Chat History Is Not the Same as Model Context

History is a record; context is a selection

A saved transcript records a conversation you can return to. Request context is the material made available for a particular answer: the current instruction, selected earlier work, source excerpts and relevant tool results. A long sidebar history does not tell you which of those items informed the latest reply.

In Licuse, Chat's own history and the project's Code or Design conversations are distinct. Chat can discover project sessions and read a bounded transcript when a question concerns earlier work. That provides a route back to a decision without requiring the user to paste an entire conversation into a new prompt.

References: Licuse user guide

Use current source to check an earlier decision

Suppose an earlier conversation says that an unknown membership falls back to a day pass. Several edits later, the route may have changed. The historical statement is useful background, but the current source and an actual check determine whether that behavior still exists.

Ask the assistant to identify the earlier decision, read the current implementation and explain any discrepancy. This separates remembering what was intended from verifying what the project does now. It also gives you a clearer basis for approving another change.

Find the conversation where we chose the unknown-plan fallback.
Then inspect the current visit route and membership data.
Explain whether the current implementation still follows that decision.
Cite the relevant files and say which behavior still needs testing.

Selection should be specific to the task

A question about a visit form probably needs the route, shared plan data and the earlier handoff decision. It is less likely to need an unrelated terminal transcript or an abandoned page redesign. A useful context selection keeps the material relevant to the question while preserving enough detail to support a checkable answer.

Selection can still miss something. If the reply overlooks a constraint or references an outdated file, point to the missing evidence and ask for a revised inspection. Do not treat the label context-aware as a guarantee that every dependency, decision or file was considered.

Keep execution evidence separate

The model may explain a plausible fix before any editing or tests occur. A delegated Code task may complete without running the check you expected. The difference matters: an explanation is not an edit, an edit is not a passing test, and a passing test is not proof of every user interaction.

Ask for the changed files, actual check results and remaining gaps. In Licuse, delegated task status can be inspected alongside the real Code or Design conversation. Use those records to assess what happened rather than inferring success from the wording of the last message.

Local persistence does not imply offline inference

Local project files and history are storage properties. Sending selected context to a remote provider is a processing decision. Both can be true in the same workflow. A cloud account or model subscription is also separate from local file ownership.

Before using AI on sensitive work, review which feature is active, which provider or service handles it, and what the selected request includes. Do not infer universal zero-data-retention, cross-device history synchronization or offline generation from the fact that a workspace stores files locally.

References: Licuse data practices

Judge performance with a reproducible task

A claim that a long conversation stays useful should be evaluated against a specific task, model, repository state and expected answer. Message count alone does not establish accuracy or cost. If you measure a workflow, retain the inputs, resulting diff, checks and provider usage that support the comparison.

This guide explains the workflow; it does not report a controlled experiment or establish a fixed saving. A percentage from a separate benchmark should be read with its own setup and limitations, rather than applied to every project conversation.