Insights

From Our Blog

Perspectives on machine learning, AI engineering, signal processing, and building production-grade systems that create real impact.

Demand Forecasting & Inventory
Demand Forecasting & Inventory

Forecasting Spare-Parts Demand: Why Min/Max Rules Fail on Intermittent, Lumpy Movers

Why spreadsheets and ERP min/max rules fail at slow, sporadic spare parts — and the statistical methods (including Croston's) plus machine learning that actually deliver reorder points, safety stock, and projected stockout dates.

July 13, 2026 · 7 min read
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Signal & Audio AI
Signal & Audio AI

Voice AI Grows Up: Engineering Production Speech Systems in 2026

Cascaded vs speech-to-speech architectures, the sub-500ms latency budget, $0.40-per-call economics, Whisper vs Deepgram vs Azure, and the Israeli voice AI ecosystem — a production engineering guide.

July 6, 2026 · 9 min read
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MLOps & AI Infrastructure
MLOps & AI Infrastructure

Your MLOps Vendor Just Got Acquired — Now What?

Iguazio, Dataloop, Neptune.ai, Seldon — the MLOps consolidation wave is real. How to assess your lock-in, plan a migration, and build a stack that survives the next acquisition.

July 1, 2026 · 8 min read
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Signal & Audio AI
Signal & Audio AI

Audio AI in Production: From Speech Models to Sound Intelligence

Speech-to-text, voice synthesis, sound event detection, music generation, and real-time edge deployment — what works, what doesn't, and what it costs in 2026.

June 16, 2026 · 9 min read
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AI Strategy & Business
AI Strategy & Business

The Agentic AI Production Gap: Why 89% of Enterprise Pilots Never Ship

89% of enterprise agentic AI pilots never reach production. Here's what's really causing the gap — and the five engineering disciplines that separate the 11% that ship.

June 14, 2026 · 7 min read
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AI Strategy & Infrastructure
AI Strategy & Infrastructure

The Quiet Revolution: Why Israeli Enterprises Are Bringing AI On-Prem with Small Language Models

Small Language Models are reshaping enterprise AI in Israel — delivering frontier-grade results inside your own four walls, without a single token crossing the public internet.

June 7, 2026 · 8 min read
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Cloud & ML Infrastructure
Cloud & ML Infrastructure

AWS Bedrock, Vertex AI, and Azure AI: How Cloud Platforms Are Accelerating ML R&D

How the three major cloud ML platforms are compressing research-to-production timelines — and what enterprise teams should know when choosing between them.

May 24, 2026 · 9 min read
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Enterprise AI
Enterprise AI

From Pilot to Production: Why 88% of AI Agent Projects Fail — and How to Beat the Odds

Nine out of ten enterprise AI agent pilots stall before deployment. Here are the five principles that separate production-grade systems from expensive experiments.

May 17, 2026 · 10 min read
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LLMs & Agents
LLMs & Agents

AI Agents in Production: From Prototype to Enterprise Deployment

What separates a polished demo from a reliable production agent — architecture patterns, failure modes, evaluation frameworks, and guardrails that matter.

April 12, 2026 · 8 min read
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AI Strategy & Industry
AI Strategy & Industry

The State of AI in Israeli Industry: Trends and Opportunities in 2026

A research-style overview of AI adoption across Israel's key sectors — healthcare, defense, audio tech, ad tech, and finance — and what companies need from specialized AI consulting partners.

April 11, 2026 · 8 min read
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Infrastructure
Infrastructure

Wait, The World's Fastest AI Supercomputers Run on Something Called "Slurm"?

A deep dive into the job scheduler powering the world's most advanced AI compute clusters — from exascale Frontier to enterprise on-prem HPC.

February 27, 2026 · 5 min read
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Case Study
Case Study

Transforming Sales with AI: A Success Story with Israel's Leading Communication Company

Machine learning applied to the full sales pipeline — how predictive lead scoring drove measurable ROI for a major telecom.

November 18, 2024 · 2 min read
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LLMs & GenAI
LLMs & GenAI

Harness Your Data's Potential with Large Language Models (LLMs)

How fine-tuning and RAG unlock value from unstructured text, internal documents, and enterprise knowledge bases.

September 5, 2023 · 2 min read
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Signal & Audio
Signal & Audio

Supercharging Machine Learning Models with Classical Digital Signal Processing

How classical DSP techniques — Fourier transforms, filters, and Nyquist sampling — can be the make-or-break factor in ML success.

May 24, 2023 · 3 min read
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ML Research
ML Research

Unleashing the Power of Graphs for Machine Learning

A comprehensive look at graph neural networks — from GCNs and GATs to applications in fraud detection, bioinformatics, and recommender systems.

2023 · 4 min read
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AI Strategy
AI Strategy

Expertise Without Boundaries: Affordable AI and ML Development

How MLAIA delivers production-grade AI and ML capabilities to startups and enterprises — without the overhead of building an in-house team.

July 30, 2023 · 2 min read
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