How is Scalytics Lascaris different from an SI / AI agent framework?

Frameworks like LangChain or AutoGen help developers write agents. Lascaris is the platform those agents run on in production: durable event transport, a shared ontology and memory graph, tool policy enforcement and an immutable decision record. You keep your framework and run it on Lascaris.

How are autonomous SI decisions kept auditable and compliant?

Lascaris stores every agent message, tool call and decision as an immutable event in S3. That gives you a cryptographically verifiable record of what each agent did, when it acted, and the exact state behind the decision, built for regulated environments under DORA and NIS2.

What is the "storage tax", and how does Scalytics Lascaris cut egress by 90%?

Traditional Kafka ties storage to expensive broker disks, which makes long-term agent memory costly, and cloud providers charge egress fees to move streaming data into central lakes. Lascaris uses kafScale to keep data on S3 object storage with stateless brokers on Kubernetes, so agents keep long-term memory without moving data around.

Lascaris | Sovereign Superintelligence (SI) Platform on Kafka

Q: What is Scalytics Lascaris?

Scalytics Lascaris is a sovereign Superintelligence (SI) decision platform on Kafka. It maps live event streams into a real-time ontology of entities, links and events, so analysts and SI agents act from the same picture, and writes every decision to an immutable audit record on S3. It combines kafScale, kafGraph, kafClaw and Apache Wayang into one enterprise distribution, built by the founders of Apache Wayang.

Q: Can I run Scalytics Lascaris on Kubernetes across AWS, Azure, GCP, IBM Cloud, Oracle, or air-gapped?

Yes. Lascaris runs on any Kubernetes cluster (EKS, AKS, GKE, IKS, OKE, Red Hat OpenShift or bare-metal K8s) wherever your data lives: AWS, Azure, Google Cloud, IBM Cloud, Oracle Cloud, your own data center, or fully air-gapped. As an IBM Implementation & Architecture Partner, Scalytics also offers architecture consulting and managed deployments on IBM Cloud, designed to support DORA, NIS2 and GDPR requirements.

Q: Do I have to replace my existing Kafka, Confluent, or Redpanda cluster?

No. Lascaris is wire-compatible and extends your existing Kafka, Confluent or Redpanda setup with no rip-and-replace. If you do not run a cluster, the S3-native Kafka engine is included for a single-command Kubernetes deployment.

Q: Is Scalytics Lascaris open source?

Yes. The core components (kafScale, kafGraph, kafClaw, Apache Wayang) are Apache-2.0 and free to deploy through the Community Edition on GitHub. Lascaris Enterprise is the supported distribution: version-locked, hardened, operator-managed on Kubernetes and covered by one commercial contract.

Q: Who is Scalytics Lascaris for?

Lascaris is for teams in defense, energy, finance and critical infrastructure where analysts and autonomous agents must act on live data with full context and strict auditability. It is not built for lightweight chatbots or basic SaaS copilots.

Turn Live Data into Decisions You Can Defend.

Map live streams into a real-time ontology.
Prove every decision your agents make.

Scalytics Lascaris maps live event streams into a real-time ontology of entities, links and events, so analysts and AI agents work from the same picture. It runs inside your own EU, air-gapped or Kubernetes environment, on Confluent, Redpanda or Apache Kafka, with the Kafka engine included if you have none.

IBM Implementation & Architecture Partner

Runs in your environment, no vendor cloud and no lock-in

Cryptographic audit trail for every autonomous decision

The Operational Brain

A Single Synchronized Reality for Autonomous Agents

Isolated agents cannot execute complex enterprise missions. Scalytics fuses your live data streams and historical context into a unified operational brain. Multiple agents collaborate, reason over complex tasks, and execute decisions simultaneously from the exact same baseline.

From Assistants to Operational Actors

Built for Reliable Agentic Production Execution

Production AI agents must do more than answer queries; they monitor events, evaluate policy, and trigger actions across systems. Scalytics equips your agents with live streaming context, infinite S3-backed memory, policy controls, and immutable audit logs in a single sovereign infrastructure layer.

The Agent Infrastructure Flow

How raw event streams transform into coordinated, auditable agent actions.

KafScale

Stream Storage Engine

Ingests millions of events per second from Kafka or Redpanda. Offloads raw historical streams infinitely to low-cost S3 storage.

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KafGraph

Shared Memory Graph

Converts raw streams into a live, collaborative memory graph. Provides agents with continuous shared state and automatically expires stale context.

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KafClaw

Policy & Governance Mesh

Enforces zero-trust policy controls, manages tool permissions, and coordinates agent handoffs across shared tasks.

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Autonomous Agents

Execution & Audit

LLM agents query the shared graph with near-zero latency, execute automated workflows, and log cryptographically signed decision records.

Orchestration & Governance

Scale Agents, Not Maintenance

Stop babysitting brittle frameworks. With KafClaw, your engineers define policies and tool registries once—the event bus handles placement, execution, and state recovery. If a broker or agent fails, decision state remains on the bus for zero lost context.

Cryptographic Auditability

The Autonomous "Flight Recorder"

Move beyond opaque AI black boxes. Scalytics persists every message and reasoning step as an immutable event in S3. Generate cryptographically secure audit trails for every action, satisfying GDPR, SOC2, and enterprise compliance requirements out of the box.

Storage Efficiency

Infinite Memory. 90% Lower Storage TCO.

Extend your existing Confluent, Redpanda, or Apache Kafka clusters without the broker storage tax. KafScale uses low-cost S3 as primary storage—allowing you to retain decades of agent memory and historical state for object-storage prices.

Sovereign by design, not by promise.

It stays yours

Reasoning and data never leave your network. Run it fully on-premise or air-gapped, on the infrastructure you already own.

It is on the record

Every agent decision is written as an immutable event, so you can prove what happened and why. Built for GDPR, the AI Act, DORA, and NIS2.

No black box

Open and inspectable, never a sealed system you trust blindly. Verify exactly what runs, keep it as long as you need, with no lock-in.

FAQ

Common questions.

What is Scalytics Lascaris?

Scalytics Lascaris is the cloud-native, Kubernetes-first operating system for autonomous AI agents. It combines stream storage (kafScale), a dynamic memory graph (kafGraph), policy governance (kafClaw), and federated compute (Apache Wayang) into a unified enterprise distribution. Agents subscribe to your live event streams, reason over shared S3-backed memory, and execute actions across systems with every decision cryptographically logged.

Can I run Scalytics Lascaris on Kubernetes across AWS, Azure, GCP, IBM Cloud, Oracle, or air-gapped?

Yes. Scalytics Lascaris is containerized and cloud-native, engineered to run on any Kubernetes cluster (EKS, AKS, GKE, IKS, OKE, Red Hat OpenShift, or bare-metal K8s) wherever your data resides: inside AWS, Azure, Google Cloud (GCP), IBM Cloud, Oracle Cloud Infrastructure (OCI), on-premise data centers, or fully air-gapped environments. As an official IBM Architecture & Implementation Partner, we also offer certified enterprise deployments with built-in DORA, NIS2, and GDPR compliance.

Do I have to replace my existing Kafka, Confluent, or Redpanda cluster?

No. Scalytics Lascaris is wire-compatible and integrates seamlessly into your existing Kafka, Confluent, or Redpanda infrastructure with zero rip-and-replace. It extends your current streaming backbone with an intelligent agent operating layer.

How is Scalytics Lascaris different from an AI agent framework?

Agent frameworks (like LangChain, AutoGen, or LlamaIndex) help developers write agent logic. Scalytics Lascaris is the Kubernetes-native operating system those agents run on in production—providing durable event transport, shared memory graphs, tool policy enforcement, and an immutable decision record. You keep your framework and run it on Lascaris.

How are autonomous agent decisions kept auditable and compliant?

Scalytics Lascaris persists every agent message, tool call, and decision step as an immutable event in low-cost S3 object storage. This creates a cryptographically secure, verifiable audit trail proving what each agent did, when it acted, and the exact context that informed the decision—meeting strict standards for GDPR, the EU AI Act, DORA, and NIS2 compliance.

What is the "storage tax", and how does Scalytics Lascaris lower storage costs by 90%?

Traditional streaming architectures tie event history to expensive broker NVMe/EBS disks, making long-term agent memory cost-prohibitive. Scalytics Lascaris leverages kafScale to offload historical streams and agent context directly to low-cost S3 object storage while keeping brokers stateless—slashing streaming storage TCO by 90% without losing state.

Is Scalytics Lascaris open source?

Yes. The core architectural components (kafScale, kafGraph, kafClaw, Apache Wayang) are open source under the Apache-2.0 license. Scalytics Lascaris Enterprise is our commercial distribution: version-locked, hardened, operator-managed for Kubernetes, and backed by single-contract SLAs and expert architecture support.

Who is Scalytics Lascaris for?

Scalytics Lascaris is for enterprise engineering, data, and security teams in defense, finance, energy, and critical infrastructure where autonomous agents must act on live data with zero context loss, Kubernetes elasticity, and strict compliance. It is engineered for high-stakes operational execution, not basic Q&A chatbots or copilots.

Turn Live Data into Decisions You Can Defend.

Run Autonomous Agents on Live Data Streams.

Decisions You Can Trace, Not a Black Box

Stop Guessing. Get Your AI Architecture Score in 45 Seconds.

One Sovereign OS. Every Enterprise Mission.

Dynamic Entity & Link Graph

Dynamic Power & Cost Routing

Point-in-Time Event Restoration

The Foundation Layer for High-Stakes Operations

A Single Synchronized Reality for Autonomous Agents

Built for Reliable Agentic Production Execution

The Agent Infrastructure Flow

Scale Agents, Not Maintenance

The Autonomous "Flight Recorder"

Infinite Memory. 90% Lower Storage TCO.

Mission-Critical Superintelligence for High-Stakes Operations.

Process data where it lives.

Scalytics brings sovereign AI agents to the edge with total privacy, low-cost memory, and zero cloud data export. Read our enterprise case studies.

Defense

Energy

Industry

Robotics

Sovereign by design, not by promise.

It stays yours

It is on the record

No black box

Impact

Terrawatt

Kieback&Peter

Air Cargo

Earth Observation

Cross-Platform

Unified Analytics