resonate-recursive-fan-out-pattern-rust

resonate-recursive-fan-out-pattern-rust is a skill for Claude Code, Codex from resonatehq/resonate-skills. It costs 72 tokens per session (1,683 once invoked), scanned A, original, Apache-2.0.

A Rust implementation of recursive fan-out, where a workflow starts multiple durable child tasks in parallel and can repeat this at deeper levels. It collects each child's result after starting the work.

In plain words
What is it for?
Use it for batches, web crawling, tree traversal, and map-reduce workflows. It shows how to spawn child futures, store them in a vector, and await them individually.
Why use it?
It avoids handling independent batch items one at a time and gives each child task its own durable, retryable unit of work.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it for batches, web crawling, tree traversal, and map-reduce workflows. It shows how to spawn child futures, store them in a vector, and await them individually.

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Install with agentmods
npx agentmods add skills/resonatehq/resonate-skills/resonate-recursive-fan-out-pattern-rust
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add resonatehq/resonate-skills --skill resonate-recursive-fan-out-pattern-rust
Clone the repo
git clone --depth 1 https://github.com/resonatehq/resonate-skills

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

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README.md
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Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

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Your own site · 80×15
<a href="https://agentmods.dev/skills/resonatehq/resonate-skills/resonate-recursive-fan-out-pattern-rust"><img src="https://agentmods.dev/badge/skills/resonatehq/resonate-skills/resonate-recursive-fan-out-pattern-rust.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 72 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,683 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00072 $0.01683
Opus 5 $0.00036 $0.00842
Sonnet 5 $0.00014 $0.00337
Haiku 4.5 $0.00007 $0.00168

Measured 12d ago against content hash e28a1077863f, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

resonate-recursive-fan-out-pattern-rust scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

resonate-recursive-fan-out-pattern-rust/SKILL.md · 213 lines

How it starts

The opening of the file, as written. The whole thing — 213 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Resonate Recursive Fan-Out Pattern — Rust

SDK note. The Rust SDK is in active development (v0.6.0, on crates.io). This pattern uses ctx.run().spawn() and ctx.rpc().spawn() — both synchronous as of 0.5.0+. Verify against current SDK source before shipping.

Overview

Recursive fan-out spawns multiple child invocations in parallel, awaits them individually, and (optionally) recurses deeper. The Rust expression uses .spawn() on a Context execution builder to get a DurableFuture, collects those futures into a Vec, then awaits each in turn.

For the language-agnostic mental model, see resonate-recursive-fan-out-pattern-typescript.

When to use

  • Batch processing where items are independent
  • Web crawling / tree traversal with dynamic depth
  • Map-reduce shaped workflows
  • Any fan-out where each leaf is a discrete, retryable unit

Parallel fan-out in the same process

use resonate::prelude::*;

#[resonate::function]
async fn enrich_batch(ctx: &Context, order_ids: Vec<String>) -> Result<Vec<String>> {
    let mut futures = Vec::with_capacity(order_ids.len());

    // fire off N children in parallel
    for id in order_ids {
        let fut = ctx.run(enrich_one, id).spawn()?;
        futures.push(fut);
    }

    // await all; order preserved
    let mut results = Vec::with_capacity(futures.len());
    for f in futures {
        results.push(f.await?);
    }

    Ok(results)
}

#[resonate::function]
async fn enrich_one(order_id: String) -> Result<String> {
    Ok(format!("enriched-{}", order_id))
}

Each enrich_one is a durable promise. If the parent crashes mid-loop, the children are stored server-side; on parent replay, f.await? lookups hit the stored results.

Parallel fan-out across workers

#[resonate::function]
async fn parallel_enrich(ctx: &Context, ids: Vec<String>) -> Result<Vec<String>> {
    let mut futures = Vec::with_capacity(ids.len());
    for id in ids {
        let fut = ctx
            .rpc::<String>("enrich_one", id)
            .target("poll://any@enrichment-workers")
            .spawn()?;
        futures.push(fut);
    }
    let mut results = Vec::with_capacity(futures.len());
    for f in futures {
        results.push(f.await?);
    }
    Ok(results)
}

Read the full file on GitHub · 213 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 12d ago First seen · 213 lines · 72 tokens per session scan A e28a1077863f

Subscribe to this mod's changes

resonate-recursive-fan-out-pattern-rust is a skill published in the GitHub repository resonatehq/resonate-skills (6 stars, last pushed 20d ago), licensed Apache-2.0. It adds 72 tokens to every session and 1,683 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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