---
title: "K. R. Sterling — Superintelligence Buzz"
description: "K. R. Sterling is Principal Systems Architect, Distributed Runtimes at Superintelligence Buzz."
canonical: "https://superintelligence.buzz/authors/k-r-sterling"
---

# K. R. Sterling

*Principal Systems Architect, Distributed Runtimes · Systems & Craft*

Distributed systems engineer demystifying memory arithmetic, speculative execution, and hardware bottlenecks.

## Dispatches by K. R. Sterling

- [JEV-as-a-Judge: Accept When Confident, Escalate When Unsure](https://superintelligence.buzz/essays/jev-as-a-judge-system-one-evaluation) (2026-10-16) — *Routing every production evaluation through a heavyweight autoregressive model burns cluster budgets on redundant monologues. Here is how typed System One evaluators and confidence-routed cascades restore discipline to the inference critical path.*
- [The Architecture Beneath the Hype: Why Sparse Routing and Memory Arithmetic Won the Day](https://superintelligence.buzz/essays/post-scaling-craft) (2026-10-13) — *The era of throwing $100M compute clusters at monolithic dense models has hit an economic brick wall. Here is how modern Mixture-of-Experts and speculative decoding actually work under the hood.*
- [The Co-Evolution of Task and Harness: Why Lean Execution Models Are Leaving the Chat Window Behind](https://superintelligence.buzz/essays/the-co-evolution-of-task-and-harness) (2026-10-21) — *For years, foundation models were optimized to produce pleasant conversational prose inside browser windows. The emergence of closed-loop self-scaffolding systems like Ornith-1.5 reveals a different trajectory: lean parameter footprints tuned directly for terminal harnesses, sparse tool use, and verifiable assertions.*