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2026 Tech Roadmap: AI in Space, Crypto Infrastructure, RF SATCOM, and Radiation Validation

· 2 min read
Sampras Zheng
Sampras Zheng
Engineer

This post captures my current engineering thesis across AI systems, space infrastructure, blockchain, and RF validation.

Why This Matters Now​

In 2026, AI deployment is moving from model demos to system-level execution. The next frontier is not only better models, but where compute runs, how data moves, and how hardware survives harsh environments.

My current focus is the intersection of:

  • AI engineering and MCP-enabled workflows
  • Space compute and in-orbit infrastructure
  • Crypto-native data and settlement layers
  • RF phased-array communication for space-to-ground links
  • Radiation-aware validation for commercial silicon in space missions

Signals I Am Tracking​

1) Polkadot and scalable on-chain infrastructure​

Polkadot’s coretime and elastic scaling model is directly relevant to bursty workloads and production-grade systems.

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2) Space data center and orbital compute direction​

The industry is testing what it means to run compute off-Earth. This creates a new systems question: power, cooling, communication, and fault tolerance as a single architecture.

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3) AI hardware scaling and system-level integration​

NVIDIA’s Blackwell generation reflects the trend toward tightly integrated compute + networking + memory system design, not just isolated chip metrics.

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4) Crypto + satellite communication as resilient infrastructure​

Crypto systems increasingly intersect with non-terrestrial communication paths, including satellite relay concepts.

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5) Radiation verification for space deployment​

Using commercial compute hardware in space requires disciplined radiation effects analysis and qualification strategy.

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Engineering Hypothesis​

  • AI will increasingly require distributed compute beyond terrestrial data centers.
  • Space compute can amplify demand for secure coordination and settlement layers, where crypto-native primitives may become practical infrastructure.
  • RF phased arrays are not optional in this stack; they are foundational for reliable high-throughput links.
  • Commercial silicon in space will succeed only with rigorous validation, especially radiation-related risk control.

What I Will Keep Updating​

  • Weekly macro + crypto + US equities outlook
  • Daily/continuous living trackers for AI, space, RF, Polkadot, and investing
  • Implementation notes from validation engineering and automation workflows