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

H
Help Net Security
T
ThreatConnect
SecWiki News
SecWiki News
F
Future of Privacy Forum
AWS News Blog
AWS News Blog
C
Cisco Blogs
A
Arctic Wolf
Vercel News
Vercel News
The GitHub Blog
The GitHub Blog
Scott Helme
Scott Helme
V
V2EX
博客园 - 叶小钗
阮一峰的网络日志
阮一峰的网络日志
K
Kaspersky official blog
G
Google Developers Blog
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
P
Privacy International News Feed
C
Cyber Attacks, Cyber Crime and Cyber Security
N
News | PayPal Newsroom
Schneier on Security
Schneier on Security
NISL@THU
NISL@THU
Microsoft Azure Blog
Microsoft Azure Blog
量子位
The Hacker News
The Hacker News
Stack Overflow Blog
Stack Overflow Blog
Security Latest
Security Latest
M
Microsoft Research Blog - Microsoft Research
Google Online Security Blog
Google Online Security Blog
博客园_首页
C
CXSECURITY Database RSS Feed - CXSecurity.com
I
InfoQ
Google DeepMind News
Google DeepMind News
Y
Y Combinator Blog
The Cloudflare Blog
Microsoft Security Blog
Microsoft Security Blog
Martin Fowler
Martin Fowler
Cisco Talos Blog
Cisco Talos Blog
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
T
Troy Hunt's Blog
F
Fox-IT International blog
S
Security @ Cisco Blogs
博客园 - 司徒正美
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
C
Comments on: Blog
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
L
LINUX DO - 最新话题
GbyAI
GbyAI
Project Zero
Project Zero
腾讯CDC
T
Tailwind CSS Blog

DEV Community

Building an effective Storyblok Tool Plugin with SvelteKit How to Get Your Renault / Dacia Radio Code for Free RAG 시스템 실전 구축 (v39) I built a fitness app where the AI roasts you for eating pizza (and hypes you when you PR) The Top SaaS Founder Communities on Discord (Beyond the AI Hype) I Built a Production-Grade Async Job Queue from Scratch — Here's Everything That Actually Happened How to watch SMS from multiple Android phones in one iOS app We Didn’t Want Another AI Wrapper — So We Explored a High-Speed Hermes Orchestrator for Engineering Crews Multi-tenant além do TenantId: problemas reais e aprendizados em sistemas .NET After failing 23 times, I am sharing How I Actually Prepare for a Tech Interview Every Single Time Now. GoBadge Dynamic: From Module Stats to Universal Badges LangGraph 워크플로우 템플릿 (v39) The git Commands You Forgot Exist (And Why AI Workflows Make Them Relevant Again) Six Levels of MCP Servers One container to replace Grafana + Loki + Tempo + Prometheus The Request/Response Cycle, HTTP, Auth, JWT, OAuth & Sessions — Explained Properly Python Week 3: We Stopped Repeating Ourselves (Loops!) Creating a Custom Grid Editor tool in Unreal Engine 我做了个付费 Telegram bot。Telegram Stars 实际给开发者多少钱,我算了一笔账。 I Got 96% Recall on LLM Hallucination Detection With No ML Model – Just 50 Lines of Python A practitioner's guide to getting more value out of AI coding: agent quality & token optimization How to Handle Telegram Albums in Telegraf I Built a Multilingual Spam Detection Dataset with 149K+ Messages Across 23 Languages How to Handle Telegram Albums in grammY RAG 시스템 실전 구축 (v38) Beyond Pip Install: Why Your AI Agent Needs a "Hermetic" Life-Support System to Survive Resume Building using HTML & CSS SpecFlow: Multi-Agent SDD in Cursor (4 phases, /approve, single code writer) Running ASR for smart homes in the NPU of Intel processors "Building a CI/CD Pipeline From Scratch: A Practical Guide for Developers (with GitHub Actions)" SpecFlow: SDD multi-agente en Cursor (4 fases, /approve, un solo escritor de código) How to Extract Your Full Team Hierarchy from HubSpot (the API doesn't expose it) Adobe Commerce Cloud now costs $40k/year. We migrated from Adobe Commerce to Magento Open Source — here's the honest breakdown .klickd v4.0.0 — Portable AI memory with constraints, strict schemas, and test vectors We Trust Third Party Code, It’s Time to Trust AI Generated Code LangGraph 워크플로우 템플릿 (v38) Sustainable AI Starts with Efficient AI Find Remove duplicated files in Google Drive How to Detect GPU Waste in a Kubernetes Cluster The Privacy Bug in My First Chrome Extension (And How to Avoid It) Serverless Mental Models: What They Don't Tell You Before You Build Preventing GPT hallucination in automated content pipelines: how I structure Make.com flows with data injection Hmm, where were we? AI Visibility Tools, Math Proofs, and Stripped Guardrails Shape Developer Landscape How AI and Electronics Are Changing Healthcare Devices: The Future of Smart Healthcare Author: Shivam Wakade | Founder, PrivSR Making Claude Sound Like Optimus Prime Understanding Reinforcement Learning with Human Feedback Part 5: Training the Reward Model with Loss Functions Learning Progress Pt.20 How Secure LoRa Communication Devices Work: Building the Future of Private and Long-Range Connectivity Author: Shivam Wakade | Founder, PrivSR How I Rebuilt an RPG Map Editor with Rust, React, and WASM Building a System That Automates YouTube Post-Production Building a 100% Serverless Digital Asset Packager in the Browser Game Recommended AI What is Human-In-The-Loop (HITL)? Deep Dive: React Server Components in TanStack Start Migrating off Google Analytics: Umami vs Plausible vs Fathom Building a Portfolio That Actually Demonstrates Software Engineering Async/Await in JavaScript: From Callbacks to Clean Code (2026) Benchmarking LLM Structured Outputs Angular 21 Multiselect Dropdown: A Migration-Friendly Component with Live Functional Tests ShareBox v5 — GPU transcoding, Netflix-style grid, and why I don't need Plex anymore TOML Schema is live Handling Duplicate Shopify Webhook Events (And Why You Must) Original Kubernetes Dashboard — retired upstream, upgraded to Angular 21. لماذا أسست ترينافو للتجار العرب الذين تتجاهلهم المنصات الغربية Construyendo un recomendador de películas en Python: de los datos al modelo When APIs Lie: A Lesson in Defensive Debugging Pope Leo XIV's AI Encyclical: What Builders Must Know (2026) Donna v0.3.0 HTB — MonitorsFour | Writeup The Free Tool You Trust Is the One You Should Fear the Most HTB — MonitorsFour | Writeup Fr 97. Embeddings and Vector Search: Semantic Search That Works Deep Dive: Building "Gravity Paint" - A Tactile Physics Instrument with React, Matter.js, and p5.js ABAP Unit Testing with Test Doubles and Mocking Frameworks: A Senior Architects Guide to Isolating Dependencies in SAP S/4HANA LeetCode Solution: 5. Longest Palindromic Substring kovax-react 0.8: Tailwind v4 preset, FormField adapters, ColorModeScript, and Storybook I built an AI résumé tool that refuses to lie about your experience The hat Azure Entra ID User & Role Management — Step-by-Step Practical Guide With A Simple Excercise The AI-Native Company: How a Single Founder Can Build Global Organizations Powered by AWS and an Ecosystem of Artificial Intelligences Building a Lightweight Remote MCP Knowledge Base on Cloudflare Workers Why I built Trinavo for the MENA merchants Western platforms ignore The N+1 Query That Killed Our Database, And How I Fixed It Docstrings vs Markdown Docs: What Should Developers Actually Write? Training Data Provenance: The Manifest Diff That Explains the Hash Add SVGIcons MCP to Claude Code and Find SVG Icons from Your Terminal 3 CLI Tools You Can Buy with Crypto — No KYC, No Subscriptions COSS Weekly: OpenClaw competitor NanoClaw Raises $12M, Dust Raises $40M, Sonar Acquires Gitar, and more How to know if you actually need mobile proxies (without buying any) Building Cursor for Community: A Buildathon Built on Time Pressure How we built a PII masking layer for LLM APIs — local detection, reversible tokens, one line to integrate Why MLFQ Was Way Ahead of Its Time Add Runtime Limits to Claude Agent Workflows I Built a Prompt Injection Detector with 98% Recall on Unseen Attacks. Here's Why Data Beat Architecture. 8 Vite Config Options Every Developer Should Know (Vite 8) Feature Flags That Forgot to Leave Why Trust Infrastructure Is Becoming the Hidden Layer of Donation Platforms XyPriss: Rethinking Core Performance and Zero-Trust Architecture in Modern Backends Designing Configuration for Scalable Treasure Hunts
Retraction — scrml’s Living Compiler
Bryan MacLee · 2026-05-26 · via DEV Community

Bryan MacLee

Written by Claude (Anthropic). Rubber-stamped by Bryan Maclee.

This post is honestly machine-drafted and human-approved: Claude wrote it, Bryan read it and signed off. We’re labelling it that way because a retraction is exactly the kind of document where you want to know whose words you’re reading.

Enter fullscreen mode Exit fullscreen mode

In April we published scrml’s Living Compiler. This is a retraction of its central idea. Not a clarification — a retraction. scrml is not building the thing that article described, and we want that on the record next to the original rather than quietly edited out of it.
What the article proposed

The Living Compiler article opened by calling its subject “the design choice that scares me the most.” The idea: the compiler is not frozen — it evolves with the ecosystem. A transformation registry would distribute compile-time codegen patterns; community-authored alternatives would “graduate to canonical” once they cleared a quality gate. And the gate was population-driven:

“The compiler observes which alternatives are getting used. Population-level signals — adoption, regression rate, performance deltas, error counts — feed a quality gate.”

Enter fullscreen mode Exit fullscreen mode

Three run modes were proposed — living (default), --stable (pinned), --secure (vendored-only) — and the article was explicit that “the default is the bold one.”

It was always future work; nothing shipped. So this retracts a stated direction, not a behaviour. But the direction was the headline, and it was wrong.
Why we’re retracting it

  1. It is incompatible with determinism. A compiler whose codegen graduates by population metrics is not a pure function of your source. Two developers with the same source, on the same compiler version, could get different output depending on what the ecosystem happened to adopt that month. That is not a compiler — it is a moving target wearing a compiler’s name. Everything scrml has since committed to depends on the opposite property: compilation as a pure, reproducible function of the source and an explicit, pinned environment.

  2. It is a supply-chain attack surface. “The compiler observes which alternatives are getting used” is telemetry, and metric-graduation is a poisoning vector: game the adoption signal, graduate a hostile transformation to canonical, and it lands in everyone’s compiler. The article’s safeguards — a build-time sandbox, a regression suite before graduation — are necessary but not sufficient: they verify the output is well-formed, not that the transformation is honest. After xz-utils, “the majority adopted it” is not a trust signal. It is the thing attackers manufacture.

  3. It contradicts what scrml decided to be. scrml is now a sealed, bounded language: a small, fixed surface, with exactly one explicit, manifest-gated bridge to host code and nothing ambient. An open registry of community-authored codegen is the definition of un-sealed. The two cannot both be true, and we chose sealed.

The article was uneasy about its own proposal in print — “the design choice that scares me the most,” “you’re allowed to be suspicious.” That unease was correct. The project followed it to its conclusion, and the conclusion was: don’t.
What replaces it

The compiler still has a story — it is just a different one. Compilation is a pure function of two inputs: your source, and an explicit, committed build story that pins the compiler, the language tools, the standard library, and any vendored code, each by the hash of its content. Anyone with your build story reconstructs your exact environment and compiles your code identically. The compiler-proper still evolves — but through governed, human-reviewed adoption, not adoption metrics; no telemetry, no graduation pipeline, no “collective opinion” in your build. Customization is real, and it is authoring-time and pinned — never ecosystem-emergent.

We will be honest about the gap: the build story is the direction we have committed to, not a finished mechanism. One thing it still has to close is that compiler identity is not yet folded into the content hash. The distinction that matters: the Living Compiler made determinism impossible by design; the build story makes it achievable, and we are still hardening it. Those are not the same kind of incomplete.
Why publish a retraction instead of an edit

Because eight other published articles link to “scrml’s Living Compiler” as a load-bearing idea, and the honest move is to correct it in public, not to rewrite history. The original post will carry a banner pointing here; it stays up, wrong, with the wrongness labelled. A language that is honest about what it is not is worth more than one that silently edits its past.

The original article closed with “It’s alive. Now we have to keep it that way.”

We were wrong about the goal. The compiler is not alive. It is a value — pinned, content-addressed, inspectable, reproducible. That is better than alive.