Turned Claude Code architecture into a high level coding agent framework to build embeddable agents for any rust projects, delivers ~7× higher throughput than Claude Code, ~2× faster than Codex, and achieves ultra-fast 0.098 ms recall. Skills, MCP, sessions all batteries included.

All opensource -> GitHub - pacifio/cersei: The Rust SDK for building coding agents. Tool execution, LLM streaming, graph memory, sub-agent orchestration, MCP — as composable library functions. · GitHub

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use cersei::prelude::*;

#[tokio::main]
async fn main() -> anyhow::Result<()> {
    let output = Agent::builder()
        .provider(Anthropic::from_env()?)
        .tools(cersei::tools::coding())
        .permission_policy(AllowAll)
        .run_with("Fix the failing tests in src/")
        .await?;

    println!("{}", output.text());
    Ok(())
}

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