The Workstation Blog
Engineering
Posts tagged Engineering.
Balancing Pruning and Diversity
Test-time reasoning is increasingly the place where quality is won or lost. Generating many candidate reasoning paths and then selecting the best ones lets…
LLM Drift Detection in Regulated Environments
Regulated industries do not have the luxury of treating a Large Language Model deployment as an experiment. In banking, health tech, fintech and tax returns, a…
Hybrid Execution for Coding Agents
Coding agents in banking, FinTech, education, HealthTech and tax return workflows face a recurring tension: run a whole task with a high-level skill and risk…
Generative AI's Hidden Impact
Generative AI is now a fixture in developer workflows. Its visible gains in speed and boilerplate reduction sit alongside less obvious shifts in accessibility…
Pixel-Space Diffusion Models Gain Ground
Pixel-space diffusion is re-entering the design conversation for generative AI. After years of dominance by latent diffusion pipelines that compress images…
Cutting AI Inference Costs by 68%
AI inference costs are the compute and token charges incurred when a deployed model generates outputs for live requests. The work is similar across sectors…
LLMs Write Code, But Don't Fix Silos
Generative AI is changing how software gets built by shifting where developer skill is applied. The thesis is straightforward: LLMs accelerate code production…
Blast Radius Analytics
The Complexity of Modern Distributed Microservices Modern banking, healthtech, and tax platforms are no longer monoliths. They are composed of hundreds of…
Beyond Unit Tests: Reliability Engineering for Regulated Systems
Reliability in banking, education, HealthTech, FinTech and tax return platforms is not a test report. It is the ability to keep a student portal open during…
