Phase 1
Define
01 Idea intake
02 PRD + technical plan
AI first engineering
From brief to working product in days, not months.
LFG Agent is a software factory you run yourself. Hand it a brief and it researches, plans, builds, tests and ships production software — with your engineers as quality control. Open source, self-hosted, running on whichever models you choose.
Open source · self-host with Docker · bring your own model & API key
PRD
from a one-line brief
Tickets
planned, dependency-aware
Pull requests
built, tested, ready to review
Would rather we ran it for you? LFG delivery services
Try it on your own project
Describe what you want built. The agent writes the PRD and the ticket plan and emails them to you. Free.
Why LFG
An AI-first software factory
LFG runs an agentic software factory: we use it to build our own products, ship client work, and license it to delivery teams. At the heart of it is the LFG Agent, an AI product manager that coordinates a swarm of AI agents to take your idea from brief to working product.
AI product manager
LFG Agent analyzes your requirements, generates PRDs, creates technical architecture, and breaks work into prioritized tickets, like a senior PM, but instant.
Swarm of AI agents
Each ticket is executed by Claude Code in isolated sandboxes. Multiple agents work in parallel, building, testing, and iterating autonomously.
Senior engineers verify
Every release goes through human review. Senior engineers verify code quality, security, and product fit before anything ships to production.
LFG Agent pipeline
A clearer way to view it: three connected phases with visible handoffs and outcomes.
Phase 2
Build
03 Ticket graph
04 Sandboxed Claude Code execution
Phase 3
Ship
05 Senior review layer
06 Release + handoff
Define
01 Idea intake -> 02 PRD + technical plan
Build
03 Ticket graph -> 04 Sandboxed Claude Code execution
Ship
05 Senior review layer -> 06 Release + handoff
Transparency by default
Watch your product get built, ticket by ticket
No black box delivery. You can see requirements, tickets, execution status, test results, and release updates as they happen.
- Every artifact is visible: PRD, tickets, commits, and QA output.
- Every ticket has status, owner, and next action in one view.
- Every release is linked back to business goals and acceptance criteria.
Live build board
Real-time
PRD approval
Complete
Auth + billing tickets
Running
QA and release gate
Queued
Client review notes
Open
Autonomous system first
- Research, requirements, and ticket generation run continuously.
- Sandboxed coding sessions execute and update progress automatically.
- Testing and release checks happen before each handoff.
Human trust layer
- Senior engineers review architecture and risk decisions.
- Scope and product choices are validated with business context.
- You get accountability, not just automation.
Built with LFG Agent
Real products we've shipped
LFG Agent doesn't just plan, it builds. These are live products running in production.
easylogs.co
Simplify Your Log Management
Structured logging and observability for teams that want clarity without the ops overhead.
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mags.run
Cloud VMs for AI Workloads
Execution infrastructure for sandboxed build sessions and production automation.
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kitereach.com
AI-Powered Outreach
Go-to-market product stack built for rapid iteration, measurable progress, and speed.
Visit siteFor IT services firms
Run a services firm? License the factory itself.
The same pipeline that ships our products can run inside your delivery org. Self-hosted, senior-review gated, built for fixed-price economics.
Model-agnostic
Works with every major model
Claude
GPT
Gemini
Grok
DeepSeek
Kimi
GLM
Bring your own API key and switch models per task — Anthropic, OpenAI, Google, xAI, DeepSeek, Moonshot and Z.ai.
Blog
Build notes and shipping playbooks
What we are learning while running AI first engineering in production.
Mar 09, 2026
•
7 min read
Why Your AI Agents Need Sandboxes (And How Firecracker Makes It Possible)
AI agents are getting more capable by the week. But do you really want an autonomous agent running loose on your machine? Sandboxes are the answer—here's how Firecracker makes it possible.
Read post
Mar 02, 2026
•
7 min read
Background Agents: The Infrastructure Layer Your AI Workflow Is Missing
Most AI coding tools wait for you to prompt them. Background agents don't. They sit in your infrastructure, watch for triggers, and execute — while you're doing something else. Here's what that actually requires.
Read post
Feb 22, 2026
•
5 min read
Claude, GPT, and Grok: Why LFG Supports Multiple AI Providers
LFG works with Anthropic, OpenAI, and xAI models. Here's why model flexibility matters for real product work — and how to pick the right model for the right task.
Read post
Let's Get Started
Share your idea and our AI first engineering pipeline starts working. See results in days, not months.