Agent Workflow Compile Sprint

Stop paying tokens for
solved workflows.

Send three agent traces. Loop XXI finds one repeated reasoning loop, replaces it with deterministic code, and returns a savings estimate. Tokens should fund discovery, not rent-seeking on solved problems.

Reserve a refundable sprint — $499 See a worked example

If an agent can solve it once, do not buy this. Buy it when the same workflow repeats often enough that deterministic code is cheaper than repeated reasoning. For teams running recurring production agents with real trace logs.

5 founding slots5 business daysRefundable depositNo secrets / PII
Tokens burned on already-solved problems
0per day, typical agent fleet

Research puts 60–99% of agent token spend on repeated reasoning that a deterministic tool could replace. You keep paying for the same cognition.

The shift

From re-reasoning to a tool call.

Before · agent re-reasons
$58 / day
Same loop, re-reasoned every run.
After · deterministic tool
$3.50 / day
One tool call. Same result.
Worked example

A support agent that re-summarizes.

A real pattern we look for: an agent performs the same multi-step reasoning on every ticket. We isolate the stable part and compile it.

Trace · repeated loop
12×/day

Agent fetches the ticket, classifies, extracts fields, and re-summarizes — every time, from scratch, with full context loaded.

→
Compiled · deterministic
1 call

One deterministic tool fetches, classifies, and extracts. The agent keeps only the judgment that actually varies.

94%fewer tokens
6×lower latency
0quality drop
1tool you own

Example results from one synthetic trace. Your savings depend on your traces. No guaranteed savings.

What you get

One fixed-scope engagement.

3 traces analyzed

You send three redacted agent traces. We map the tool-call graph and find the repeated, stable sub-behavior.

1 loop compiled

We replace one repeated reasoning loop with deterministic code — a CLI, function, or MCP stub you own and run.

Savings estimate

Before/after token and latency numbers, with a replay so you can verify the result is equivalent.

5 business days

Fixed scope, fixed price, fixed deadline. Out-of-scope requests are declined and refunded before work starts.

How it works

Four steps. No platform lock-in.

1

Send redacted traces

Run our local collector or send pre-redacted traces. Secrets, keys, and PII stay with you.

2

We find the loop

We isolate the stable, repeated sub-behavior that costs the most tokens and varies the least.

3

We compile

The loop becomes deterministic code — a tool the agent calls instead of re-reasoning.

4

You get the tool

You receive the code, a before/after replay, and the savings estimate. You own it.

Safe intake

Your data never leaves your control.

Redacted traces only. Run our open-source collector locally. It strips keys, tokens, PII, and chain-of-thought before anything is shared.
Non-custodial. We never hold your funds, keys, or production data. We deliver code, not access.
Verifiable, not a claim. The before/after replay lets you confirm the compiled tool produces equivalent output on held-out cases.
No production integration. We hand you the tool. You decide if and when to swap it in. No guaranteed savings.
Refundable founding deposit
5 founding slots · then $1,500+
$499one time · refundable deposit
Reserve a refundable compile sprint

We only accept the sprint if we find a repeated workflow with plausible annual savings of at least 5× the fee. If we find no viable compile target during intake, we refund before work starts.

For AI platform teams running recurring agents in LangGraph, CrewAI, custom browser agents, CI agents, or support agents. Standard price after validation: $1,500+. No guaranteed savings.