SpikySpace: Neuromorphic AI for Ultra-Efficient Time Series Forecasting
AI Daily8 Tammi

SpikySpace: Neuromorphic AI for Ultra-Efficient Time Series Forecasting

Today's deep dive: SpikySpace combines Spiking Neural Networks with State-Space Models to achieve 98% energy reduction for time series forecasting on neuromorphic hardware.

In this 21-minute episode of AI Daily, Jordan and Alex break down a breakthrough approach to energy-efficient AI inference. The SpikySpace paper shows how to co-design your model, software stack, and hardware target to enable sophisticated forecasting on coin-cell batteries and solar-powered edge devices.

What You'll Learn
  • Why combining SNNs with State-Space Models (SSMs) is a natural fit for temporal sparsity
  • How event-driven computation lets you skip 99% of calculations when data isn't changing
  • The developer workflow for neuromorphic hardware: Lava, snnTorch, surrogate gradients, and SDK compilation
  • Why simplified activation functions matter more than you think for edge deployment
  • Practical applications: predictive maintenance, health monitoring, traffic sensing, industrial IoT
Key Technical Concepts
  • Temporal sparsity: Compute follows the data, not the clock
  • Surrogate gradients: Training non-differentiable spiking neurons with gradient descent
  • Hardware-aware activation functions: Additions and bit-shifts instead of exponentials
  • Spike encoding: Converting continuous signals to discrete events (rate vs latency encoding)
Sources & Links
  • SpikySpace Paper (arXiv) - Full research paper on Spiking State Space Models
  • Intel Loihi - Neuromorphic research chip
  • BrainChip Akida - Commercial neuromorphic processor
  • Lava Framework - Intel's software stack for neuromorphic computing
  • snnTorch - PyTorch-based spiking neural network library
Stay Connected
  • Newsletter: aidaily.sh
  • YouTube: Full episodes with timestamps

AI moves fast. Here's what matters.

Jaksot(36)

Claude Cowork first impressions - Anthropic's new general AI agent that can take over your entire desktop

Claude Cowork first impressions - Anthropic's new general AI agent that can take over your entire desktop

Today's Headlines: • Raspberry Pi AI HAT with 8GB RAM for local LLMs • Claude's new VM sandbox: Ubuntu 22.04 on ARM64 with enterprise-level security • Google's remarkable turnaround: Gemini 3 and TPU ...

16 Tammi 11min

Google's Gemini Can Now Read Your Entire Digital Life

Google's Gemini Can Now Read Your Entire Digital Life

Google can now read your entire digital life - every email, photo, search, and YouTube video - to answer questions you haven't even asked yet. In this episode, we dive deep into Google's new Personal ...

15 Tammi 14min

Claude for Healthcare vs ChatGPT Health: AI Giants Race to Transform Medicine

Claude for Healthcare vs ChatGPT Health: AI Giants Race to Transform Medicine

Anthropic announces Claude for Healthcare following OpenAI's ChatGPT Health reveal. Both AI giants are racing to transform how we build healthcare systems. In this episode, we break down: • Anthropic'...

14 Tammi 14min

Apple Selects Google Gemini as AI Model Provider for Next-Gen Siri

Apple Selects Google Gemini as AI Model Provider for Next-Gen Siri

Description: Apple announces a multi-year partnership with Google worth approximately $1 billion annually to power the next generation of Siri using Gemini's 1.2 trillion parameter model. We break dow...

13 Tammi 10min

Google's AI Agent Commerce Protocol

Google's AI Agent Commerce Protocol

Description: Google just announced a new protocol that could transform how AI agents conduct e-commerce transactions. Jordan and Alex dive deep into the technical architecture behind this "Agent Comme...

12 Tammi 18min

X and Grok Restricted Over AI Deepfakes: Technical and Ethical Breakdown

X and Grok Restricted Over AI Deepfakes: Technical and Ethical Breakdown

X and its Grok AI chatbot are facing regulatory pressure after reports of users generating deepfake pornographic content of celebrities and public figures. This crisis reveals fundamental challenges a...

11 Tammi 19min

Anthropic Blocks Third-Party Claude Code Tools: The $200 vs $1,000 Arbitrage Explained

Anthropic Blocks Third-Party Claude Code Tools: The $200 vs $1,000 Arbitrage Explained

On January 9, 2026, thousands of developers woke up to find their AI coding workflows completely broken. Anthropic blocked third-party CLI wrappers like OpenCode without warning - and the economics be...

10 Tammi 23min

ChatGPT Health & FlashAttention in Your Browser: llama.cpp WebGPU Deep Dive

ChatGPT Health & FlashAttention in Your Browser: llama.cpp WebGPU Deep Dive

Today's deep dive: llama.cpp brings FlashAttention to WebGPU, enabling datacenter-grade LLM inference in your browser. In this 16-minute episode of AI Daily, Jordan and Alex break down how the llama.c...

9 Tammi 16min

Suosittua kategoriassa Politiikka ja uutiset

aikalisa
rss-ootsa-kuullut-tasta
tervo-halme
ootsa-kuullut-tasta-2
politiikan-puskaradio
rss-podme-livebox
viisupodi
et-sa-noin-voi-sanoo-esittaa
otetaan-yhdet
rss-asiastudio
rikosmyytit
rss-mina-ukkola
rss-vaalirankkurit-podcast
linda-maria
the-ulkopolitist
radio-antro
rss-merja-mahkan-rahat
rss-kaikki-uusiksi
rss-hyvaa-huomenta-bryssel
rss-kuka-mina-olen