Ideas on AI, engineering & careers.
Field notes from a team that builds AI products and staffs AI-fluent engineers.
FeaturedForward Deployed Engineer - The NEW Consulting Model
A new breed of practitioner — the Forward Deployed Engineer — is embedding AI specialists directly inside client organizations, quietly displacing the traditional IT consulting model that enterprises have relied on for decades.
Aiera · 4 min read
The Two-Tier Engineering Job Market: What July 2025 Data Actually Shows
Tech layoffs are surging and job postings are down 36% from pre-pandemic levels — yet demand for senior engineers and AI specialists has never been stronger. Here's what the split market actually looks like.
From Chuwa to Ryzlink: 20 Years of Engineering, Reborn for AI
Our roots run two decades deep — delivering for Cisco, Nomura, Mitsubishi, and Fujitsu. Here's why we rebuilt around AI.
How AI Is Reshaping Engineering Hiring in 2026
The skills gap isn't about headcount anymore — it's about AI fluency. Here's how the smartest teams are staffing for it.
The Two-Tier Engineering Market: What the 2025 Data Actually Shows
Tech job postings are down 36% and programmer employment has fallen 27.5% — yet demand for senior, AI-fluent engineers has never been more intense. Here's what the numbers mean for hiring managers and engineers right now.
Tech's Two-Tier Job Market: What Mid-2025 Data Tells Hiring Managers and Engineers
Tech layoffs are surging and job postings are at multi-year lows — but beneath the headline numbers, a sharp split has emerged between contracting generalist roles and genuinely scarce senior and AI-fluent engineering talent.
Engineering Hiring in 2025: Understanding the Two-Tier Market
Tech layoffs are mounting and job postings are down 36% from pre-pandemic levels — yet 87% of tech leaders say they still can't find skilled workers. Here's what the data actually shows about where engineering demand is contracting and where it's quietly surging.
New Grad? Here's How to Stand Out in an AI-First Job Market
The bar moved, but so did the opportunity. A practical playbook for early-career engineers entering an AI-first industry.
Building Production RAG: Lessons from the Ryzlink Pods
Retrieval-augmented generation looks easy in a demo and hard in production. Here's what our pods learned shipping it for real.