Autonomous execution

Your goal is the only input

One command turns intent into deliverables. Proactive Runner plans, routes, and executes — deterministic scripts for predictable tasks, AI agents for adaptive ones.

Open source
·Docker-native·CLI-first
~/yc-outreach
# Describe your goal — AI generates a journey map
$ proactive plan "Find CTOs of 50 YC S25 companies, get verified emails"
Decomposing goal...
Journey map: 7 steps (4 DET, 3 )ADPT
Est. cost: $1.56 | Est. time: ~12 min
Run "proactive plan --edit" to modify
# Execute locally in Docker
$ proactive run
Running in local Docker container...
Step 1/7: Get YC batch list ····· 0.3sDET
Step 2/7: Find company sites ···· 1.2sDET
Step 3/7: Scrape team pages ····· 4m12sADPT
Step 4/7: Identify CTOs ········· 3m05sADPT
Step 5/7: Find emails ··········· 5m22sADPT
Step 6/7: Verify emails ········· 0.8sDET
Step 7/7: Export CSV ············ 0.1sDET
Complete — 48/50 CTOs found | $1.43 spent | 12m54s
$
How it works

Three steps. Zero babysitting.

Describe what you want. We handle the planning, the execution, and the edge cases.

01plan

Describe the outcome

Tell it what you need in plain English. It builds a step-by-step execution plan — with cost and time estimates — before anything runs.

02execute

Smart routing, not brute force

Predictable steps run as fast scripts. Complex steps get AI agents. You only pay for intelligence where it actually matters.

03deliver

Results, not progress bars

Run locally for free or on cloud runners for speed. Either way, you get deliverables — not status updates.

Use cases

What ships in minutes, not days

One command. Real deliverables.

50 qualified leads in 12 minutes

From 'find YC CTOs' to a verified email CSV. No manual research, no browser tabs, no copy-paste.

$ proactive plan "Find CTOs of 50 YC S25 companies"
~$1.50·~12 min

Competitor intel on autopilot

Track pricing changes across rivals. Get a Slack alert when something moves. Set it once, forget it.

$ proactive plan "Track pricing changes for Vercel, Railway, Fly"
~$0.80·~8 min

Ship changelogs while you sleep

Merged PRs become polished changelog entries in your brand voice. Staged for review by morning.

$ proactive plan "Write 10 changelog entries from merged PRs"
~$2.10·~15 min

Dependency audit in 5 minutes

Scan every dependency, cross-reference CVEs, assess actual risk, deliver a prioritized report.

$ proactive plan "Audit npm deps for critical vulnerabilities"
~$0.60·~5 min
Why this exists

Most AI tools are expensive chatbots

They route everything through language models — even tasks a bash script handles in milliseconds. You pay in tokens, time, and reliability.

Execution model
Every step goes through an LLM
Deterministic scripts for predictable tasks, AI only where needed
Cost
$5-20 per complex workflow
$0.60-2.10 — pay for intelligence, not string concatenation
Reliability
Hallucinated steps, silent failures
Deterministic steps can't hallucinate. Adaptive steps are sandboxed.
Infrastructure
Vendor-locked SaaS
Local Docker or cloud runners. Open source. Your keys.
Early access

Be first in line

We're opening access soon. Early users shape the product.

Or reach out at ppaokamkl@gmail.com