— named one of yc demo day's standout startups —

— named one of yc demo day's standout startups —

Notes from the
AI product workbench.

Ideas on agent orchestration, context engineering, and how engineers and PMs ship together when AI is in the loop.

Your repo branching two ways on a light orange background: to Lovable, where the arrow breaks, and to LightSprint, then Preview, then Merge with a check mark

October 25, 2026

LightSprint is like Lovable on your existing codebase

Lovable can't connect to a repo you already have. LightSprint gives your team the same describe it, see it, ship it flow on your existing codebase, with live previews and pull request review.

product-development

ai-agents

PM, Design and Ops cards on a light orange background feeding into a Shared plan, then Preview, then Merge with a check mark

October 25, 2026

What is a multiplayer software factory?

Most software factories are built for one engineer at a time. A multiplayer software factory lets the whole product team start, shape and review agent work on the real codebase.

ai-agents

product-development

Request, Agents, Tests, Review and Ship cards connected by arrows on a light orange background, with a green check on Ship

October 25, 2026

What is a software factory?

A software factory turns requests into shipped software with a repeatable, quality-checked process. Here's where the term came from, how AI software factories work, and how to start one.

ai-agents

product-development

A loop of five cards, Signal, Plan, Build, Review and Learn, around three product people on an orange halftone background

October 16, 2026

The software factory needs to become a product factory

A software factory answers whether something can be built. Product teams need to know what to build and whether it worked. That loop is product work, and it should be built for the PMs, designers and ops who do it.

product-development

ai-agents

LightSprint's $6.1M seed round, led by 645 Ventures

October 13, 2026

LightSprint raises $6.1M to help PMs, designers and ops ship on their real codebase

With $6.1M in seed funding led by 645 Ventures, we're helping everyone at a company direct agents on the real codebase, with engineering in control of every merge.

Lightsprint saves cycle time through collaborative planning and the workflow around review and testing

October 3, 2026

When AI Builds Faster Than Your Team Can Agree: The AI-Native SDLC

Faster coding agents don't remove planning, review or testing. LightSprint keeps that work connected in shared sessions on your existing codebase.

SDLC

ai-agents

product-development

Four isolated sandbox environments floating over an orange halftone background

September 20, 2026

Why PMs & Designers Need Worktrees, but Don't Need to Know It

Worktrees keep parallel software changes separate. LightSprint gives every ticket its own sandbox, so non-engineers get the safety without learning Git.

worktrees

product-builders

cloud-sandboxes

agent-native

LightSprint wordmark on an orange and gray halftone background

September 14, 2026

The 5 Stages of AI Nativeness: From Copilot to an Agentic Software Factory

A practical five-stage model for moving from individual AI assistance to an agentic software factory, covering repository readiness, team workflows, and governance.

agent-native

software-factory

AI-readiness

SDLC

July 18, 2026

The Product Builder SDLC

Anyone with domain knowledge can become a product builder. Here is the six-stage lifecycle for turning an idea into a planned, previewed, production-ready feature on the real codebase.

SDLC

product-development

product-builders

agent-native

July 14, 2026

The New Product Builder: From Lovable to Claude to the Real Codebase

Product managers and designers are moving from prototypes to production. The next generation of product builders will not stop at generating new apps. They will build safely on the real codebase alongside engineers.

product-builders

product-management

design

agent-native

product-development

June 15, 2026

The Unbundling of GitHub Is the Biggest Opportunity in Developer Tools

GitHub bundled code storage, pull requests, CI/CD, code review, and issues into one place built around humans typing code. Agents break that assumption. As the build collapses to near zero, every layer of that bundle comes loose, and the workflow gets rebuilt around the spec instead of the diff. Here's why we think the unbundling of GitHub is the largest opportunity in developer tools, and where LightSprint fits.

github

unbundling

developer-tools

agent-native

spec-driven-delivery

May 30, 2026

Spec-Driven Delivery: Jira Was Built for Scrum. We're Building for What Comes Next.

Scrum and Jira were built for a world where humans wrote every line. As agents one-shot the build, the bottleneck moves to the spec, to coordination, and to shared context. This is our case for a new SDLC, Spec-Driven Delivery, and the cadence that replaces the sprint, built to keep teams together as agents threaten to pull them apart.

manifesto

spec-driven-delivery

SDLC

agent-native

product-development

May 27, 2026

Agent-Native Engineering: When the Agent Becomes the IC and the Engineer Becomes the Manager

Agent-native engineering isn't giving every engineer a coding agent. It's restructuring the team so agents are the ICs, engineers are tech leads, and PMs ship product themselves. Here's what changes, and what breaks if you don't catch up.

agent-native

background-agents

engineering-orgs

product-development

May 25, 2026

Cloud Environments and Shared Skills: Keep Your Context When Your Engineer Gets Poached by Anthropic

The next unlock for coding agents isn't smarter models. It's shared cloud environments and shared skills, so a team's hard-won context survives the people who built it.

cloud-environments

shared-skills

agents

team-collaboration

May 21, 2026

Outgrowing Lovable and Replit: When Prototypes Need a Production Home

Lovable and Replit are great for the first idea. They start to crack the moment a real team, a real codebase, and a real customer show up. Here's the handoff that actually works.

lovable

replit

production

team-collaboration

April 19, 2026

Harvey Built Their Own Software Factory. You Can Too.

Harvey AI, valued at $8B+, built an internal platform called Spectre to move coding agents from laptops to the cloud. Every company using AI agents will need this. Here's what they learned.

ai-agents

infrastructure

cloud-agents

April 17, 2026

Why Local Development Is Going Away. Long Live Cloud Agents.

The shift from local coding agents to cloud-based execution is inevitable. Preview environments are trending toward instant and free. Here's why the future of development is in the cloud.

cloud-agents

preview-environments

developer-experience

April 14, 2026

Multiplayer Collaboration Is the Future of Development

Coding agents made individual engineers 10x faster. But the rest of the product team still files tickets and waits. The next shift isn't faster agents. It's the whole team shipping together.

collaboration

product-development

ai-agents

April 11, 2026

SDLC of the Past vs SDLC of the Future

The software development lifecycle was designed for a world where writing code was the bottleneck. AI changed that. Here's what the new SDLC looks like.

SDLC

product-development

ai-agents