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Intel Demos Chip to Compute With Encrypted Data

View original at spectrum.ieee.org
IEEE Spectrum - Technical Title: Intel Demos Chip to Compute With Encrypted Data Date: 2026-03-10 13:00 Source: https://spectrum.ieee.org/fhe-intel <img src="https://spectrum.ieee.org/media-library/overhead-view-of-intel-s-computing-chip-called-heracles.jpg?id=65174073&width=1200&height=800&coordinates=156%2C0%2C156%2C…
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  • Intel's work on Heracles is very good and carries weight when talking about scale

    60% confidence
  • A full 3D-stacked commercial photonic FHE chip could be ready in two or three years

    60% confidence
  • Specialized hardware for FHE is needed for emerging applications around deeper machine learning operations like neural nets, LLMs, or semantic search

    60% confidence
  • At current scale, there is less need for specialized FHE hardware

    60% confidence
  • Optalysys is looking at pushing way past the digital limit for FHE acceleration using photonics

    60% confidence
  • Balancing the movement of data with the crunching of numbers is the key challenge in FHE acceleration

    60% confidence
  • Heracles is the first hardware that works at scale for FHE computing

    60% confidence
  • Heracles represents the start of a whole journey in FHE hardware, similar to the first microprocessor

    60% confidence
  • Many smaller AI models will run fine on FHE accelerated hardware even with data expansion

    60% confidence
  • Heracles achieves about the level of speedup expected from an all-digital FHE system

    60% confidence
  • Intel has proven and delivered everything promised for the Heracles chip

    60% confidence
  • For FHE, the size of cipher text is orders of magnitude larger than plain text

    60% confidence
  • Niobium's chip will be the world's first commercially viable FHE accelerator designed for real-world cloud and AI infrastructure

    60% confidence
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What we're seeing
Enterprise AI Agents Go Mainstream, But Trustworthy Data Access Lags Adoption
A wave of enterprise AI agent activity — fresh funding (Latitude's $35M Series A), a run of CB Insights CEO interviews spotlighting fintech- and healthcare-focused agent startups (Covecta, Penguin AI, Maisa AI), and major platform partnerships (Microsoft-Mistral, Manulife-Microsoft AI governance, Siemens-NVIDIA agentic EDA, Box's agent security controls) — signals agentic AI moving from pilot to production across financial and enterprise workflows. Yet Google Cloud's own research shows adoption is outrunning data readiness (companies average AI access to only 45% of their data, with 'data laggards' capped near 30%), while insider selling at incumbent C3.ai hints at mixed investor conviction even as the broader ecosystem accelerates.
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Satellite-Terrestrial Network Integration Acceleration
Increased investment and launches in hybrid satellite-cellular networks across telecom industry; competitive responses from other carriers; regulatory activity around satellite spectrum; expansion of emergency/rural connectivity use cases
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Where sources disagree
ING Group
Both facts record the same metric (shares_outstanding) for ING Group at the identical observation date (2025-12-31). FACT A states 2,902,437,688 shares; FACT B states 2,902 million shares (2,902,000,000). The difference is 437,688 shares (~0.015%). This is a genuine value conflict, though the discrepancy appears to result from FACT B rounding to the nearest million while FACT A provides the precise count.
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