Code is cheap.
Context is everything.
The bottleneck is shared understanding: how fast a team can build it, and how long it survives once they put the project down.
Feature: Multi-currency Checkout
Knowledge doesn't die.
It scatters across
your stack.
The why behind a change lives in pieces. A Slack thread that scrolled away. A Notion page no one updated. A Figma comment on the wrong frame. A Jira ticket nobody read. And the head of the one engineer who shipped 500 lines on Tuesday.
By Friday, no one on the team can answer a basic question: what changed since I was last here, and why?
Threaded keeps that context in one place. The agent writes the code, but it also writes down its reasoning, links it to the brief, and leaves a record you can still read six months later.
Shared understanding
Everyone sees what the agent sees. The PM, the designer, and the engineer operate on a single, shared reality, not four reconstructions of it.
Living documentation
The thread updates itself as the work happens. It's a running history of every decision behind the change, in the order they were made.
Forensic review
Six months later, open the original thread and read why a specific call was made. You don't have to page the engineer who made it.
You have all the tools.
None of them remember why.
Three failure modes, every product team, every week. By the time the PR opens, the rationale that produced it is unrecoverable.
The thread that scrolled away.
The decision happens in a side-channel between two people. The rest of the team learns about it three days later, in standup, with the wrong half of the story.
The comment that didn't travel.
Acceptance criteria lives on a frame the agent has no access to. The agent ships a beautiful version of the wrong thing, on time, with passing tests.
The agent run nobody saw.
The agent did a good job, alone, in a session that lives only on one laptop. The PR opens with a one-line title and no story.
One engineer.
The whole team,
and the agent in the same room.
Most AI dev tools start with one engineer and a private agent session. Threaded starts with the team. The thread is the unit of work, and the agent is one of the people in it.
One thread,
one product change,
one URL.
Every thread is scoped to exactly one change in your product. Every artifact for that change lives at the same address: addressable, reviewable, and connected to the implementation that ships.
The brief
The why. Goal, acceptance criteria, owner. Read by humans and the agent.
The conversation
Markdown chat for the team and the agent. Mention @agent to call it.
The document
Real-time collaborative doc. Specs and decisions, written together, edited live.
The whiteboard
An Excalidraw surface for sketching, stickying, and shaping intent. Lasso, then hand to the agent.
The workspace
An isolated Kubernetes pod scheduled on your own cluster. Real builds, real tests, real terminal — inside your perimeter.
The preview
Every thread gets a stable, named live URL. Reviewers click, reviewers comment, the agent re-runs.
The diff
Inline diff for every file the agent touches. Comment on a line, the agent picks it up next run.
The pull request
One GitHub PR per thread, in sync. Reviewers see diff, brief, decisions, and preview side by side.
A shared context.
A shared understanding.
The outcomes that follow.
A team thinks in the medium it already uses. Threaded gathers briefs, chats, stickies, and docs in one place, so the agent works from the same picture everyone else does.
What changed
since you
were last here?
Most collaborative tools fall apart on a single question after a few days away. Threaded answers it directly.
Every thread keeps a per-person briefing of what happened while you were gone: decisions made, runs the agent shipped, reviews left waiting on you.
Open the thread Monday morning, read it once, and you're caught up before your coffee is.
A single, traceable path
from intention to merge.
Every artifact in a thread is linked to the code that ships. Open the merged PR and walk back through the discussion that produced it. The history stays connected, not archived.
Brief
PM writes the why and the acceptance criteria.
Discuss
Team picks a direction together. Chat, board, doc.
Run
@agent picks up the package and ships in the workspace.
Preview
Live URL, diffs in place, line-level review.
Approve
Reviewers mark ready. Decisions stay attached.
Merge
One PR, linked back to every decision behind it.