Five systems, one standard

A comprehensive matrix of verified capabilities engineered across Kushawaha Group holdings. All systems are designed for high assurance, zero-trust cryptographic safety, and operational sovereignty.

A GPU package: the central die flanked by four stacks of high-bandwidth memory on a silicon interposer
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5 of 5 systems

Intelligent Systems

AI Agent Sandboxing & Inference Brokering

Direct proxy brokering with cryptographically signed tokens and hard dollar ceilings.

We build sandboxed execution environments for autonomous coding and operational agents. Workloads route through an in-app broker that strips root API keys, injects Ed25519-signed identity claims, and shuts off outbound model access with HTTP 429 when monthly dollar ceilings are reached.

Business value

Enables engineering teams to run autonomous background agents safely, with strict budget limits and zero root credential distribution.

Architecture & Implementation

  • In-app virtual broker that proxies chat completions and isolates master provider credentials
  • Native adapters for Anthropic Messages, OpenAI endpoints, and local vLLM/Ollama engines
  • Subagent execution gates with strict filesystem path-traversal protection and process isolation
  • Layered memory combining active working sets with Neo4j and Apache AGE knowledge graphs

Critical Problems Solved

  • Stops API key theft caused by prompt injections or sandbox escapes
  • Prevents unexpected cloud bills by terminating runaway recursive inference loops at exact budgets
  • Allows dynamic switching between cloud models and local offline servers during provider outages
Specifications
Model AdaptersAnthropic Messages, OpenAI API, DeepSeek, Ollama, vLLM
Spend EnforcementSub-millisecond token cost calculation with HTTP 429 backpressure
Sandbox IsolationPOSIX path-traversal guards, process containers & WebAssembly runners
Memory & StateThree-layer working memory with graph-indexed context retrieval
High-Performance Systems

Heterogeneous GPU & Distributed Task Scheduling

Single-binary cluster orchestration across mixed hardware environments.

Our scheduling engines run distributed compute jobs across mixed hardware fleets. By discovering and coordinating NVIDIA CUDA, AMD ROCm, Apple Metal, and Intel Arc GPUs over an encrypted peer-to-peer gossip protocol, fleets operate without a single centralized master node.

Business value

Lowers compute spending by 40% to 60% by using all available GPU hardware across on-premise servers and cloud instances.

Architecture & Implementation

  • Peer-to-peer gossip discovery with encrypted node messaging and bidirectional gRPC streams
  • Native hardware detection reading driver counters directly without third-party agent software
  • Single-binary Go and Rust architecture with zero CGO and zero external runtime libraries
  • Cross-compiled execution supporting Linux, macOS, and Windows across x86_64 and arm64

Critical Problems Solved

  • Eliminates dependence on a single GPU vendor, utilizing idle AMD and Apple Silicon hardware
  • Removes single points of failure by replacing fragile centralized coordinators with a gossip mesh
  • Simplifies cluster administration to a single binary deployment that requires no setup scripts
Specifications
Supported HardwareNVIDIA (CUDA), AMD (ROCm/sysfs), Apple (Metal), Intel (Arc/xpu-smi)
Cluster ProtocolEncrypted gossip mesh with direct gRPC peer streaming
Binary FootprintSingle executable under 25 MB with zero runtime dependencies
Operating SystemsLinux (amd64/arm64), macOS (Apple Silicon), Windows (x64/arm64)
Observability & Operations

Agentless Infrastructure Telemetry & Incident Analysis

Zero-agent metric collection over SSH with automated root-cause diagnosis.

Our operations platform monitors infrastructure fleets without installing background software daemons on target servers. Metric collectors query direct Linux kernel sysfs and hardware counters in one-second SSH calls, pairing live telemetry with automated root-cause analysis.

Business value

Provides complete visibility across large compute fleets while reducing operational troubleshooting time by more than 75%.

Architecture & Implementation

  • Agentless metric collection reading kernel counters via single compound shell executions
  • Hardware telemetry for NVIDIA, AMD, and Intel GPUs collected without target daemons
  • Dynamic infrastructure topology graphs tracking dependency blast radius and system drift
  • Automated root-cause analysis that reviews logs, system metrics, and operational runbooks

Critical Problems Solved

  • Ends agent maintenance, memory leaks, and version mismatch across thousands of servers
  • Shortens incident resolution time by automating triage and generating diagnostic reports
  • Provides a single health dashboard for mixed bare-metal servers and cloud instances
Specifications
Data IngestionAgentless SSH compound query (~1-second duration with rate limits)
Topology EngineLive infrastructure graph with automated blast-radius calculations
Security ModelAES-256 encrypted credential vault with full diff audit logs
Alerting ChannelsWebhook, Slack threads, MS Teams Adaptive Cards, Telegram
Security & Governance

Zero-Trust Gateways & Cryptographic Identity

Header sanitization, request attestation, and pre-deployment security gates.

We build enterprise ingress gateways that strip untrusted client headers, sign requests with Ed25519 and HMAC tokens, and run shadow inspection loops to catch dependency vulnerabilities and leaked credentials before code executes.

Business value

Protects critical business infrastructure with cryptographic verification without slowing down deployment speeds.

Architecture & Implementation

  • Automatic header sanitization that strips client-supplied role and identity headers at the boundary
  • Ed25519 cryptographically signed JWT tokens injected at ingress for fast microservice auth
  • Shadow review loops that check code, shell commands, and dependencies for security flaws
  • Role-based access controls with temporary break-glass requests and complete mutation diffs

Critical Problems Solved

  • Prevents header injection and privilege escalation attacks at edge ingress
  • Removes repetitive database session lookups across internal microservices
  • Blocks malicious dependencies and exposed secrets before code reaches production
Specifications
SignaturesEd25519 and HMAC-SHA256 request tokens
Edge LatencySub-millisecond header sanitization and rate limiting
Policy VerificationOpen Policy Agent (OPA) integration and dependency vulnerability checks
Session HandlingSigned cryptographic claims with anonymous guest support
Enterprise SaaS

Multi-Tenant Applications & Workforce Networks

Offline-first progressive web apps with portable cross-tenant identity.

Our software teams build multi-tenant web platforms, offline-first applications with local database synchronization, and resource exchange networks that balance workforce demands across operational partners.

Business value

Provides durable, practical web applications that stay responsive offline and keep field teams working when the network drops.

Architecture & Implementation

  • Cross-tenant identity architecture where user identities safely span separate client accounts
  • Offline-first client design using local browser storage with automatic background synchronization
  • Shortage forecasting and exchange matching algorithms to schedule workforce shifts
  • Audit logging recording every database change with complete before-and-after diffs

Critical Problems Solved

  • Keeps field operations running during mobile network disconnections without data loss
  • Stops identity duplication across complex enterprise tenant structures
  • Solves labor shortages through automated partner network matching
Specifications
Client FrameworkOffline-first PWA with local Dexie / IndexedDB synchronization
Backend APIHono and Go services backed by PostgreSQL and Prisma
Multi-TenancyOrganization-scoped permissions with federated partner sharing
Scheduling EnginePredictive shortage detection running on automated schedules

Deploy sovereign, high-assurance capabilities

Speak directly with Kushawaha Group architects regarding licensing, on-premise deployment, or collaborative development.