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

P
Proofpoint News Feed
C
CERT Recently Published Vulnerability Notes
O
OpenAI News
V
Vulnerabilities – Threatpost
C
Cybersecurity and Infrastructure Security Agency CISA
S
Schneier on Security
Latest news
Latest news
F
Full Disclosure
T
Tenable Blog
T
Troy Hunt's Blog
The Last Watchdog
The Last Watchdog
S
Secure Thoughts
L
LangChain Blog
有赞技术团队
有赞技术团队
Project Zero
Project Zero
Cloudbric
Cloudbric
爱范儿
爱范儿
GbyAI
GbyAI
C
CXSECURITY Database RSS Feed - CXSecurity.com
T
The Exploit Database - CXSecurity.com
S
Security @ Cisco Blogs
Hugging Face - Blog
Hugging Face - Blog
Recorded Future
Recorded Future
大猫的无限游戏
大猫的无限游戏
Last Week in AI
Last Week in AI
C
Cisco Blogs
WordPress大学
WordPress大学
Apple Machine Learning Research
Apple Machine Learning Research
小众软件
小众软件
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
V2EX - 技术
V2EX - 技术
Engineering at Meta
Engineering at Meta
Spread Privacy
Spread Privacy
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
Hacker News: Ask HN
Hacker News: Ask HN
Recent Commits to openclaw:main
Recent Commits to openclaw:main
Schneier on Security
Schneier on Security
T
Threat Research - Cisco Blogs
M
MIT News - Artificial intelligence
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
K
Kaspersky official blog
The Hacker News
The Hacker News
V
V2EX
F
Fortinet All Blogs
L
LINUX DO - 最新话题
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
N
News | PayPal Newsroom
博客园 - 三生石上(FineUI控件)
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org

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 Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
I Don't Know Chemistry, But I'm Building a Chemical Namer Anyway
Dagger Shoe · 2026-06-21 · via DEV Community

Whats all this about?

If you told me from the start that in order to make an actually viable IUPAC naming python library, I would have to read pages upon pages of the a dense, chemistry-jargon filled document called the Blue Book, I would have screamed. However, nothing ventured nothing gained, and while I'm sure there is a library for this somewhere out there, wheres the fun in that?

While I have made a decent chunk of progress on it already, It recently clicked that instead of screaming about my changes into the endless abyss that is a git commit, why not blog about it!

The entire process has taken me through a journey of chemistry, which actually made me enjoy the subject a lot more than in my high school days. With that said, welcome to my summer project, i.e. IUPACker.


The journey so far.

Part 1: Hubris.

Initially, I made the most foolish mistake. I decided that instead of sticking to well known and well used methods of expressing chemical formulae through text, why not just make one up from scratch?

Needless to say, this had the expected disastrous consequence of me being unable to handle every edge case that comes with the world of chemical molecules. That's not even mentioning the fact that I worked off of the assumption that people would just simply adapt to my standard... an assumption that was a tad too optimistic.

In trying to make it simple, I made the process too complex for a single person. Thus, I decided to stick with taking inputs for chemical formula ONLY in the standard SMILES format. Which meant rewriting all of my code... but it was a required sacrifice.

Part 2: No smiles with SMILES.

SMILES was actually a really satisfying system, which had a lot of interesting built in assumptions, and managed to express chemical formula using a regular grammar (which is very cool). I converted from a SMILES formula to a Molecule Graph object.

The first step was to create the relevant classes. Those being:

  1. _Element: Stores chemical data (symbol, valence, etc.) for each element.
  2. Atom: Represents an atom in the graph (element, bonds, charge, aromaticity, etc).
  3. Molecule: Container for atoms; manages graph operations and validation.
  4. SMILESParser: Parses SMILES strings into Molecule objects.

For now, I manually made a simple periodic table, though I will have to later implement an _Element method to scrap data from a formal periodic table.

The idea is simple, take the SMILES formula string, split it into a list of ordered tokens (the tokens being bracketed atoms, aliphatic and aromatic atoms, charge, bond order, branches and ring locators). Then parse these tokens individually, creating Atom vertices to store within the Molecule graph object, with edges between atoms representing bonds.

After handling the cases, it works well! For example, take

"C1CCC1C=[CH2+]"

which gets converted into

["C","1","C","C","C","1","C","=","[CH2+]"]

which can then be parsed element by atom. The numbers help denote which atoms connect back to each other, the "=" indicates a need for a bond order of 2 not the default of 1, and finally "[CH2+]" is parsed separately, with its charge and unorthodox hydrogen count stored in the Atom object representing C.

This portion does still have a bit of missing functionality, which will be added later as it handles more edge cases within chemical formulae, and I'd rather get a MVP running first!

Part 3: Validation, the bane of errors.

Of course, all my code so far assumed the user knows what they're doing. A naive and absolutely false assumption.

Thus, validation! This portion is very simple for now, and likely won't gain too much complexity in the future. All I do now is before parsing a SMILES, ensure all brackets, parenthesis and ring numbers are balanced. Then, once the molecule is built, a quick run through every atom in the molecule to make sure that the degree of each atom is under the maximum number of possible bonds (valences), raising an error otherwise.

All in all, my validation (usually) runs in linear time, under the number of atoms in the molecule. I will have to change it later to adapt for atoms with varying valences though!

Part 4: IUPACker, where we are now.

And now your mostly caught up! While I did skip quite a few technical details, this post was meant to be more of an overview of the work so far. Thus I thought it best to give you a simple breakdown, though if you'd like to get the juicy juicy details, just read the doc-strings for each function in the git repository!

Currently, I've built the skeleton for the IUPACker, the module in charge of naming a chemical formulae as per the IUPAC Blue Book rules. Stay tuned for my next post, which details the general plan for that system!


What's Next?

The IUPACker is where things get interesting. I'll be implementing:

  • Functional group detection – finding alcohols, acids, aldehydes, etc.
  • Parent chain identification – finding the longest chain containing the principal group
  • Substituent handling – identifying and naming branches
  • Numbering – assigning lowest possible locants
  • Name assembly – combining prefixes, suffixes, and locants

It's going to be a wild ride. See you in the next post!


*P.S. If you want to follow along, the code is on GitHub. Star it if you're feeling generous!