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The Singularity Engine — AI session compression tool. 98.87% token reduction. 100% client-side. Free forever.

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VantaCore

Portable Memory Capsules for LLMs

Compress massive AI sessions into portable memory capsules. 100% client-side.

MIT License 100% Client-Side Open Core

VantaCore turns long chats, dev logs, research notes, and knowledge-base material into LLM-ready memory capsules that preserve final state, decisions, open loops, commands, artifacts, and do-not-repeat constraints.

Live App - Changelog - Upgrade Plan


Current Benchmark Proof

Same merged multi-session AI export, now compressed into a structured Memory Capsule.

VantaCore Memory Capsule benchmark showing 96.2% reduction
Metric Before After
Characters 1,607,470 61,109
Estimated tokens ~401,868 ~15,278
Reduction - 96.20%
Protected code blocks - 398
Topic clusters - 6
Dictionary refs - 17
Repeated blocks folded - 114

What VantaCore Is

VantaCore is a client-side compression and Memory Capsule engine for LLM continuity. It is built for:

  • AI chat continuation
  • RAG / Knowledge Base preparation
  • Dev logs and coding-agent sessions
  • Research notes
  • API/token cost reduction
  • MCP and agent workflows

It is not a generic summarizer or text shortener. The goal is continuity: help the next model know what happened, what was completed, what remains open, what decisions were made, and where to continue.


Free Web Demo

  • 100% client-side browser processing
  • Paste text or upload .txt, .md, .json, .csv, .log
  • Memory Capsule output with session map, final state, open loops, decision log, reference dictionary, and compressed detail stream
  • Approximate token estimates
  • Code block protection
  • Clusters / refs / folds metrics
  • 5 local compressions per day
  • Last 20 local history entries stored only in browser storage
  • Branded free exports for TXT/MD/JSON

VantaCore does not claim ownership of your input or output content. Free exports include VantaCore attribution as the generator of the memory-capsule format.


Product Direction

Core principle:

Free core. Paid power.

The free web demo stays useful, private, and client-side. Future Pro tracks are planned for power users and developers:

  • CLI workflows
  • MCP server tools
  • batch/folder compression
  • compression profiles
  • advanced export formats
  • project/workspace history
  • no-branding exports
  • API later, after CLI/MCP validation

No signup, backend, cloud sync, payment, or API is required for the current free demo.


Run Locally

git clone https://github.com/DVRK-ORG/VantaCore.git
cd VantaCore/frontend
npm install
npm run dev

Open http://localhost:5173.

Validate Compression

cd C:\Users\DARK\Desktop\Projects\VantaCore\frontend
npm run validate:compression -- "C:\Users\DARK\Desktop\0Energy Check-in.md"

Expected current benchmark:

input characters: 1,607,470
output characters: 61,109
input estimated tokens: 401,868
output estimated tokens: 15,278
reduction: 96.20%
repeated blocks folded: 114
dictionary references created: 17
clusters detected: 6
code blocks protected: yes (398 fenced; output balanced: yes)

Build

npm run build

Tech Stack

Layer Technology
Framework React 19 + TypeScript 5
Build Vite
Styling Tailwind CSS + custom CSS
Animations Framer Motion
State Zustand
Engine Custom TypeScript Singularity engine
Hosting Cloudflare Pages

License

MIT License.

Built by DARK.

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