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

N
News and Events Feed by Topic
Malwarebytes
Malwarebytes
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
C
Cybersecurity and Infrastructure Security Agency CISA
F
Future of Privacy Forum
C
Cisco Blogs
T
The Exploit Database - CXSecurity.com
A
Arctic Wolf
S
Securelist
K
Kaspersky official blog
S
Schneier on Security
T
ThreatConnect
T
Tenable Blog
Spread Privacy
Spread Privacy
T
True Tiger Recordings
AWS News Blog
AWS News Blog
F
Fox-IT International blog
量子位
T
Threatpost
V
Vulnerabilities – Threatpost
C
CERT Recently Published Vulnerability Notes
Cisco Talos Blog
Cisco Talos Blog
GbyAI
GbyAI
宝玉的分享
宝玉的分享
腾讯CDC
G
Google Developers Blog
aimingoo的专栏
aimingoo的专栏
Cyberwarzone
Cyberwarzone
有赞技术团队
有赞技术团队
S
SegmentFault 最新的问题
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
V
Visual Studio Blog
U
Unit 42
雷峰网
雷峰网
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
Simon Willison's Weblog
Simon Willison's Weblog
O
OpenAI News
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
The GitHub Blog
The GitHub Blog
The Register - Security
The Register - Security
MyScale Blog
MyScale Blog
小众软件
小众软件
A
About on SuperTechFans
Last Week in AI
Last Week in AI
Y
Y Combinator Blog
博客园 - 三生石上(FineUI控件)
美团技术团队
Google Online Security Blog
Google Online Security Blog
P
Proofpoint News Feed
MongoDB | Blog
MongoDB | Blog

DEV Community

Shell Basics (Bash, Zsh, Sh) Designing High-Performance Blockchain Indexers Choosing Models for an Agentic Chat App on Amazon Bedrock How Smart Growth Teams Automate Their Marketing Stack in 2026 (Without Hiring More People) What I Learned About Memory-Augmented AI Agents Seven Docker Tips Every Engineer Should Know (from Docker Captains) Welcome to the Fast-Food Era of Testing: Over-Weight by Tests How to use Claude in vscode? Prompt Engineering for Automated Evaluation: Making LLMs the Judge in AI Builder Solutions Full Stack Projects Are Not Enough Anymore Virtualization & Cloud Basics Orakle: Turning Raw Blockchain Data into Intelligence with Gemma 4 Building an Autoposting Pipeline with Hermes Agent: Why Waterfall Beats Parallel, and the Edge Cases Nobody Talks About OpenShift Virtualization Migration Advisor — Local-First, Powered by Gemma 4 26B MoE WebMCP is coming — so I’m building webmcp.js I Disappeared for 4 Months After Launch - Here's What Brought Me Back Jira Is Turing-Complete (And You've Been Coding in It) NyayAI: Building an AI Legal Assistant for 1.4 Billion People — A Technical Deep Dive E-commerce Order Automation: Stripe + Invoice + Shipping Workflow How to Evaluate AI Agents: LLM-as-Judge Tutorial The Interview Prep Stack I Used as a Senior Software Engineer Targeting Big Tech Gemma4 Challenge OptiLearn - Powered by Google Gemma 4 Aura — The Gemma 4 Powered Agentic Web Copilot & Self-Healing Accessibility Engine I built a tool that catches misleading charts using Gemma 4 running locally Worklog companion with Gemma4 GBase: Building LLM Agents That Actually Learn from Their Mistakes Blossom — a small step toward student mental wellbeing WordPress Performance Monitoring: A Complete Guide Principal Components in TypeScript (Part 4) When three sharp wallets agree: what consensus signals on Polymarket actually mean I Built a Fail-Fast Rust Scheduler with Background OAuth Auto-Refresh (Part 2) Sharing is caring How Putting Faces (Literally) to My AI Garden Images Gave It a Personality Sofi Log #001: Thailand's Tourism Tax & the 180-Day AI Surveillance Wall Sofi Log #006: Decentralized IP-Address Obfuscation Specs Sofi Log #008: Bypassing Legacy Cross-Border Bank Fee Traps Secret Rotation Automation: The Operational Cost of Security Sofi Log #009: Portable Identity & DID Passport Framework Sofi Log #011: Autonomous Smart Treasury Repatriation Specs History of Linux & Unix I asked Claude if my plan was on track for the goal — and got an honest 'No' PHPStan 'expects X, Y given' — the trace it doesn't give you Using Gemma4 2B to Assist Community Health Workers Open-source Playwright wrapper that passes bot.sannysoft.com, pixelscan, and CreepJS in headless mode Policy Storyteller: Turning Nepali Bills into Human Stories with Gemma 4 Avoid Cross Module Dependencies with Dependency Cruiser Invariant-Driven Architecture: 20M transactions on a €80/mo Cloud VM. Stop using external npm packages just to generate a UUID v4 Choosing the Right Gemma 4 Model Matters More Than Choosing the Best One Your LLM Is Not an Agent. Your Framework Is Not Enough. You Need a Harness. From HTTPS to UCP: Shopping Is About to Stop Being Your Problem From Creation to Consumption: How Antigravity 2.0 and Gemini Spark Are Defining the Agentic Era 10 Mistakes I Wish I Knew Before Taking the CKA Exam AI That Actually Does Stuff: Autonomous Agents Explained Exploring AI workflow Orchestration: Comparing Weft, Python & Alternative Pipeline Approaches El Poder del Aprendizaje Federado: Cuando los Algoritmos Distribuidos Entrenan a la IA Email Marketing Automation in 2026: 5 Tools (and 1 Self-Hosted) Through Their APIs A Replay Runbook For Missed Publishing Windows Why timeout handling matters more than most backend logic How I Make $6,800/Month Selling Niche VS Code Extensions Model Routing Cost Checklist: Hosted APIs, Open Models, Or Self-Hosted Inference? ORA-00207 오류 원인과 해결 방법 완벽 가이드 Deno 2.8 Operator Upgrade Checklist: CI, Lockfiles, Node Compatibility, And Rollback AI-Discovered Vulnerabilities Need A Triage Queue, Not A Panic Channel AI Agent Workboards Need Audit Controls Before They Need More Agents Demystifying DevRel: What It Actually Is (And Why Should You Become One?) Your AI, Your Device, Your Data - Introducing Aide Gemma 4 GenAI Coach - GenAI Concepts Made Easy with an Interactive Playground QuietPulse - Mood Tracker Principal Components in TypeScript (Part 3) The pgAudit Attribution Gap: Why Role-Level Logging Fails GDPR and How to Close It Gemma 4 CAD Orchestrator I built a local Postgres triage co-pilot because HIPAA says I can't paste plans into ChatGPT or Claude Live Holographic Editor In Fractal Time Everbench: A document management system with Local Intelligence Instanton in Fractal Time The Hidden Features of Claude How I Built an AI News Brief with Next.js, Supabase, Vercel, and GPT-4o-mini How We Built a Multi-Agent AI Documentation System (And What We Learned) I got tired of writing post-mortems — so I built RCAi for SREs MIA: A Futuristic AI Desktop Assistant Built with Voice, Gestures, and Controlled Chaos Best Programming Language for Backend Web Development: PHP vs Python PayPal Alternatives for Indian Businesses: Best Payment Gateways for International Card Payments (2026) Gemma 4 Made Me Rethink Local AI: Not Just Text, But Images Too Clean Architecture in .NET Explained (The Dependency Rule) I Compiled Rust to WebAssembly and Made My JavaScript 6 Faster Outlook.com Is the Final Boss of 'Just Send an Email' Conditional Statements and Control Flow in Python Insults & Cutlasses, Local LLM Sword Fighting on Melee Island Production Lab: ECS Fargate + Prometheus + Grafana + Loki + Alloy + Node Exporter How 12 AI agent frameworks handle human approval (most badly) The Four-Index Reality: Why AI Search Isn't One Thing I Scanned 1 Million AI Services. Here's What Worries Me More Than the Vulnerabilities Managing multiple docker hub accounts using docker-use System Design Interview: Decentralized Web Crawler Metric Cardinality: High or Low? 4 Steps to Making the Right Choice 로컬 LLM 셋업 가이드 (v23) GEO vs SEO in 2026 — What Google's May Guidance Changed Cursor Review 2026 — Honest 'Not For Me' Take From a VSCode User
Your To-Do List Doesn't Know You — So I Gave Mine Three Brains
Ashiha Mahes · 2026-05-25 · via DEV Community

Ashiha Mahesh Kumar

Gemma 4 Challenge: Build With Gemma 4 Submission

This is a submission for the Gemma 4 Challenge: Build with Gemma 4

What I Built

Architecture:

graph TD
    subgraph Client["CLIENT LAYER"]
        FL["Flutter app\nProvider · Firebase SDK\nHome · Calendar · Dashboard · Profile"]
    end

    subgraph Auth["AUTHENTICATION & DATA"]
        FA["Firebase Auth\nEmail / Password"]
        FS["Cloud Firestore\nUsers · Tasks · Schedules · Metrics"]
    end

    subgraph Gateway["API GATEWAY"]
        API["FastAPI on Cloud Run\nCORS · Token validation · BackgroundTasks\nAI response validation · Error standardization"]
    end

    subgraph Gemma["GEMMA 4 MODELS VIA OPENROUTER"]
        G31["Gemma 4 31B Dense\n─────────────────\nTask planning\nTime estimation\nPhase generation\nNotion doc generation"]
        G2["Gemma 4 2B\n─────────────────\nMorning replan\nSchedule redistribution\nMicrotask adjustments"]
        G26["Gemma 4 26B MoE\n─────────────────\nMermaid flowcharts\nExcalidraw diagrams\nMulti-domain analysis"]
    end

    subgraph NotionPkg["NOTION INTEGRATION — notion/ PACKAGE"]
        NP["pages.py — Page creation"]
        ND["databases.py — Progress tracker"]
        NF["formatting.py — Rich text"]
        NO["oauth.py — OAuth flow"]
        NS["sync.py — Status syncing"]
    end

    subgraph External["EXTERNAL SERVICES"]
        TF["TinyFish API\nWeb resource scraping\nExcalidraw automation"]
        EX["Excalidraw\nWorkflow diagrams\nCollaboration rooms"]
    end

    subgraph Execution["EXECUTION LAYER"]
        CR["Cursor Agent\nReads Notion via MCP\nExecutes phases as code\nUpdates progress tracker"]
    end

    FL -->|"HTTPS + Bearer token"| API
    FL -->|"Sign in / Sign up"| FA
    FL -->|"Real-time sync"| FS
    API -->|"Read / Write"| FS
    API -->|"Deep reasoning"| G31
    API -->|"Fast replan"| G2
    API -->|"Diagram synthesis"| G26
    API --> NP
    API --> ND
    API --> NS
    API -->|"Scrape resources"| TF
    TF -->|"Render Mermaid"| EX
    CR -->|"Read phases"| NP
    CR -->|"Update status"| NS

    style Client fill:#e8e6f9,stroke:#534AB7,color:#26215C
    style Auth fill:#e1f5ee,stroke:#0F6E56,color:#04342C
    style Gateway fill:#e6f1fb,stroke:#185FA5,color:#042C53
    style Gemma fill:#f1efe8,stroke:#5F5E5A,color:#2C2C2A
    style NotionPkg fill:#f1efe8,stroke:#5F5E5A,color:#2C2C2A
    style External fill:#eaf3de,stroke:#3B6D11,color:#173404
    style Execution fill:#fbeaf0,stroke:#993556,color:#4B1528

Enter fullscreen mode Exit fullscreen mode


Workflow:

sequenceDiagram
    participant U as User
    participant FL as Flutter app
    participant API as FastAPI
    participant G31 as Gemma 31B Dense
    participant G2 as Gemma 2B
    participant G26 as Gemma 26B MoE
    participant FS as Firestore
    participant NT as Notion
    participant TF as TinyFish
    participant EX as Excalidraw
    participant CR as Cursor Agent

    U->>FL: Create task (title, category, deadline)
    FL->>API: POST /plan-task
    API->>G31: Send planning prompt
    Note over G31: Reasons through complexity<br/>Estimates total time<br/>Generates phases + microtasks<br/>Distributes across calendar<br/>Calculates pressure and risk
    G31-->>API: Structured JSON plan
    API->>API: _validate_ai_plan()
    API->>FS: Store validated plan + metrics
    FS-->>FL: Real-time update — calendar populates

    par Notion workspace generation
        API->>G31: Generate page content
        G31-->>API: Structured sections
        API->>NT: Create Let's Get Started page
        API->>NT: Create Progress Tracker database
        API->>NT: Add phase notes with microtasks
    and Web resource scraping
        API->>TF: Scrape resources for task topic
        TF-->>API: Curated links
        API->>NT: Add resources section to page
    and Workflow diagram generation
        API->>G26: Generate Mermaid flowchart from phases
        G26-->>API: Mermaid code
        API->>TF: Open Excalidraw and import Mermaid
        TF->>EX: Render diagram and start collab room
        EX-->>API: Collaboration room URL
        API->>NT: Add workflow diagram link to page
    end

    Note over NT: Notion workspace complete

    Note over CR: User triggers execution in Cursor
    CR->>NT: Search for latest task page
    CR->>NT: Read Progress Tracker and extract phases
    CR->>NT: Read Notes and extract microtasks
    CR->>CR: Execute Phase 1 as code
    CR->>NT: Update Phase 1 status to Done
    CR->>CR: Execute Phase 2 as code
    CR->>NT: Update Phase 2 status to Done

    Note over FL: Next morning user opens app
    FL->>API: Check yesterday completions
    API->>G2: Redistribute missed tasks
    Note over G2: Fast under 2 seconds<br/>Moves missed microtasks<br/>Rebalances remaining days
    G2-->>API: Adjusted schedule
    API->>FS: Update schedule and recalculate metrics
    FS-->>FL: Calendar and meters refresh

Enter fullscreen mode Exit fullscreen mode

Demo

Code

How I Used Gemma 4