惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
爱范儿
爱范儿
博客园 - 三生石上(FineUI控件)
Vercel News
Vercel News
M
MIT News - Artificial intelligence
L
LangChain Blog
大猫的无限游戏
大猫的无限游戏
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
Microsoft Azure Blog
Microsoft Azure Blog
J
Java Code Geeks
Recent Announcements
Recent Announcements
Stack Overflow Blog
Stack Overflow Blog
人人都是产品经理
人人都是产品经理
IT之家
IT之家
F
Fortinet All Blogs
博客园 - 聂微东
U
Unit 42
Martin Fowler
Martin Fowler
腾讯CDC
博客园_首页
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
量子位
阮一峰的网络日志
阮一峰的网络日志
博客园 - Franky

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant
I Programmed an AI in 6502 Assembly - It Worked
paul newell · 2026-05-06 · via DEV Community

In 1975 the 6502 processed 8-bit values through memory and control flow. A Claude Code skill now uses the same mnemonics to process forge tickets through triage loops.

Paul Newell · Apr 2026 · 8 min read


I'll be honest, this started as a joke. I wanted to see if I could get Claude Code to understand 6502 assembly language.

The 6502 powered the Apple II, the Commodore 64, the BBC Micro, the NES. It had 56 opcodes, 64KB of address space and absolutely no business anywhere near a large language model.

So I built a Claude Code skill that maps its instruction set onto a modern triage-and-fix workflow. You write .s files. Claude executes them. Its response is also assembly. There's a zero-page. There's a stack. BRK means "commit and halt."

Same Verbs, Bigger Nouns

Forty years later I'm writing LDA to load issue 42, which arrives with a description, acceptance criteria, a set of labels, screenshots Claude can actually see with vision and a graph of linked PRs.

The verbs haven't changed. The nouns got about six orders of magnitude bigger.

The Smallest Useful Program

peek.s
peek.s - 6502 looking very out of place in colour
 

Six opcodes, three flags in play. This is the heart of what the whole thing does:

It's not a real 6502, of course. I just borrowed the mnemonics.

If the tests pass (C=1), commit and halt. If they fail (C=0), branch to skip and return without committing. That's it. The BCC/BCS pattern carries over directly from the real 6502. Carry set means success, carry clear means failure.

The Trace Is the Reply

An 800-token prose response ("Let me analyse this issue. I'll start by examining the file at...") becomes a handful of lines of assembly trace.

Issue fetched, file fixed, tests passed, diff reviewed, committed, PR opened. No "Let me now...", no "I'll proceed to...", no "Here's what I did...". Just the trace.

That trace is structured. Diffable. Greppable. Re-runnable. Whether it costs fewer tokens than prose turned out to be more complicated than I expected, but the structural value is still there.

One Shot, One Fix

oneshot.s is the next step up: fetch an issue, analyze it, fix it, test it, self-review, and commit, with a single retry branch if the first attempt fails.

If the first fix passes tests and review, BRK commits immediately. If not, the retry branch gives it one more shot. If that also fails, RTS leaves the branch uncommitted for a human to pick up. The carry flag is doing exactly what it did on the original chip, routing control flow on a binary result.

oneshot.s
oneshot.s - that's better, much easier on the eyes
 

How It Works: 15 Opcodes and 9 Vectors

The skill is called opcode and it defines a semantic DSL that borrows the 6502's mnemonics but maps them onto issue triage. The core ISA is just 15 opcodes. You can genuinely hold the entire thing in your head.

LDA loads an issue. STA persists to a slot. LDX/INX/CPX handle loops. JSR calls one of nine I/O vectors: FETCH, FIX, TEST, LINT, REVIEW, PUSH, PULL, CLONE, ANALYZE. BCC/BCS branch on test results. BRK commits and halts. PHA/PLA push and pop todos from a stack that maps directly to Claude Code's task list.

There's a zero-page with named slots. $00 is the current issue ID, $01 is the branch name, $02 is the current file, $05 is the commit message. The fetched issue queue lives at $10-$1F. The stack page at $0100-$01FF is the Claude Code task list.

Opcode Oriented Programming (OOP, obviously 🙂)

6502 mnemonics. Modern AI execution. Workflows as programs.

It talks to GitHub or GitLab through a forge abstraction layer so JSR PUSH opens a PR on GitHub or an MR on GitLab. Nobody has to compromise their vocabulary.

A Real Triage Session

This program loops through every issue labelled bug, tries to fix each one and only commits the ones where tests pass and the self-review is clean. Failed fixes get skipped. At the end it opens PRs for everything that worked. The PHA/PLA cycle maps directly onto Claude Code's task list so each pushed issue becomes a real tracked todo.

drain-the-swap.s
drain-the-swamp.s - in its preferred output format; complete with historically accurate code review comments
 

The Constraint Is the Feature

The 6502 aesthetic isn't just nostalgic decoration, it's a forcing function. When your output format is assembly you commit to a verb sequence before execution instead of wandering through chat mode. The resulting traces scan way faster than prose. They're diffable, greppable and versionable. You can commit a .s file alongside your code and re-run it on the next batch of issues.

The temptation to add "just one sentence of context" is the whole failure mode. Resist it absolutely.

The skill is pretty militant about this. Claude's response must be a valid .s program. No greetings, no sign-offs, no "Let me", no markdown headers. If it doesn't fit as an instruction, a directive or a semicolon comment it doesn't get said. There are escape hatches like .ASK for questions (≤60 chars), .NOTE for observations (≤80 chars) and .ERR for errors. But these are pressure-release valves, not invitations to prose.

The Extended ISA: For Completeness and Nostalgia

There's a full extended layer (~40 more mnemonics) you can opt into with .EXTENDED ON. Shifts become priority promotions (ASL A = "promote priority"). Logic ops become label-filter algebra (AND #imm = "intersect label mask"). BVS branches on merge conflict. Most of these are tagged as metaphor so they get narrated in the trace but not actually executed.

And for completeness there are six illegal opcodes behind .UNSAFE ON. The real undocumented 6502 ops like LAX, SAX and DCP. Pure flavour. Narrated, never executed, not even with the directive set. They exist simply because I could not resist adding them.

What about tokens?

I expected the tight assembly output to translate to substantial cost savings versus prose Claude. The story turned out more nuanced.

The reason is asymmetric overhead. For small, deterministic tasks, the orchestration overhead dominates the work — like running a CI pipeline to compile a single file. Opcode comes out ahead on larger programs with more decision points (multi-issue queue walks, longer reasoning chains where prose Claude would actually ramble).

Prose prompts invite interpretation. Assembly doesn't.

So Is This Actually Useful?

Maybe. if you're running the same triage pattern across many issues like scanning a backlog, fixing straightforward bugs and opening PRs then the token savings start making sense and the structured output is way tighter to read than endless TL;DR prose.

The .s files are reviewable artifacts.

The traces are audit logs.

And the constraint of planning your workflow as a sequence of opcodes before execution turns out to be surprisingly good discipline.

BRK

At the end of the day the question is the same one it's always been.

Are you a quiche eater or a Real Programmer?

Real Programmers don't need prose.

They need opcodes, a carry flag and a BRK at the end.

Commit the work. Halt the machine 🙂


Somewhere between JSR FETCH and BRK this stopped feeling entirely satirical

But if this article raised a smile or jogged some long-distant memories then please comment below.


The code

Full skill and example programs: github.com/newell-paul/opcode