The real core starts with memory.
When AI remembers you, everything that follows can continue naturally.
Familiarity, context, and task state should not be wiped clean every turn.
AaronCore does not treat memory as a standalone feature. It turns memory into the starting point for understanding, continuity, and action.
Memory · Continuity · Action
One desktop loop for memory, tools, task state, and verification.
AaronCore keeps context live while it routes the next step, runs tools, tracks progress, and leaves a result you can actually check.
Anchor
load current context, task state, and user intent
Route
activate the right surface: chat, tool use, recall, or verification
Act
run tools and push the task forward inside the same runtime
Verify
check the result and keep a trace of what actually changed
context loaded: current task, latest reply, and session posture
route resolved: chat, tool call, or recall selected for this turn
task state updated: progress and blocker status stay attached
verification ready: result and trace can be checked before closing
Persistent memory keeps the token budget for execution.
When context, preference, and task state stay live, the runtime stops reloading the same background every turn. That is where token savings start: less recap, less prompt overhead, more room for tools, state progression, and verification.
saved from prompt recap
saved from prompt recap
saved from prompt recap
Balanced 4000-token recent budget benchmark based on long-session replay estimates.
Memory persistence replaces repeated setup
The user should not have to restate identity, preference, and the active task every turn. Those belong to the same line of work.
Bring back the useful past, not the whole transcript
Token savings do not come from deleting memory. They come from surfacing the relevant past instead of replaying the entire history on every pass.
Spend the budget on action, not recap
A lighter context leaves more room for tool use, task state, and verification instead of paying again for background reconstruction.
Tools
Task state
Verification