All Articles
Speculative Decoding and the Model Choice: Lessons
Speculative decoding model differences.
Standing Up vLLM on a Single A10G: From First Boot to Dual-Model Deployment
Deploying vLLM with docker on AWS using terraform.
How to Lead High-Confidence, High-Certainty People Without Crushing Their Value
This article shows how leaders can channel strong, dominating confidence into team-strengthening collaboration.
Rough Notes - Product Observability
A part of Product strategy that isn’t just about shipping features fast.
Inference-Aware AI: Working Definitions
A glossary of terms that define the concept of inference-aware agents, breaking down the core ideas, agent types, awareness dimensions, and platform components behind cost-efficient AI systems.
A Hypothesis: Inference-Aware Agents Could Be the Next Big Leap in AI Efficiency
An introduction to the hypothesis that AI agents can be made faster, cheaper, and more effective through an inference-aware platform that optimizes how they decide, act, and use resources.
A VECTR-Guided Refactor with Cursor.
Let's review a real example i've had to refactor to make it easier to contend with.
The Duplication Dilemma: A VECTR Guide to Repeating Yourself
This article clarifies the "Don't Repeat Yourself" (DRY) principle within the context of VECTR
Scaling Engineering with AI from 0 to 50
What it really takes to scale an engineering team from 0 to 50 inside a 100+ person company in today’s AI-native world.
Logistic Regression from Scratch with Python (Full Implementation)
Logistic regression from scratch with notes and learnings.
VECTR: Velocity-Engineered Code for Rapid Teams
VECTR is a pragmatic software philosophy focused on speed, clarity, and context. It favors useful code, justified abstractions, and adaptive design over rigid rules.
Notes to Self: Hiring Playbook
No-fluff hiring guide for engineering leaders
Multiple Linear Regression from Scratch (with Diagnostics)
A from-scratch implementation of multiple linear regression using gradient descent, with full diagnostic plots and batch prediction on test data.
Simple Linear Regression on Housing Data (Notes)
Just some note on linear regression to come back later to.