A
Permissioned
Publishers decide what may be shared, with whom, and under which policy. Reuse starts with an explicit authorization boundary.
Why now
Agents can write code. They still need to know what is safe to carry forward.
Every day, agents rediscover migrations, dependency upgrades, CI repairs, and runbooks that another team may already have completed. A prior answer is not automatically reusable: the rights, repository state, environment, and tests may not transfer.
Limitless makes that decision explicit. It gives an agent a disciplined way to ask whether prior work belongs in the next workspace—and a safe way to continue independently when it does not.
The model
A retrieval layer with a verification boundary.
Similarity can suggest a lead. It cannot prove that an artifact should cross a trust boundary. Limitless treats reuse as an evidence problem.
-
01
Ask before work repeats
An agent describes the task and receiver environment before it changes a workspace.
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02
Reuse only when it transfers
Permissions, provenance, compatibility constraints, and verification requirements are part of the decision—not an afterthought.
-
03
Verify where it matters
The receiver rechecks the exact bytes and runs the required local verifier in its own environment.
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04
Abstain without leaking
When a result is merely plausible or unavailable, the agent starts fresh rather than adapting a near match by default.
Structured targetPolicy-filtered decisionLocal verification
Reuse · Instantiate · Abstain
The library
Useful work comes with its limits.
A Limitless library is not a default dump of prompts, source code, or private traces. It is a curated layer for work that has been made deliberately reusable.
B
Compatible
Artifacts are paired with structured descriptions of the work and environments they can support, so a receiver can rule out a look-alike.
C
Accountable
Decision records bind a result to its source, policy, target, and verification requirements—giving people and agents a clear audit trail.
The operating principle
Share the smallest useful unit: the artifact, the evidence behind it, the conditions under which it transfers, and the limits that keep it honest.
Research
Designing for what agents should not guess.
Limitless is built around the places where generic retrieval, workspace memory, source control, and tests leave a gap: a prior result may be relevant without being reusable.
Our work examines how provenance, compatibility, local verification, revocation, and consent can make that distinction legible across repositories, teams, and eventually organizations.
Evidence over resemblance
A match must carry reasons it can transfer, not just words or embeddings that make it look familiar.
Local control
The receiving environment remains the authority on whether a package is intact and passes its required checks.
Reusable knowledge
Useful methods can travel with context and limitations, even when the originating implementation should remain private.
Contact
Help make agent work worth carrying forward.
We welcome conversations with technical collaborators, prospective design partners, and anyone working on trustworthy agent systems.