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Solution

Avoid Agent Retry Storms

When a production agent's search tool returns a soft failure (timeout, rate limit, parser error) the LLM retries. Unchecked retries across a fleet cause retry storms that blow thro

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The Problem

When a production agent's search tool returns a soft failure (timeout, rate limit, parser error) the LLM retries. Unchecked retries across a fleet cause retry storms that blow through budgets, block good agents behind bad ones, and sometimes escalate into incidents.

The Scavio Solution

Scavio ships with structured error codes, stable schemas, and an SLA-backed success rate. Your agent can distinguish real failure from transient hiccup and stop retrying when retrying will not help. Combined with per-call timeouts and circuit breakers, retry storms become rare and recoverable.

Before

Agents retry endlessly on ambiguous errors, blowing budgets and sometimes causing outages.

After

Structured errors, stable success rate, predictable retry behavior.

Who It Is For

Teams running production agent fleets whose on-call has been paged for retry storms.

Key Benefits

  • Typed error codes let the agent decide when to retry
  • SLA-backed success rate across platforms
  • Stable response schema eliminates parser-flap retries
  • Per-call rate limiting prevents cascading failures
  • First-party docs on retry patterns for production agents

Python Example

Python
import requests, os, time
for attempt in range(3):
    r = requests.post('https://api.scavio.dev/api/v1/search',
        headers={'x-api-key': os.environ['SCAVIO_API_KEY']},
        json={'query': 'hello'})
    if r.status_code == 429:
        time.sleep(int(r.headers.get('Retry-After', 2)))
        continue
    r.raise_for_status()
    break

JavaScript Example

JavaScript
for (let attempt = 0; attempt < 3; attempt++) {
  const r = await fetch('https://api.scavio.dev/api/v1/search', {
    method: 'POST',
    headers: { 'x-api-key': process.env.SCAVIO_API_KEY, 'content-type': 'application/json' },
    body: JSON.stringify({ query: 'hello' }),
  });
  if (r.status === 429) { await new Promise(res => setTimeout(res, 2000)); continue; }
  break;
}

Platforms Used

Google

Web search with knowledge graph, PAA, and AI overviews

YouTube

Video search with transcripts and metadata

Amazon

Product search with prices, ratings, and reviews

Walmart

Product search with pricing and fulfillment data

Reddit

Community, posts & threaded comments from any subreddit

Frequently Asked Questions

When a production agent's search tool returns a soft failure (timeout, rate limit, parser error) the LLM retries. Unchecked retries across a fleet cause retry storms that blow through budgets, block good agents behind bad ones, and sometimes escalate into incidents.

Scavio ships with structured error codes, stable schemas, and an SLA-backed success rate. Your agent can distinguish real failure from transient hiccup and stop retrying when retrying will not help. Combined with per-call timeouts and circuit breakers, retry storms become rare and recoverable.

Teams running production agent fleets whose on-call has been paged for retry storms.

Yes. Scavio's free tier includes 250 credits per month with no credit card required. That is enough to validate this solution in your workflow.

Avoid Agent Retry Storms

Scavio ships with structured error codes, stable schemas, and an SLA-backed success rate. Your agent can distinguish real failure from transient hiccup and stop retrying when retry

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