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

Recent Announcements
Recent Announcements
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
O
OpenAI News
D
Docker
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
N
Netflix TechBlog - Medium
人人都是产品经理
人人都是产品经理
Y
Y Combinator Blog
M
MIT News - Artificial intelligence
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
博客园 - 司徒正美
C
CXSECURITY Database RSS Feed - CXSecurity.com
阮一峰的网络日志
阮一峰的网络日志
K
Kaspersky official blog
Security Latest
Security Latest
T
Tailwind CSS Blog
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
V
Vulnerabilities – Threatpost
W
WeLiveSecurity
N
News and Events Feed by Topic
aimingoo的专栏
aimingoo的专栏
美团技术团队
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
Google DeepMind News
Google DeepMind News
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
C
Cyber Attacks, Cyber Crime and Cyber Security
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
B
Blog
T
The Blog of Author Tim Ferriss
Google DeepMind News
Google DeepMind News
Help Net Security
Help Net Security
爱范儿
爱范儿
宝玉的分享
宝玉的分享
腾讯CDC
H
Heimdal Security Blog
Webroot Blog
Webroot Blog
AI
AI
WordPress大学
WordPress大学
Recorded Future
Recorded Future
SecWiki News
SecWiki News
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
Security Archives - TechRepublic
Security Archives - TechRepublic
Google Online Security Blog
Google Online Security Blog
C
Check Point Blog
TaoSecurity Blog
TaoSecurity Blog
Cisco Talos Blog
Cisco Talos Blog
The Cloudflare Blog
www.infosecurity-magazine.com
www.infosecurity-magazine.com
博客园 - Franky
云风的 BLOG
云风的 BLOG

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
🔮 Beat the Oracle: A FIFA World Cup 2026 AI Prediction Duel
Hemalatha Nambiradje · 2026-06-17 · via DEV Community

This is a submission for the June Solstice Game Jam

What I Built

Beat the Oracle is a daily FIFA World Cup 2026 prediction game where you go head-to-head against an AI — Google's Gemini 1.5 Flash — to call match scores before kickoff. Out-predict the machine and you win the day's Turing Test. Lose, and the Oracle has outsmarted you... until tomorrow.

Every day you're served the same 5 matches as everyone else: some already played (scored instantly), some upcoming (lock in your call and come back). The Oracle reads each team's recent World Cup form and makes its own prediction with written reasoning — which you only see after you've locked in yours. No peeking, no cheating. Just you versus the machine.

Scoring:

Result Points
Exact scoreline 3 🎯 "Enigma Cracked!"
Correct result (W/D/L) 1
Miss 0

Why this fits the June Solstice Game Jam

This jam asked for a game inspired by the solstice or any June celebration — and Beat the Oracle is stitched to June on two threads the challenge itself calls out:

  • The World Cup is June's global celebration. The prompt names it directly: "the electric teamwork and high stakes of the World Cup, bringing the entire planet together in the spirit of play." That's the playground this game lives in — and as a bonus, I built it from 🇨🇦 Canada, a 2026 host nation.
  • June is Alan Turing's month. Born June 23rd, Turing is the reason this jam has a "father of computing" prize at all. So I didn't bolt a Turing reference onto a football game — I built a playable Turing Test and gave it a World Cup costume. Turing's 1950 question, "Can machines think?", becomes a question you answer with your gut every single day: can a machine predict football better than you?

And the "daily" loop — new matches each day, your score reset, the machines winning "for today" — leans into the solstice's own theme of cycles and the passage of time. Every day is a fresh test. Every match is a new cipher.

🔗 Live demo: hema-nambi.github.io/BeatTheOracle

Code

GitHub logo Hema-Nambi / BeatTheOracle

Daily FIFA World Cup 2026 prediction duel vs Gemini AI. Beat the Oracle to win the Turing Test. Built for DEV.to June Solstice Game Jam 2026.

🔮 Beat the Oracle

Can you out-predict Gemini AI at the FIFA World Cup 2026?

A daily prediction duel where you go head-to-head against an AI Oracle — powered by Google Gemini 1.5 Flash — to predict FIFA World Cup 2026 match scores. Beat the Oracle and you win the Turing Test. Lose, and the machines have won... for today.

🎮 Play now →


How It Works

Every day you get 5 matches — a mix of recently played games (score immediately) and upcoming fixtures (save your prediction and come back after kickoff).

The Oracle analyses real World Cup form data and makes its own prediction. You only see its reasoning after you've locked in yours.

Points Condition
🎯 3 pts Exact scoreline match — "Enigma Cracked!"
✅ 1 pt Correct result (win / draw / loss)
❌ 0 pts Miss

Beat the Oracle's total → 🏆 Human wins

How I Built It

The stack — 100% free, zero backend

  • Single HTML file — no framework, no build step, no server
  • ESPN API — free, CORS-friendly, no key required (site.api.espn.com/apis/site/v2/sports/soccer/fifa.world/scoreboard)
  • Gemini 1.5 Flash — the Oracle's brain, running entirely client-side (players bring their own free key from Google AI Studio)
  • Vanilla JS + CSS — glassmorphism UI, a confetti canvas, animated score counters

The whole thing is one file you can open in a browser. That constraint kept the game honest and the architecture transparent — exactly what you want when the judges might read the source.

How the Oracle thinks

This is the heart of the game. The Oracle isn't a random number generator wearing a robot emoji — it reasons from real tournament data. I pull each team's live W/L/D form from ESPN and hand Gemini a structured prompt:

You are the Oracle — an AI sports analyst at the FIFA World Cup 2026.
Recent form:
• Canada: W W D
• Morocco: W L W
Predict the exact final score. Respond with JSON: {"home": N, "away": N, "reason": "..."}

Gemini returns a specific scoreline and a sentence of reasoning you get to read and judge. Sometimes it's frighteningly sharp. Sometimes you school it. That tension — is the machine actually smarter than me here? — is the entire game. Without Gemini, this is just a form. With it, you have an opponent.

The daily challenge mechanic

Everyone gets the same 5 matches each day, chosen by a date-seeded PRNG (xorshift32 seeded on the current date). That does three things:

  • Scores are globally comparable — your 7 points means the same as everyone else's
  • Return visits are rewarded — new matches drop daily
  • Finished matches score instantly, while upcoming ones save for later — instant payoff and a reason to come back

The share card

🔮 Beat the Oracle ⚽ — Day #5
FIFA World Cup 2026 🇨🇦
🎯 🇨🇦🇲🇦  You: 2–1 · Oracle: 1–0 🔐 Enigma Cracked!
✅ 🇧🇷🇪🇸  You: 2–1 · Oracle: 2–0
👤 Me: 7pts  vs  🔮 Oracle: 4pts
🏆 Human wins the Turing Test!
#BeatTheOracle #WorldCup2026 #JuneSolsticeGameJam

Wordle-style emoji grid, one-click copy, built-in share button. Designed to travel.

Challenges I hit

  • CORS walls. My first data source (football-data.org) blocks browser requests. I swapped the whole pipeline to ESPN's public API — free, fast, and CORS-open.
  • Quota cliff. Gemini 2.0 Flash's free quota was exhausted on launch day. I dropped to 1.5 Flash, which has a more generous free tier and is more than smart enough to be a worthy Oracle.
  • Game-flow confusion. Early testers got lost — "we're both predicting, but the match hasn't happened yet?" The mixed queue fixed it: finished matches for instant gratification, upcoming matches for anticipation.

Prize Category

I'm submitting to both additional categories — and in this game they're the same mechanic seen from two angles.

🤖 Best Ode to Alan Turing

The entire game is a Turing Test you run yourself, daily. Turing's Imitation Game asked whether you could tell human from machine; Beat the Oracle asks whether human intuition can still out-predict one. The scoring language, the intro screen, and the win states all frame the duel through his legacy:

  • Beat Gemini → 🏆 Human wins the Turing Test
  • Gemini beats you → 🤖 The Oracle has outsmarted you
  • Nail an exact scoreline → 🔐 "Enigma Cracked" — a direct nod to Turing's wartime work breaking the Enigma cipher at Bletchley Park

Every match is a new cipher. Every session is a new test. It's not a tribute added to the game — it's the game's spine.

🌟 Best Google AI Usage

Gemini 1.5 Flash isn't a feature here — it's the opponent. It:

  • Analyses real, live match data from the current tournament
  • Generates natural-language reasoning you can read, judge, and argue with
  • Returns structured JSON predictions you can verify and score against your own
  • Runs entirely client-side through the Gemini API — no backend, no server, no secrets stored

The AI is the difference between "a football prediction form" and "a game with a worthy rival." Google AI Studio's free tier made it possible to ship that rival to anyone with a 30-second API key signup.

What's Next

  • 🌐 Global leaderboard (Neon serverless Postgres) — rank against other humans, not just the Oracle
  • 📊 Season-long accuracy tracking across the tournament
  • 🔔 Match reminders so you never miss scoring a saved prediction

Try It

▶️ Play Beat the Oracle →

You'll need a free Gemini API key from Google AI Studio — takes about 30 seconds. Then go find out whether the machines have won... today.

Made with ❤️ in Canada 🇨🇦 for the June Solstice Game Jam 2026.