A customer sent a screenshot of our assistant answering with another company’s numbers. Can we shut this down today?
Modern AI work belongs to the team.
Codespeed gives people and specialists one shared place to understand the work, make decisions, and see what changed. What one Thread learns becomes available to the project, so the whole team can move with the same understanding.
Threads that are true multiplayer, for both agents and people.
Close the cross-tenant cache leak
I will reproduce the two prompts, trace the answer back through the cache, and audit how the cache keys are scoped.
The semantic cache matches on embedding similarity alone, so two tenants asking nearly the same question share one cached answer. The fix scopes every key by workspace, and the leak is closed in a preview.
Add a cross-tenant replay to the release checks so similarity can never cross a workspace boundary again.
Reviewable diff ready with tenant-scoped keys, the replay case covered, and preview verification attached.
Your whole team works in the same thread
Everyone sees the same thread, so a teammate can read what was decided, what a specialist changed, and what is still waiting, without asking anyone to catch them up.
Specialists only do what you allow
Your team sets what each specialist can touch and what needs a person's approval before it merges, and every change keeps the name of whoever approved it.
One screen shows everything in flight
Mission Control shows what every specialist is working on right now, what is waiting on a person, and which decision comes next.
Work keeps running after you close your laptop
Each piece of work runs in the cloud with its own branch, live preview, and checks, so a teammate can open it, see it running, and carry it forward.
Every valuable lesson a specialist learns is shared among the team.
Which service owns the flaky test, how your team wants a migration staged, which accounts the intake path can never break for. Everywhere else that learning belongs to one person. Here it is held against the project, so it shows up in the work everyone gets.
How the Workforce CompoundsA specialist remembers the codebase, not just the conversation
The module where the auth logic really lives, the review your team never waives, why the audit path has to stay strict. Each one is stored with the evidence behind it.
The specialist belongs to the project, not to whoever created it
There is one Specialist Team per project rather than one per laptop, so what any specialist learned is in the work everybody else gets, including a new engineer on their first day.
What stops being true fades
Memory the work stops confirming loses its hold, so a stale assumption does not harden into something the whole team now believes.
The thread is multiplayer. So is everything around it.
A thread belongs to the team
Everyone on the project can open it, read what was decided, see what each specialist changed, and continue without a catch-up. Keep a thread private when the work calls for it and the conversation stays yours.
Reviews send work back, not just comments
A teammate can request inline changes on someone else's returned work and send it back, with the intent, checks, and decisions still attached to the pull request.
An objective holds a person and a specialist
Each one carries a human owner alongside the specialist doing the work, and comments can mention either one, so the thread of decisions stays with the work.
A Context Profile is set once for the project
The slice of context a piece of work needs is defined on the project, not on the person who wrote it, so a teammate's migration runs with the same sources and standards yours did.
Two people can edit the same knowledge safely
A revision sits alongside the original instead of overwriting it, so the change stays reviewable and every specialist inherits the version your team accepted.
Anyone can open the work running
Each thread builds in its own cloud sandbox with a live preview, so a teammate can open what a specialist built and watch it run before deciding anything.
Only one thread can write to a branch at a time.
Run as many threads as you want without them landing on top of each other. One thread holds the branch at a time, with enforced ownership between agents and people, so nothing gets clobbered by an agent that did not know you were there.