Capabilities & Practices
From autonomous multi-agent systems and custom MCP tools to native Electron desktop clients and high-performance Web platforms. We work on fixed scopes, sprint by sprint.
Autonomous AI Agents & Custom Tools
Agents that reason, use tools, self-heal, and actually do work.
Architecture & Approach
We don't build generic LLM wrappers. We design multi-agent orchestration loops, custom Model Context Protocol (MCP) servers, and telemetry-guarded agent swarms that run on servers, local dev machines, or edge nodes.
Primary Technologies
Core Deliverables & Outputs
- Custom MCP Servers (stdio / HTTP) for internal databases & APIs
- Autonomous problem-triage & self-healing runtime loops
- Multi-agent task decomposition & stateful memory workflows
- Guardrails, token budget throttling & failure containment
Cross-Platform Desktop Apps (Electron)
Native OS power with the fluidity and polish of the web.
Architecture & Approach
Fast, memory-conscious desktop applications for macOS, Windows, and Linux. Built with local SQLite/LevelDB storage, hardware acceleration, background daemons, and system tray integrations.
Primary Technologies
Core Deliverables & Outputs
- Electron & Tauri production packaging (auto-updates, code signing)
- High-performance local IPC between Node/Rust core and UI
- Offline-first sync architectures with encrypted local storage
- Native menu, tray, global shortcuts, and file system bridges
Edge AI & Smart Model Routing
Sub-millisecond inference routing and on-device intelligence.
Architecture & Approach
Eliminate vendor lock-in and slash token expenditure by 70%. We deploy lightweight router daemons that dynamically cascade queries across Groq, Anthropic, OpenAI, and local edge models based on real-time latency and cost.
Primary Technologies
Core Deliverables & Outputs
- Zero-latency multi-provider AI proxy gateways (like OmniRoute)
- Dynamic token optimization & decision-tree model switches
- Edge deployment on ARM64 / Raspberry Pi / on-prem clusters
- Local vector search (pgvector / sqlite-vss) without external SaaS
Modern Web Apps & SaaS Platforms
Engineered for day 300, not just the day 30 demo.
Architecture & Approach
Full-cycle product engineering from database schemas and authentication to real-time WebSockets and high-converting storefronts. Codebases that your internal team will love to inherit.
Primary Technologies
Core Deliverables & Outputs
- High-velocity Next.js 15 App Router applications with Server Actions
- Scalable PostgreSQL & Supabase data modeling with row-level security
- Real-time dashboards, WebSockets & background task schedulers
- Clean, component-driven design systems (Tailwind + Radix UI)