JUDGE DEMO
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Active memories
Context saved
QWEN3.7-PLUS · QWEN CLOUD
This window is too narrow for the full demo. Widen it (or use a larger screen) to see the live memory constellation and the memory inspector — the heart of ENGRAM. Chat still works below.
PERSISTENCE
cross-session recall
BELIEF INTEGRITY
stale-fact leakage
CONTEXT BUDGET
memory vs full history
CRITICAL RECALL
rescue below floor
CONSOLIDATION
sleep-cycle compression
SCENARIO TIMELINE
Press ▶ JUDGE DEMO to run the Track-1 proof scenario. Each step turns green only when the engine state verifies it.
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TEACHdurable memories extracted from chat
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SESSION BOUNDARYno raw history crosses over
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CROSS-SESSION RECALLconstraints honored, never re-told
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BELIEF REVISIONstale fact superseded, not duplicated
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SLEEP CYCLEfragments consolidated, weak traces forgotten
● PERSISTENT MEMORY · CROSS-SESSION · SELF-ORGANIZING

An agent that never
forgets who you are.

ENGRAM distills every conversation into durable memories — deduplicated, reinforced, superseded when you change, consolidated while it sleeps. Watch the constellation grow.

~2 min, in an isolated fresh universe: teach → cross-session recall → belief revision → sleep consolidation. Every check is verified against the live store.
01 · TEACHIntroduce yourself — diet, work, style. Watch memories crystallize.
02 · RECALLAsk for a recipe — it respects your allergies without being told.
03 · EVOLVEChange jobs. The old belief is superseded, not duplicated.
NOT JUST CHAT / RAG ✓ Qwen distills chat into durable memories ✓ Hybrid recall — semantic + recency + importance + usage ✓ Arbiter supersedes stale facts, no contradictions ✓ Sleep cycle consolidates & forgets ✓ Every recall is scored — hover / click a recall chip
preference
semantic
episodic
procedural
MEMORY DECISION INSPECTOR
// send a message (or run the judge demo) — every retrieval decision is dissected here: candidates, scores, rejections, the exact context handed to Qwen, and the resulting memory operation.
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Active memories
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Reinforcements
0 tk
Memory context
0 tk
Full history
Memory trace
// no activity yet
Engram store
seeded demo loading — diet · allergies · deploy rules · cluster facts…
QWEN CONVERSATION the input device — memory decisions happen above
DIALOGUE INTERFACE
MEMORY ENGINE READY