VIBEFIX EXPLORE

Explore what to build next

Reusable AI coding guides, tool updates, and signals from the builder ecosystem.

Featured

Latest

Concept cover: a glowing shield with checkmarks over code streams on dark background
Guide
Testing AI-Generated Code: From "It Runs" to "Ship It"

The payment webhook that demoed perfectly and exploded three days after launch: four correct postures for having AI write tests, three high-voltage lines requiring human review (money/permissions/deletion, concurrency, migrations), and a minimal pipeline for tonight.

Testing & QualityTestingAI Coding
Abstract dark illustration of a database cylinder merging with robotic light streams forming a bridge
News
MongoDB Partners with Cognition: Devin Plugs into AMP as a Migration Factory, Compressing 5-Hour Grunt Work into 1

At MongoDB.local NYC on September 29, MongoDB and Cognition launched Devin for MongoDB Modernizations: Devin rewrites business logic and data-access layers while AMP's deterministic tooling migrates and validates data — early tests claim five-to-six-hour jobs compressed into one. The most down-to-earth form of agents landing: selling migration outcomes, not tools.

AI AgentAI CodingProduct News
Concept cover: a chisel splitting dark stone to reveal a glowing gem on dark background
Guide
Your First Vibe Coding Project: How Small an MVP Must Be to Survive

Nine of ten first vibe-coding projects die of scope creep. The cautionary tale of "the AI Notion+Slack" archived in week three, the "demoable in a week" rule, four knives for cutting features, and five stall-warning signals: the goal isn't big, it's done.

Indie DevelopmentStartup JourneyProduct Strategy
Abstract dark illustration of a giant half-flipped toggle switch with gears and document silhouettes dissolving into light particles
News
GitHub Copilot Switches to Default-Allow on October 22: Unconfigured Features Will Turn On Automatically

GitHub announced September 24: a new default policy for Copilot Business/Enterprise features takes effect October 22 — all unconfigured GA features will follow the global default, which is Enabled. With MCP servers in scope and two model retirement waves in October, enterprise governance shifts from approval-based to patrol-based.

GitHub CopilotSecurity & PrivacyTeam Collaboration
Concept cover: glowing tokens flowing through pipes into a gauge dial on dark background
Guide
The Token Cost Ledger: Know Your Per-User Margin Before You Price

Losing more money with every user is the most expensive bug in AI products. The arithmetic of per-user gross margin: why you must price to the P90 user, not the average; the photo app burned alive by its own virality; three cost levers and three margin red lines.

Product StrategyPayments & MonetizationIndie Development
Abstract dark illustration of layered translucent code-editor panels and orbiting light nodes forming a mission-control console
News
JetBrains Launches Air: The IDE Stops Being Just a Place to Write Code and Becomes the Agent Mission Control

On September 22, JetBrains CEO Kirill Skrygan announced JetBrains Air: a system of products for agentic software development spanning individuals, teams, and organizations — in-IDE agent orchestration, reusable Air Teams workflows, and Air Governance. After 26 years on the individual developer workbench, JetBrains is betting on verification, not generation.

AI CodingProduct LaunchTeam Collaboration
Concept cover: puzzle-like skill modules plugging into a glowing AI core on a dark background
Guide
Stop Copy-Pasting Prompts: When to Turn Them Into an Agent Skill

How many "god-tier prompts" are rotting in your bookmarks? The third time you paste the same prompt, it should graduate from a one-off instruction into an installable Skill. The real difference between prompts and Skills, three upgrade signals, and a hands-on skill directory walkthrough.

AI AgentAI CodingDeveloper Workflow
Abstract dark cybersecurity illustration of neural-network nodes shattering into red padlock fragments
News
Anthropic Red-Team Report: GLM-5.3's Autonomous Exploit Ability Nears Claude Mythos; Stripping Its Safeguards Costs Just ~$4,400

Anthropic's September 29 red-team report finds Zhipu's open-weight GLM-5.3 built working exploits in 50 of 410 ExploitBench attempts, nearing the unreleased Claude Mythos Preview (56) — while stripping its safeguards costs only about $4,400, and abliterated weights are already circulating. In the open-weight era, safeguards are becoming a suggestion, not an iron law.

Application SecurityAI CodingIndustry Trends
Deployment cover: modern software delivery pipeline illustration
Guide
From Demo to Production: The Pre-Launch Checklist for AI-Generated Code

The demo is 10%; shipping is the other 90%. A pre-launch checklist built for AI-generated projects: security, data, observability, performance & cost, release & rollback — because agents have three systematic blind spots, and 'shippable' judgment is yours.

AI CodingDeveloper WorkflowIndie Development
Writing-themed cover: person writing notes beside a laptop on a wooden desk
Guide
Writing Requirements for AI: The PRD Method That Gets Agents to Nail It First Try

After a year of AI coding, the bottleneck moved from 'writing code' to 'saying clearly what you want.' A seven-section PRD template for agents, three real bad-vs-good cases, and four advanced techniques — plus why PRD skill is replacing coding skill as the scarce ability.

AI CodingDeveloper WorkflowTool Tips