: inv_abc123 for $500.
Acme Corp will receive it shortly.

The user sees the final result. The self-healing happened transparently. The intelligence trace records both the failure and the recovery.

Precedent memory

After 3 similar successful recoveries, Cadreen stores the fix as a precedent. Future failures of the same type use the stored solution — faster and more reliable.

Query healing precedents

const precedents = await cadreen.healing.precedents();
console.log(precedents);
// [
//   {
//     failure_type: "data_failure",
//     tool: "create_invoice",
//     fix: "normalize address format",
//     success_count: 12,
//     last_used: "2026-06-21T10:00:00Z"
//   }
// ]

Note

Precedents are stored as knowledge items in the semantic memory. They persist across sessions and are shared across all surfaces.

Note

Next: How to turn any REST API into a governed AI tool — upload an OpenAPI spec, get governed tools.

> Create an invoice for $500 for Acme Corp Let me create that invoice for you. [Calling create_invoice... Error: invalid address format] I noticed the address format needs adjustment. Let me fix that. [Calling create_invoice... Success] Invoice created: inv_abc123 for $500. Acme Corp will receive it shortly.

const precedents = await cadreen.healing.precedents(); console.log(precedents); // [ // { // failure_type: "data_failure", // tool: "create_invoice", // fix: "normalize address format", // success_count: 12, // last_used: "2026-06-21T10:00:00Z" // } // ]