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Coding With Ai

Articles and publications tagged Coding With Ai across the Atmosphere.

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Publications

Murphy Randle

Murphy RandleOct 15, 2026

Trust, and Reviewing Changes

This morning on the drive back from school drop-off my Eleven Reader’s AI voice confidently proclaimed over my car stereo: Our team members still review every change request for the system, but they now examine the intent of the change as opposed to reading every line of code. I felt validated. This was near the...

AI CodingCoding with AI

Murphy Randle

Murphy RandleSep 15, 2026

Local LLM benchmark: 7 model/host combos, 3 passes each, one agentic task

Seven local model/host combinations on an M5 Max with 128 GB, three passes each on the same agentic coding task, averaged: prefill, decode, memory, MTP acceptance, cache hit rate and code quality.

Murphy Randle

Murphy RandleAug 6, 2026

The GreenPT Cache Problem Fixed Itself

A month ago I published a post about burning €11 in 18 minutes on GreenPT. The session logged 10 million input tokens with zero cache hits. Every request billed the full conversation history. GreenPT support responded to that post and refunded the €11. They said they do caching internally, but that it’s opaque from the...

Murphy Randle

Murphy RandleJul 25, 2026

€11 for 18 Minutes: My GreenPT Experiment Hit 10M Input Tokens

I’ve been trying to figure out how to make my AI usage less damaging to the environment. Most of my experiments so far have been about running local models on my MacBook, which uses way less power than an RTX card, or using small models like DeepSeek V4 Flash on OpenCode Go. Then I found...

Murphy Randle

Murphy RandleJul 23, 2026

The Two-Model UX Review: Stop UI From Sucking (on a Budget)

I’m building a side project — an offline-first PWA called Starchive where teams track appreciation with stars and hearts. Stars are admin-given points (gold, cashable). Hearts are anyone-to-anyone permanent thank-yous (pink, never cashed out). I’m doing this with opencode and opencode-go, using DeepSeek V4 Flash as my main model. It’s fast and cheap — ideal...

Coding with AITips & Tricks

Murphy Randle

Murphy RandleJun 4, 2026

We’re zooming out a step

I’m slowly watching, feeling out the shape of this wave that we’re all riding together. I’m sensing an order-of-magnitude zoom-out when it comes to the relationship between our brains and the code we manage. My colleagues, while working to understand our changing roles, have drawn comparisons between AI-produced code and compilers. Most programmers stopped paying...

Our FutureCoding with AI

Murphy Randle

Murphy RandleJan 14, 2026

Handling Increases in Test Code

Code written with AI agents gets substantially more robust when the agent has a feedback loop, like a good test suite. And agents like Claude Code are very good at writing big.. long… super long… test suites. I find myself not only generating more application code than I’ve ever written in my life, but many...

Murphy Randle

Murphy RandleJan 12, 2026

Freeing Up Flow With Claude Code & Linear MCP

I’ve been experimenting with using Claude Code to create Linear issues instead of filling them out by hand, and it’s been a bigger workflow upgrade than I’d expected it to be. Too often I’ve made or come across Linear issues that are just a line or two, jotted down from someone’s memory and now turned...

Murphy Randle

Murphy RandleJan 10, 2026

Claude Code Hooks for Fun and Focus

My attention wanders. A lot. I’ll kick off a Claude Code session, switch to check on something else, and 20 minutes later realize I’ve got a forlorn Claude tab that’s been waiting for approval for …19 minutes. A notification beep doesn’t help much—it starts a quick game of “which tab was that?”. Not a huge...

Murphy Randle

Murphy RandleMar 11, 2025

AI’s Not Trustworthy, But It Is Testworthy

Today as I hammered away on a code refactor with Cursor AI to migrate some Express endpoints to Next.js, I was met with the sad truth that, though I’d like to imagine the LLM capable of digesting the fine meaning of an entire source code file instantly, and spitting out a logically equivalent rewrite, we’re...

AI CodingCursor AI

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