Capabilities

Built for both

• Companies and teams On-call support, internal Q&A, contracts and invoices, sales and ops automation, coding copilots, QA and risk. Models plug into the software, sites, apps, and devices you already have.
• Individuals and makers A second brain, research and writing help, a content or support bot, a small product of your own, automation for one. Tools you open every day—not a demo.

AI that can help right now

• Agents Plan, call tools, finish multi-step work. Tickets, quotes, scheduling, inspections, engineering help—then a person spot-checks.
• Knowledge (RAG) Manuals, mail, wikis, contracts in. Answers with citations, permissions, and refresh when the source changes. Less invention.
• Computer and browser use Click, fill forms, move data, reconcile systems on a script. People review the critical steps; the rest is the agent.
• Realtime voice Phone, front desk, coaching, meeting notes. Listen and speak, then write into tickets and CRM—not a recording that sits unused.
• Vision and documents Invoices, IDs, drawings, screens, site photos. Read, extract, match, file—into finance, warehouse, or inspection.
• Code and internal tools Ask the repo, assist review, add tests, turn repeated work into an assistant. Teams ship more; solo builders ship more.
• Workflow automation Lead to cash, ticket to close. The model classifies, extracts, drafts; the system notifies, stores, and chases.
• Personal assistant and second brain Notes, calendar, files, writing, study. Data stays where we agree. Built to be opened, not admired.
• Multimodal content Understand images and video, captions, voice-over, product shots and short-form pipelines—with your review, not uncontrolled generation.
• Private deploy and guardrails On-prem or local models, keys, cost caps, evaluation, redaction. Secrets that should not leave, do not leave.

Software, sites, and hardware

• Apps and clients iOS, Android, HarmonyOS, Flutter, React Native, mini programs, wearables. AI lives in the client, not as a bolted-on webpage.
• Web and backends Sites, SaaS, H5, admin consoles, APIs, sign-in, deploy. Internal tools can carry assistants and automation too.
• Hardware and edge Embedded, IoT, cameras, sensors. Run the model on the device when that is cheaper or safer; send the rest to the cloud.
• Data and automation CRM, tickets, warehouse, finance. The model decides; the system executes; a person confirms the steps that matter.

Building blocks we use

• LLM APIs
• Open-source / local models
• Realtime voice
• Vision and OCR
• MCP / tools
• RAG pipelines
• Agent graphs
• pgvector / Qdrant
• FastAPI / Node
• Next.js / PHP
• iOS / Android
• Flutter / HarmonyOS
• Docker / K8s
• Queues / workers

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