the World's First Hyperscale AI Memory Platform • Record-breaking 94% on LoCoMo benchmark • 90%+ cost reduction • Millisecond latency at 10 trillion+ records • 99.8% accuracy in enterprise tests

SINGAPORE, March 2026 — As artificial intelligence transitions from perceptual chatbots to autonomous cognitive systems, DataCloud today officially launched MemoryLake (https://memorylake.ai/), the world’s first hyperscale AI memory platform purpose-built for AI agents and OpenCLAW frameworks.

Unlike traditional AI systems that treat memory as an afterthought, MemoryLake delivers deep multimodal understanding, persistent AI memory storage, and real-time cognitive computation in a unified full-stack solution. Powered by three breakthrough components — the MemoryLake-D1 foundation model, the MemoryLake Engine, and the Relyt Multi-modal Data Cloud — it finally gives AI agents and OpenCLAW-driven applications the long-term, accurate, and governable memory they have always lacked.

Beyond Conversational AI: Why AI Memory Is Now Enterprise-Critical for AI Agents and OpenCLAW

Enterprises deploying AI agents at scale have hit the same wall: session-based context windows simply cannot capture the tacit knowledge, decision logic, and cross-modal reasoning that drive real business outcomes.

A single procurement AI agent must remember PDF contracts (text), Zoom call discussions (audio), pricing charts (visual), and workflow approvals (structured data) — across months of interactions. Conventional systems forget everything the moment the conversation ends.

MemoryLake changes that. It preserves complete AI memory trajectories, enabling AI agents and OpenCLAW applications to reason over rich, evolving memory instead of fragmented prompts — delivering the persistent intelligence required for autonomous enterprise workflows.

The Computing Paradigm Shift: From Data Processing to AI Memory Processing for AI Agents

“Existing AI infrastructure is still built around files and records instead of AI memory as a first-class citizen,” said Ethan, CEO of DataCloud. “MemoryLake is the fundamental shift enterprises and AI agents developers have been waiting for — from data-centric to memory-centric architecture, optimized for OpenCLAW and next-generation autonomous agents.”This new era brings three irreversible paradigm shifts:

1. Cognitive State Memory becomes the core primitive — a structured, always-on representation of “what the AI agent knows, assumes, and is uncertain about” at any moment.

2. Multimodal decision trajectories replace data records — the new competitive edge is high-fidelity memorization of tacit knowledge with enterprise-grade governance.

3. Memory management replaces data infrastructure — just as Snowflake and Databricks redefined data, MemoryLake redefines AI memory storage, computation, and retrieval for AI agents and OpenCLAW ecosystems.

MemoryLake Architecture: The Complete AI Memory Stack for AI Agents and OpenCLAW

MemoryLake-D1: Domain-Specific Model for Multimodal AI Memory Understanding

General-purpose LLMs fail on complex enterprise documents. MemoryLake-D1 is the first specialized model engineered for AI memory extraction — parsing nested spreadsheets, multi-layer PDFs, audio transcripts, and mixed-media content into structured, computable memory units.

In independent benchmarks, D1 crushes TableBench/EOB and turns days of manual reporting into minutes. Perfect for AI agents that must instantly understand enterprise data within OpenCLAW workflows.

MemoryLake Engine: Human-Like AI Memory Organization & Evolution

The Engine delivers intelligent memory organization, dynamic evolution, and sub-second retrieval — the secret sauce behind truly autonomous AI agents.

• Builds multi-layered knowledge graphs and semantic clusters for human-like multi-hop reasoning

• Tracks memory evolution with timeline tracing, conflict resolution, and intelligent forgetting curves

• Returns refined memory segments (not raw text), slashing token costs by 90%+

https://github.com/memorylake-ai/memorylake-locomo-benchmark

On the industry’s toughest long-context benchmark LoCoMo (300+ turns, months-long, multimodal), MemoryLake scored a record-breaking 94.0% — far ahead of every competing AI memory solution and human baselines. Built from the ground up to supercharge AI agents and OpenCLAW deployments.

Relyt Multi-modal Data Cloud: Hyperscale Persistent AI Memory Foundation

Forget static short/medium/long-term memory buckets. Relyt treats AI memory as an external second brain that scales infinitely. It ingests every modality — structured data, PDFs, Word, images, audio, video, and third-party streams — while maintaining millisecond latency at 10 trillion+ record scale.

Enterprise governance (provenance, versioning, access control, audit trails) ensures every AI agent decision is traceable and compliant — exactly what regulated OpenCLAW implementations demand.

Real-World Impact: AI Memory-Powered Intelligence Across Industries

Executive AI Agents & Decision Intelligence

“Analyze Project X risks against current market trends” instantly pulls every related document, email, call, and report. AI agents deliver evidence-backed recommendations with full memory trails — weeks of work compressed into hours.

Dynamic AI Agents in Gaming & Immersive Experiences

MemoryLake builds evolving “world memory” and “player memory” for OpenCLAW-powered NPCs. Every player choice is remembered forever, enabling truly personalized, lifelong storylines.

Operations & Risk AI Agents

Manufacturing and financial services teams now run root-cause analysis and real-time fraud detection in seconds using persistent AI memory — no more manual investigations.

Market Validation & Production Scale

The global AI solutions market is forecast to surpass $632 billion by 2028, with the AI memory and agent-memory segment alone exceeding $28 billion.

MemoryLake already powers over 1.5 million professional users worldwide, including the world’s largest office-document platform (10 trillion+ records, 100 million documents), leading enterprise SaaS providers, major foundation-model companies, and large state-owned enterprises.

In head-to-head enterprise evaluations, MemoryLake delivers 99.8% accuracy, dramatically lower cost, and superior recall/latency compared with hyperscalers and legacy vendors.

“As one of the only companies with full-stack AI memory, foundation models, and data platforms, DataCloud is accelerating the cognitive era for AI agents and OpenCLAW ecosystems globally,” concluded Ethan.

About DataCloud

DataCloud is the world’s first provider of hyperscale AI memory platforms, building memory-centric, trusted infrastructure that unlocks the full potential of autonomous AI agents and OpenCLAW applications. Ready to give your AI agents perfect memory?
Visit https://memorylake.ai/ today.