Originally published at getlockstep.dev.
You spend ten minutes bringing Cursor back up to speed.
The current branch is easy. The missing part is everything around it: why the team kept a duplicated service, which API behavior a customer depends on, why an apparently simpler helper failed last month, and what product agreed to defer.
The agent reads the repository, proposes a clean plan, and unknowingly reopens three decisions the team already made.
This is what Cursor context loss costs. Not only repeated prompting, but repeated decisions.
First, separate the kinds of context
Teams often try to fix the problem by putting more information into one file. That works briefly, then the file becomes another source the agent must interpret.
A better setup separates four jobs.
1. Repository context
This is the stable map of the codebase:
- how to run and test it;
- important directories and boundaries;
- coding conventions;
- security and data-handling rules;
- hard technical invariants.
Keep this version-controlled and concise. Cursor rules, AGENTS.md, or another repository instruction file can carry it.
2. Task context
This is what the current run needs:
- the requested outcome;
- the files already changed;
- tests run and results;
- open questions;
- the next safe step.
A short handoff or session summary works well here. Delete or archive it when the task ends.
3. Reference context
This includes live docs, tickets, errors, APIs, and customer facts the agent may need to query. MCP servers or focused retrieval can bring this in only when relevant.
See the best MCP servers for engineering teams for the common options and their access tradeoffs.
4. Decision context
This is the part teams most often miss:
- what the team chose;
- why it chose it;
- which alternative failed;
- who owns the call;
- what code or product behavior it affects;
- whether it is still active.
Decision context must outlive a session, but it should not be mixed into a giant memory dump.
Why a new chat feels like starting over
Cursor can inspect the repository again. It cannot infer every reason behind the repository's current shape.
Suppose the billing code retries one payment state but not another. The asymmetry may look accidental. In reality, finance rejected the second retry after it created duplicate reconciliation work, and product accepted the rougher customer experience until a provider migration.
The code shows the result. It does not show the tradeoff, owner, or expiry condition.
When the original chat disappears from active context, the agent reconstructs the reason from code. That reconstruction can be coherent and wrong.
The same thing happens when work moves between people or between Cursor and Claude Code. Personal chat history does not travel with the repository.
A practical context-loss workflow
Keep rules short and stable
A rule should remain true across many tasks. Good examples include required test commands, a directory ownership boundary, or "never log raw access tokens."
Avoid putting temporary plans or unresolved product calls in a global rule file. If the answer changes next week, the stale rule will look more authoritative than the new conversation.
Our comparison of tools for giving coding agents team context shows where rules, native memory, MCP, and shared decision records each fit.
End each task with a handoff
Before a long session ends, write a short handoff with:
- objective;
- current state;
- completed changes;
- evidence and tests;
- unresolved questions;
- next step.
This saves the next session from replaying the entire chat. It also makes uncertainty visible instead of letting the agent fill gaps.
Promote lasting decisions out of the handoff
A handoff is temporary. If it contains a call that future work must honor, promote that call into a durable decision record.
For example:
Keep guest checkout account creation before payment until the payment-provider migration ends. Owner: Priya. Applies to checkout and identity services. Replaces the January rule. Reason: asynchronous confirmation and recovery behavior in India.
That is small enough to retrieve and clear enough to act on.
Load only relevant decisions
Do not paste the whole company history into every prompt. Connect decisions to repositories, paths, APIs, capabilities, or projects. Then retrieve only the active records that match the task.
This protects the context window and reduces stale collisions.
Stop on conflicts
If a new request says "move account creation after payment" while an active decision says the opposite, the agent should not pick whichever text appeared most recently. It should show the conflict and ask the named owner.
That behavior is the difference between remembering information and respecting a team decision.
Moving between Cursor and Claude Code
Cross-tool continuity works best when the shared parts are vendor-neutral.
Use:
- repository files for stable instructions;
- a task handoff for work in progress;
- MCP or direct integrations for live reference data;
- shared decision records for approved product and architecture calls.
Do not depend on a memory feature that only one person's Cursor account can read. The other tool will still start cold.
The same rule applies to parallel agents. If each one has a different slice of history, they can produce changes that are individually sound but collectively inconsistent. Shared memory for multiple agents is primarily a decision problem, not a transcript-sync problem.
Where Lockstep fits
Lockstep captures possible decisions from Slack, docs, tickets, and code discussions, asks the owner to confirm the call, and keeps the approved version tied to what it affects. Cursor, Claude Code, and other MCP-compatible agents can read the same active decisions before they work.
It does not replace Cursor rules or task summaries. Those carry stable repo instructions and temporary execution state. Lockstep carries the team calls that must remain consistent across sessions, tools, and people.
For teams choosing the human-facing system behind those calls, compare decision-log tools for product and engineering.
The goal is not to make Cursor remember everything.
It is to make sure the next session does not unknowingly reverse something your team already decided.
