Back to YouTube
Parker Rex DailyMay 26, 2025

Every AI Coder Needs This Roadmap (Myself included)

Unpack the AI coder's roadmap: product life cycle, docs, diagrams, web dev setup, and hands-on tips to level up your projects.

Show Notes

Punchy takeaway: This daily breaks down the vibe coders roadmap—the AI-enabled software development life cycle—and shows how to apply it in real projects, starting with problem definition and ending in a deployable, maintainable system.

Roadmap at a glance

  • AI SDLC is the backbone for building high-impact AI-powered software.
  • Focus on crisp product requirements, strong problem definitions, and a solid design before coding.
  • Three audience buckets to tailor your learning: business owners new to AI, tech-adjacent builders, and solo founders.

Core stages and mindset

  • Discovery to maintenance: Discovery, design, development, testing/QA, release, maintenance.
  • Emphasize PRDs and well-scoped prompts to avoid “garbage in, garbage out.”
  • Never underestimate planning: systems thinking, architecture, pattern matching, creative problem solving, debugging, ideation stay premium.

Where the tooling fits

  • Cursor: official docs, architecture diagrams, and web dev setup guides; frames for diagrams and implementation within projects.
  • Frame Link: used alongside Cursor to wire up architectural visuals into the workflow.
  • Notebook LM: prompts and mind-maps for practical use cases (e.g., analytics API with FastAPI + TimescaleDB).
  • Background agents: experimenting with Cursor background agents and Augment; plan to publish a dedicated video and open-source repo.

The Vibe with AI SDLC (the blueprint)

  • High-level flow: task generation at the base, then deeper layers for data flow, process flows, and system design.
  • Data flow vs. process flow: business goals drive the data and process flows; you can’t design the product without knowing the business requirements.
  • Architecture decisions, database design, API and backend/frontend development, security, QA, DevOps, CI/CD, and more are all part of the loop.
  • The cadence: learn a bit every day (just-in-time learning) and immediately build something with it.

Learning approach you can steal

  • 80/20: pare down to the critical path for what you’re building.
  • Use a study guide and break topics into actionable skills; lean on tools like Eraser.io and Excaliraw to map and plan.
  • Self-grade 1–10 on each topic; if you’re weak, allocate 20 minutes daily and push into real projects.
  • Do real-user problem discovery (Mom Test) to ground your product in actual needs.

Current work and implementation notes

  • Echo project: automating grunt work around YouTube workflows; testing a pipeline from data gathering to posting.
  • Vibe with AI product: new co-pilot features and a stronger integration with community tools.
  • Architecture-forward thinking: mapping business goals to data and process flows; planning for scalable, maintainable systems.

Community, product updates, and what’s coming

  • Discord-focused updates with Val (S.Val) co-pilot: proactive summaries, channel indexing, and selective notifications.
  • TLDDR and Birdie co-pilots: quick video summaries and news takes behind the scenes.
  • Builder network approach: tighter ICP, collaboration potential, and portable co-pilots for other communities.
  • Collaboration opportunities: working with members like Michael to prototype an application shell; potential SaaS paths for the co-pilot and member-management portal.

Actionable takeaways

  • Start with problem definition and clear PRDs for any new AI project.
  • Build a simple architecture sketch (data flow + process flow) before coding.
  • Do 20 minutes of focused study daily, then ship something small to reinforce learning.
  • Use the three learning cohorts to prioritize what to learn first.
  • If you want the roadmap in PDF, there’s a ready-to-share version; check the video description for access.
  • Cursor - Docs and guides including architectural diagrams
  • NotebookLM - Prompts and mind-map approaches
  • Eraser.io - Diagramming and planning tool
  • Excalidraw - Learning path prompts and topic breakdown
  • The Mom Test - Customer discovery and interviews book