Capability menu.
Pick a wedge or pick the whole stack. Most engagements start with the 14-day PoC and grow from there.
Agentic App Development
Multi-step agents shipped as iOS, Android, and web apps. Tool use, streaming UI, hybrid on-device/cloud architectures.
- Native iOS / Android
- Next.js web app
- Tool-calling layer
- Streaming UI
MCP Server Engineering
We build Model Context Protocol servers so your agents talk to your systems on open standards — never locked to one vendor.
- MCP server design
- Auth & rate limits
- Open-source publishing
- A2A interop
On-Device AI
Production deployment of Local AI on Apple Foundation Models, MLX, and LiteRT. Thermal-aware. Memory-tiered. Privacy by architecture.
- Model selection
- Quantization
- Metal/Core ML pipeline
- Inference benchmarks
Multi-Agent Orchestration
Specialized agents that coordinate. Built on CrewAI, AutoGen, or custom orchestration depending on what fits.
- Agent topology design
- State management
- Failure handling
- Cost shaping
Shopify AI Agents
Conversational and agentic experiences for Shopify merchants — product discovery, cart recovery, support deflection, and merchandising — shipped as embedded admin apps and storefront agents.
- Embedded admin app
- Storefront agent
- Shopify API + MCP
- Theme & checkout
Evals & Observability
Every engagement ships with a custom eval harness. Golden sets, pass/fail thresholds, regression tracking. Public methodology page.
- Eval harness
- Golden datasets
- Trace dashboards
- Methodology doc
Voice & Multimodal Agents
Vision, speech, and on-device transcription. Voice-first UX with low-latency partial responses and word-level highlighting.
- ASR + TTS
- Vision pipelines
- Real-time UX
- Hybrid fallback
AI Strategy & PoC
Our productized 14-day PoC. Fixed scope, fixed price, working multimodal agent at the end — across iOS, Android, or web.
- Workflow mapping
- Architecture blueprint
- Working prototype
- Path to production
Fixed-price PoC · Project · Embedded team.
We work three ways. Most clients start with the 14-day PoC, then graduate to a project or embed us alongside their engineers.