RIYADH DEC 16-17 2025

Agentic OS Workshop: Vision to Execution

Humain One planning in Riyadh with Humain, Playtron and Qualcomm

Day 1 focuses on the "What & Why" (Vision, UX, High-Level Architecture), while Day 2 focuses on the "How & When" (NPU Implementation, Specific Capabilities, Roadmap).

Day 1 - 16th: Vision, Design & Core Architecture

Goal: Define the April Demo scope, agree on the UX paradigm, and map the high-level system architecture.

1

09:30 - 11:00 | AI-First OS Vision & April Leap Definition

Combining Vision and Hero Flows to ensure technical constraints inform the narrative immediately.

  • Vision Alignment: AI agents as OS primitives (not apps)
  • Natural language as the primary control surface
  • Anchor Narrative: "Offline doesn't mean dumb," "Anticipatory but controllable"
  • Define 3-5 "Hero Flows" (e.g., Deep Research, System Control + Summary)

Output: List of April Hero Flows with specific UX/Technical requirements.

2

11:15 - 13:15 | First-Principles Design & UX Alignment

Deep dive into the mental model. How does the user interact with the OS?

  • Interaction Paradigm: Command palette vs. Persistent AI Panel vs. Contextual suggestions
  • Trust & Feedback: Visual patterns for "AI is thinking," "Action taken," and "Cloud vs. Local" indicators
  • Information Architecture: Navigation for Settings, Files, and Agent Panels

Output: Core interaction model defined + List of UX artefacts needed for April.

3

14:15 - 15:45 | Architecture Deep-Dive: OS, Orchestrator & Agents

Joint whiteboarding of the system brain.

  • HUMAIN ONE Orchestrator: Routing logic for Local LLM vs. Groq vs. Liner (Search)
  • Agent selection: How the system decides who handles a request (System Agent vs. File Agent)
  • Process Model: Security boundaries and OS integration points
  • Networking: Confirm Zscaler policies and fallback behaviors (Cloud vs. Offline)

Output: Architecture Diagram v0 (April Scope) + Routing Logic Draft.

4

16:00 - 17:30 | Offline Mode, Security & Constraints

Defining the boundaries of the system.

  • Offline/Degraded UX: Explicit definition of what works without internet
  • Safety Rails: Confirmation patterns for high-risk actions (e.g., changing system configs, deleting files)
  • Privacy: What can the AI see? (Permissions model for April)

Output: Offline UX Spec v0 & Security Policy list.

5

17:30 - 18:00 | Day 1 Wrap & April/2026 Split

  • Review Day 1 decisions
  • Tag features as "April Critical" vs. "2026 Roadmap"

Day 2 - 17th: Implementation, Hardware & Roadmap

Goal: Prove feasibility (NPU/Hardware), define specific tool capabilities (Files, Settings, RAG), and lock in the schedule.

09:30 - 11:00 | Hardware Reality: NPU, Local LLM & Performance

Hands-on engineering focus.

  • NPU Integration: Model selection, quantization, and X2 Elite specific constraints
  • Performance: Define latency budgets and context window limits for the April demo

Output: NPU integration plan & performance targets (Latency/Throughput).

11:15 - 13:00 | Core Capabilities: Settings, Files & RAG

Defining the "Tools" the AI uses to execute the Hero Flows defined on Day 1.

  • System Control: APIs for Volume, Wi-Fi, Brightness. Mapping them to the Orchestrator
  • File System: How the AI locates, opens, and reads documents
  • Local RAG: Minimal architecture for "Chat with my files" (Ingestion → Indexing → Retrieval)

Output: API Spec v0 for Settings/Files + RAG Architecture for April.

14:00 - 15:30 | Demo Hardening: QA, Observability & Risk

How do we ensure the demo doesn't fail?

  • Observability: Logs, crash reporting, and latency tracking
  • Testing: specific test scenarios for the 3-5 Hero Flows
  • Risk Analysis: Technical risks (Drivers, SDKs) vs. Design risks (Time)

Output: QA Checklist & Risk Mitigation Plan.

15:45 - 17:00 | Roadmap: April Leap → 2026 Vision

Backward planning.

April Milestones: Integration dates, Design freeze, Rehearsals.

2026 Phases:

  1. Phase 1: Harden Core Agents
  1. Phase 2: Expand Tools (Email, Calendar)
  1. Phase 3: Multimodal/Proactive

Output: Joint Timeline & Resource Plan.

17:00 - 17:30 | Final Wrap-Up & Next Steps

  • Assign owners to all "Output" items
  • Set cadence for weekly syncs
  • Action: Immediate kickoff of the "April Leap" sprint

Day 1 Focus

What & Why: Vision, UX, High-Level Architecture

Day 2 Focus

How & When: NPU Implementation, Specific Capabilities, Roadmap