Technology

The AI That Remembers

Most AI assistants forget everything the moment a conversation ends. Zylch is different.

We're building an AI that constructs a deep memory of you, your relationships, and your working style. Not just a database of facts, but a semantic understanding that grows smarter with every interaction.

The result? An assistant that truly knows you. One that remembers Marco prefers formal emails, that Sofia always responds faster on WhatsApp, that your Tuesday mornings are sacred.

Core Technology

Semantic Memory System

Traditional search finds exact matches. Zylch understands meaning.

Your Request Semantic Embedding HNSW Index Top Matches Action

Vector-Based Memory

Not keyword matching. Semantic understanding. "Draft email to Marco about invoice" finds similar patterns even if you've never written those exact words.

HNSW Indexing

Hierarchical Navigable Small World graphs. O(log n) search complexity. Millisecond retrieval even with millions of patterns.

Small-World Navigation

Like a highway system: start with long-distance links, then refine locally. 117x faster than linear search.

Confidence Learning

Every pattern has a confidence score. Approved actions gain trust. Rejected ones lose weight. The system learns what works for you.

Memory That Evolves

Your memory is yours alone. Complete isolation by design.

Namespace Isolation

Multi-tenant architecture. Your patterns, preferences, and history are completely separated from other users.

Two-Tier System

Personal memory for your style. Global knowledge for best practices. Your preferences always take priority.

Bayesian Updates

Approve a draft? Confidence increases. Reject it? Confidence drops. Every interaction makes the system smarter.

Temporal Awareness

Patterns unused for 90+ days gradually lose relevance. Your memory stays fresh and current.

Initial
50%
After 1 success
57.5%
After 5 successes
91.6%
After 1 rejection
82.4%
Coming Soon

Specialized Agents, Shared Memory

Not one AI doing everything. A team of specialists collaborating through shared memory.

🔎

Email Analyst

Understands urgency, sentiment, and relationships in every message

Draft Composer

Writes in your voice, matching tone to each relationship

📅

Scheduler

Manages calendar, follow-ups, and commitments

🔍

Researcher

Enriches unknown contacts with relevant context

📞

Phone Agent

Handles calls with context-aware scripts

🤖

Coordinator

Orchestrates agents and routes tasks to the right specialist

Shared Memory Protocol: Agents don't talk to each other directly. They communicate through memory. What one agent learns, all agents can use.

Trust Through Transparency

Security isn't an afterthought. It's built into every layer of the architecture.

Read

Analyzers can read your data to understand context, but cannot modify anything

Write

Composers can create drafts and suggestions, but cannot send without approval

Action

Executors can send emails and make calls, but only after human confirmation

Audit Trail

Every decision is logged. You can always ask "why did you do this?" and get a clear answer.

Human-in-the-Loop

Critical actions always require your approval. Zylch suggests, you decide.

Supervisor Agents

Dedicated agents monitor behavior, detect anomalies, and ensure quality.

Zero Data Leakage

Your memory is never used for training or shared with other users. Period.

Beyond Pattern Matching

Advanced intelligence that goes deeper than surface-level analysis.

Email Authentication

Not just syntax analysis. We check SPF, DKIM, DMARC records to identify spoofed or suspicious emails.

AI Content Detection

Identifies AI-generated emails through comprehensive analysis, not just stylistic patterns.

Relationship Graphs

Understands connections between people and companies. Who works where, who knows whom.

Sentiment Tracking

Monitors how relationships evolve over time. Catches cooling relationships before they go cold.

Gap Detection: Automatically identifies relationships that need attention. "You haven't heard from David in 3 weeks. Last time, he responded within a day."

Expanding

One Memory, Every Channel

Your relationships don't live in just one place. Neither does Zylch.

📧
Email
📞
Phone
📅
Calendar
💬
WhatsApp
💬
Slack
💬
SMS

Unified History

One view of every interaction. Email threads, calls, messages - all in context.

Channel-Specific Rules

Formal on email, casual on WhatsApp. Same contact, different rules per channel.

Cross-Channel Intelligence: "Sofia responded on WhatsApp after ignoring 3 emails. She prefers short messages."

Phone

AI That Speaks

Not robotic scripts. Natural conversation with real understanding.

Natural Voice

Advanced text-to-speech that sounds human, not mechanical.

Real-Time Understanding

Speech-to-text with contextual comprehension. Understands intent, not just words.

Adaptive Conversations

Calls adapt to responses. No rigid scripts. Real dialogue.

Caller Recognition

Knows who's calling before answering. Adapts behavior based on relationship history.

Call Summary: Automatic transcription and key points after every call. Nothing gets lost.

Speed That Scales

Enterprise-grade performance, even as your data grows.

<2ms
Pattern retrieval
10,000 patterns
117x
Faster than
linear search
O(log n)
Search complexity
scales gracefully

Local-First

Known patterns are retrieved locally. Instant responses for familiar requests.

Smart Caching

Embeddings and results are cached. No redundant computation.

Technology in Service of You

All this technology exists for one purpose: to make you more effective. Not to replace you. To amplify you.

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