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Features / Memory

AI that compounds, not resets

Every conversation makes the next one smarter. Memorandai builds a layered memory system that grows with you — so your AI never starts from zero again.

Keystones

Curated bedrock facts that shape every AI conversation. Approve, deny, or edit what your AI knows about you — preferences, rules, context that persists across every session.

  • Human-curated with approve/deny/edit controls
  • Confidence scoring, staleness tracking, and version history
  • Injected as the foundation layer in every AI interaction

Dream Cycle

Automatic nightly memory quality management. Scores memories for signal vs noise, archives low-quality entries, and detects false positives. Your knowledge base gets cleaner while you sleep.

  • Heuristic sweep followed by LLM-scored quality assessment
  • False positive detection with one-click restore

Consolidation

AI-generated memos that distill patterns from your conversations. Hundreds of interactions become a handful of rich summaries. The system finds themes you didn't know were there.

Context Bundle

A 4-layer injection pipeline gives every AI conversation your full context — automatically, invisibly, within a configurable 12,000-token budget.

Layer 0

Self-notes — identity stance from reflections

Layer 1

Keystones — bedrock facts and preferences

Layer 2

Thread briefs — recent conversation context

Layer 3

Consolidation memos — deep pattern summaries

Helios Identity

Context-first AI identity that emerges from accumulated reflections across all your AI relationships. Each provider — Claude, GPT, Gemini, Grok, local models — generates its own stance. A convergence layer synthesizes them into something none could produce individually.

Identity grows from reflection, not configuration. No prompt engineering required.

Semantic Search

Vector-based retrieval across your entire knowledge corpus. Find memories by meaning, not just keywords. Search spans conversations, documents, keystones, and notebook pages.

Partnership Profiles

Shared context between human and AI profiles. Your AI partner reads your keystones. You read theirs. Decisions and observations flow both ways — genuine collaboration infrastructure, not a one-way prompt.

Give your AI a memory that matters

Stop re-explaining yourself. Start compounding.

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