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Demo-driven development: demo first, features later
Guide
Demo-Driven Development: Build the Demo First, Backfill Features Later

Vibe coding's easiest trap is spending 80% of time where users never look. Demo-driven development flips it: build a 3-minute demo first, trade it for feedback, users, and confidence — then backfill the 'correct but boring' engineering.

Indie DevelopmentStartup Journey
The first wave of NVIDIA RTX Spark laptops: ASUS, Dell, HP, Lenovo, Microsoft Surface and MSI models lined up side by side
News
NVIDIA RTX Spark Ships in October: 128GB of Unified Memory Kills the VRAM Wall, Local Agents Go Consumer

In October, NVIDIA RTX Spark laptops and mini desktops start shipping from ASUS, Dell, HP, Lenovo, Microsoft Surface, MSI and more. The top config packs a 20-core Grace CPU, a Blackwell RTX GPU and up to 128GB of unified memory, hitting 1 Petaflop of FP4 compute. The real story: 128GB unified memory makes 70B-class models a standard option on a consumer PC for the first time.

Product NewsIndustry TrendsAI Coding
A localization dashboard showing translation progress for English, Spanish, French, and Arabic
Guide
Your Vibe Project Deserves i18n: A Practical Path From Hardcoded Strings to Multilingual Launch

A project introduced in English reaches several times the audience of a Chinese-only one — and AI has driven the cost of the extract → translate → review pipeline down to nearly zero. This guide gives vibe projects a practical i18n playbook: when it's worth doing, how to have AI sweep hardcoded strings into keys, the translation-and-review workflow, four traps you'll definitely hit, and a pre-launch acceptance checklist.

Developer WorkflowIndie DevelopmentTool Tips
Colored git log commit history with branch pointers in a dark terminal
Guide
AI Writes Fast and Breaks Things: A Git Workflow for the One-Person-One-AI Team

An agent changes twenty files in one go and you can't possibly review them all — that's when git becomes your only undo button. This guide lays out a Git workflow designed around one premise: the AI will mess up. Keep main always runnable, branch per task, let the AI write conventional commits, master three rollback moves, and have the AI generate a daily changelog. No ceremony, just survival.

Developer WorkflowTool TipsIndie Development
Diagram of schema migration flow and rollback mechanics for vibe projects
Guide
Don't Migrate Naked: 5 Rules for Schema Migration in Vibe Projects

In vibe coding, the database is where projects go to die: an agent changing schema is far less reversible than an agent changing code — one DDL and the data is gone. These 5 rules were paid for in real incidents, each with concrete steps and counterexamples.

Developer WorkflowTool TipsIndie Development
Screenshot of the DeepSeek Harness web interface: dark-themed chat and workspace panels with deep-blue brand visuals on the left
News
DeepSeek Harness v0.2 Goes Desktop: The Open-Source Agent Environment Leaves the Terminal and Eyes the OS Layer

On September 30, the official DeepSeek Harness account announced v0.2 preview on X, shipping official desktop installers for the first time: macOS (Apple Silicon) and Windows 64-bit. Less than two months after the August 13 v0.1 release, the repo has collected around 242K GitHub stars. v0.2 adds an in-app plugin manager, a scheduled Automation Task plugin, and a file preview sidebar — the agent harness is growing from a terminal tool into a desktop app.

Product NewsOpen-source ProjectsAI Coding
Database backup and cybersecurity protection illustration
Guide
Don't Let the Agent Delete Your Prod Database: Backup Playbook for Vibe Projects

In April, an agent deleted a company's production database and its backups — because it had the permissions and nobody told it not to. Data safety for vibe projects can't rely on luck. This guide gives a backup playbook: three-layer backup strategy, agent permission isolation, and a 10-minute weekly disaster-recovery drill.

Developer WorkflowIndie DevelopmentTool Tips