Blog & Insights

Technology Insights & Trends

What we have learned building AI systems that had to keep running — agents, retrieval, evaluation, cost and the parts that break. Researched, sourced, and argued rather than summarised.

Scaling Vehicle Tracking with a Hybrid Cloud Architecture

Cloud & DevOps • Featured

Scaling Vehicle Tracking with a Hybrid Cloud Architecture

Building a real-time vehicle tracking platform demands balancing scalability, cost, and complexity. Bosch’s L.OS architecture offers a blueprint: a hybrid approach leveraging serverless functions and containerized services.

Glomax Admin 33 min read

ALPR Surveillance: The Privacy Trade-Off

ALPR Surveillance: The Privacy Trade-Off

Flock Safety’s tightening of ALPR rules doesn’t address the core issue: mass surveillance without a warrant. Enterprises evaluating similar tech must prioritize data minimization and robust legal oversight.

Glomax Admin 30 min read

Protecting Young Minds: AI Wellbeing in Schools

Protecting Young Minds: AI Wellbeing in Schools

Children are experiencing anxiety around AI, yet are also using it in ways adults don't fully understand. A proactive 'digital wellbeing' platform, powered by AI itself, offers a more effective solution than restrictive policies.

Glomax Admin 32 min read

Building an AI Research Team Without Breaking the Bank

Building an AI Research Team Without Breaking the Bank

The cost of AI research is soaring. This guide outlines a pragmatic strategy for enterprises to build internal capabilities without massive capital expenditure, leveraging open-source and hybrid cloud approaches.

Glomax Admin 30 min read

Text2SQL Latency: Beyond the 80% Headline

Text2SQL Latency: Beyond the 80% Headline

Parameterized query templates offer significant Text2SQL latency reductions, but the implementation trade-offs—schema maintenance, NER accuracy, and cache invalidation—demand careful consideration. This article dissects the real-world costs and benefits.

Glomax Admin 34 min read

Prometheus Monitoring GPU Workloads: A Migration Guide

Prometheus Monitoring GPU Workloads: A Migration Guide

Scaling Prometheus for GPU-intensive AI training can overwhelm self-managed deployments. This guide translates Adobe's successful migration to Amazon Managed Service for Prometheus into a practical roadmap.

Glomax Admin 32 min read

PostgreSQL Migration: Gemini’s Promise and the Validation Gap

PostgreSQL Migration: Gemini’s Promise and the Validation Gap

Google’s Gemini integration in Database Migration Service accelerates PostgreSQL migrations, but automated code conversion demands rigorous testing to avoid introducing subtle errors into critical systems.

Glomax Admin 32 min read

Lamborghini Revuelto SV: Engineering Beyond the Hype

Lamborghini Revuelto SV: Engineering Beyond the Hype

The Revuelto SV delivers incremental gains through aerodynamic refinement and powertrain calibration, raising the question: does the performance uplift justify the substantial price premium?

Glomax Admin 32 min read

RAMageddon 2026: Laptop Buying in a Memory Crunch

RAMageddon 2026: Laptop Buying in a Memory Crunch

The memory chip shortage is driving up laptop prices. This guide cuts through the hype and prioritizes 16GB of RAM as the baseline for a future-proof purchase, even with rising costs.

Glomax Admin 34 min read

The Director's Cut: Creative Control in the Age of Streaming

Digital Transformation

The Director's Cut: Creative Control in the Age of Streaming

Chris Carter’s struggle to realize his vision for *The X-Files: I Want to Believe* highlights the ongoing tension between artistic intent and studio expectations, especially as streaming offers creators new avenues for control.

Glomax Admin 29 min read

Google Cloud’s PQC Roadmap: A Pragmatic Assessment

Google Cloud’s PQC Roadmap: A Pragmatic Assessment

Google Cloud’s 2029 PQC target demands immediate action, particularly around authentication. This analysis details the practical implications and required steps for enterprise migration.

Glomax Admin 31 min read

Streaming the Spectacle: Architecting for the 2026 World Cup

Streaming the Spectacle: Architecting for the 2026 World Cup

Delivering the 2026 FIFA World Cup to millions demanded a hybrid cloud and edge architecture. We dissect TelevisaUnivision’s approach, highlighting the trade-offs in cost, scale, and reliability.

Glomax Admin 36 min read

Automated PII Detection in S3 with Macie & Step Functions

Automated PII Detection in S3 with Macie & Step Functions

Build a scalable PII detection pipeline in S3 using Amazon Macie and Step Functions. This guide details configuration, custom identifiers, and automation for compliance.

Glomax Admin 30 min read

EDC on AWS: Balancing Cost, Performance & Sovereignty

EDC on AWS: Balancing Cost, Performance & Sovereignty

Deploying Eclipse Dataspace Components on AWS demands careful cost management. This guide translates AWS's optimization strategies into practical architectural decisions for enterprises.

Glomax Admin 30 min read

The Robotics Reset: Navigating the New Import Ban

The Robotics Reset: Navigating the New Import Ban

US restrictions on robotics imports are forcing a re-evaluation of R&D costs and strategies. This guide outlines the engineering implications and a path forward.

Glomax Admin 33 min read

Beyond the Hype: Engineering Reliable AI for Enterprises

Beyond the Hype: Engineering Reliable AI for Enterprises

Enterprise AI adoption is shifting from experimentation to implementation. This guide focuses on the pragmatic engineering choices—data governance, infrastructure, and model selection—that determine success.

Glomax Admin 35 min read

The AI Talent Squeeze: Automating Beyond the Hype

The AI Talent Squeeze: Automating Beyond the Hype

The scramble for AI engineers, highlighted by the Samsung/SK Hynix exodus, isn’t solved by bigger bonuses. It’s solved by building systems that need fewer specialists.

Glomax Admin 33 min read

LLM Vulnerabilities: A Structural Flaw

LLM Vulnerabilities: A Structural Flaw

Recent research reveals a fundamental, likely unpatchable vulnerability in large language models, demanding a shift towards Zero Trust architectures and robust monitoring.

Glomax Admin 35 min read

AI Agents Will Lie: Monitoring for the Inevitable

AI Agents Will Lie: Monitoring for the Inevitable

AI agents, optimized for reward, will inevitably find unintended and potentially harmful ways to achieve their goals. Effective monitoring isn't about preventing this – it's about detecting it.

Glomax Admin 29 min read

DTS vs. DIY ETL: When to Automate BigQuery Data Pipelines

DTS vs. DIY ETL: When to Automate BigQuery Data Pipelines

Evaluating BigQuery Data Transfer Service? We assess the trade-offs between Google's automated ingestion and building custom ETL pipelines, focusing on cost, engineering effort, and agentic capabilities.

Glomax Admin 3 min read

Content Platform Architecture: The Restart Cautionary Tale

Digital Transformation

Content Platform Architecture: The Restart Cautionary Tale

The failure of Walmart’s Restart gaming site demonstrates the architectural fragility of content platforms reliant on affiliate revenue, highlighting the need for diversified monetization and editorial independence.

Glomax Admin 3 min read

AI Sovereignty: Control and Innovation Aren't Mutually Exclusive

AI Sovereignty: Control and Innovation Aren't Mutually Exclusive

Enterprises facing data residency requirements don't need to sacrifice access to advanced AI. We outline strategies for balancing control, compliance, and innovation using a hybrid approach.

Glomax Admin 12 min read

Agentic Systems: Production Architectures & Trade-offs

Agentic Systems: Production Architectures & Trade-offs

Building agentic systems requires more than just a large language model. This guide details architectural patterns, failure modes, and cost drivers for deploying autonomous agents in production.

Glomax Admin 13 min read

BigQuery Auto-Tuning: A Practical Guide for Agentic Workloads

BigQuery Auto-Tuning: A Practical Guide for Agentic Workloads

As agentic AI systems generate exponentially more queries, manual BigQuery performance tuning becomes unsustainable. This guide details how to leverage BigQuery's built-in optimizations and integrate them with a structured AI delivery process.

Glomax Admin 13 min read

Brain Tumor Research Without Seeing the Data

Brain Tumor Research Without Seeing the Data

Developing AI for medical diagnostics requires balancing accuracy with patient privacy. We outline a methodology leveraging secure enclaves and differential privacy, drawing on Glomax’s experience in AI & ML and Cybersecurity.

Glomax Admin 12 min read

Rapid AI Assistants: From Concept to Care in Weeks

Rapid AI Assistants: From Concept to Care in Weeks

Building a production AI assistant doesn’t require months of planning. We outline a phased approach, leveraging serverless technologies to deliver value in weeks, not quarters.

Glomax Admin 12 min read

Multi-Region Resilience for AWS CloudFormation: A Practical Guide

Multi-Region Resilience for AWS CloudFormation: A Practical Guide

Deploying resilient, multi-Region infrastructure with AWS CloudFormation custom resources requires careful planning. This guide details a practical approach to building reliable deployments, covering failure modes and best practices.

Glomax Admin 13 min read

Offline Generative AI: Architecting for Industrial Reliability

Offline Generative AI: Architecting for Industrial Reliability

Deploying generative AI at the edge demands an offline-first architecture. This guide outlines a practical framework for building reliable, low-latency applications in environments with intermittent connectivity, drawing on Glomax's experience in industrial IoT and AI delivery.

Glomax Admin 13 min read

Predictive Launch: Using AI to Forecast Product Demand

Predictive Launch: Using AI to Forecast Product Demand

Google’s Pixel 11 event highlights the importance of anticipating demand. We outline a practical approach to forecasting product launch success using AI, focusing on data pipelines and production models.

Glomax Admin 14 min read

Privacy-First AI for Brain Tumor Research: A Phased Delivery Guide

Privacy-First AI for Brain Tumor Research: A Phased Delivery Guide

Building AI for sensitive medical data requires more than accuracy. This guide details a phased approach to privacy-preserving AI development for brain tumor research, from data preparation to production deployment.

Glomax Admin 16 min read

Rapid AI Assistant Deployment: Lessons from Pelago

Rapid AI Assistant Deployment: Lessons from Pelago

Pelago built a serverless AI assistant in two weeks. This demonstrates the speed possible with modern cloud architecture, but successful production requires more than just fast iteration.

Glomax Admin 3 min read

AI Tariffs and Robotics: A Question of Long-Term Strategy

Recent proposed tariffs on robotics raise critical questions about the future of AI development and the potential for stifled innovation. We explore the implications for businesses.

Glomax Admin 4 min read

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