2023-03 → Present

The AI takeoff is happening.
We're measuring it.

Future Shock maps the accelerating trajectory of artificial intelligence — across models, compute, robotics, research, and open source. Updated daily. No hype. No financial advice. Just the signal.

Six Tracking Axes

The dimensions of acceleration
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Model Capability

Benchmarks, multimodal, agents, context windows, tool use

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Compute & Chips

GPU releases, FLOPs/dollar, training clusters, energy

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Robotics

Humanoid milestones, autonomous deployments, LLM-driven demos

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Research Velocity

arXiv publication rate, breakthrough papers, citation velocity

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Open Source

GitHub commit velocity, AI co-authored code, framework growth

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Policy

Government action, regulation, defense, trade, AI governance

Latest Signals

Updated daily
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Mar 31, 2026

Alibaba Qwen Team Releases Qwen3.5 Omni: A Native Multimodal Model for Text, Audio, Video, and Realtime Interaction

Alibaba releases Qwen3.5-Omni, an omnimodal AI model handling text, audio, video, voice cloning, real-time web search, and 10-hour audio processing. Available on HuggingFace with live demo. Claims to beat Gemini on audio benchmarks. [Editorial: Genuinely new omnimodal variant in the Qwen3.5 family. Staleness flag overridden — Feb 2026 coverage was for base Qwen3.5, this Omni variant is new. Single secondary source (MarkTechPost) but verified via HuggingFace and Decrypt.]

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Mar 31, 2026

Mark Zuckerberg is doing content moderation again

Meta’s CEO said he didn't want to be the speech police. Then he texted Elon Musk

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Mar 31, 2026

AI Self EVOLUTION (Meta Harness)

Automate your workload with the Claude Cowork Stack: https://clickhubspot.com/737d7b Download The 25 OpenClaw Use Cases eBook 👇🏼 https://bit.ly/4aBQwo1 Download The Subtle Art of Not Being Replaced 👇🏼 http://bit.ly/3WLNzdV Download Humanities Last Prompt Engineering Guide 👇🏼 https://bit.ly/4kFhajz Join My Newsletter for Regular AI Updates 👇🏼 https://forwardfuture.ai Discover The Best AI Tools👇🏼 https://tools.forwardfuture.ai My Links 🔗 👉🏻 X: https://x.com/matthewberman 👉🏻 Forward Future X: https://x.com/forwardfuture 👉🏻 Instagram: https://www.instagram.com/matthewberman_ai 👉🏻 TikTok: https://www.tiktok.com/@matthewberman_ai 👉🏻 Spotify: https://open.spotify.com/show/6dBxDwxtHl1hpqHhfoXmy8 Media/Sponsorship Inquiries ✅ https://bit.ly/44TC45V Link to paper: https://yoonholee.com/meta-harness/

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Mar 30, 2026

A Convex Route to Thermomechanics: Learning Internal Energy and Dissipation

We present a physics-based neural network framework for the discovery of constitutive models in fully coupled thermomechanics. In contrast to classical formulations based on the Helmholtz energy, we adopt the internal energy and a dissipation potential as primary constitutive functions, expressed in...

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Mar 30, 2026

Binary Decisions in DAOs: Accountability and Belief Aggregation via Linear Opinion Pools

We study binary decision-making in governance councils of Decentralized Autonomous Organizations (DAOs), where experts choose between two alternatives on behalf of the organization. We introduce an information structure model for such councils and formalize desired properties in blockchain governanc...

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Mar 30, 2026

Fast Large-Scale Model-Based Iterative Tomography via Exploiting Mathematical Structure, Hierarchical Optimization, Smart Initialization, and Distributed GPU Computing

Model-Based Iterative Reconstruction (MBIR) is important because direct methods, such as Filtered Back-Projection (FBP) can introduce significant noise and artifacts in sparse-angle tomography, especially for time-evolving samples. Although MBIR produces high-quality reconstructions through prior-in...

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