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September 1, 2025
September 2025
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What I've been listening to — September 2025

Strongs Dr. — Strawberry Fuzz · 1 song Soul Rock Steady — Tommy McCook & The Supersonics · 1 song Le Plaisir — Souleance · 1 song Syndrome — Impala · 1 song Brethren — Brethren · 1 song Gönül Salıncağı — Erkin Koray · 1 song Not You — Kicker · 1 song Good Looking Blues — Laika · 1 song Nufoundfunk — King Kooba · 1 song Amped — Helen 55 · 1 song LIBERTY — The Gash · 1 song The Rift — CQ Wrestling · 1 song Shebeast cometh — Short Stack · 1 song Brain Cycles — Radio Moscow · 1 song Naturality — ORB · 1 song Mister Yellowman — Yellowman · 1 song Shadow Expert — Palm · 1 song Pick a Day to Die — Sunburned Hand Of The Man · 1 song The Sinner — Les Hommes · 1 song Manduka — Manduka · 1 song Big Upsetter — Faze · 1 song Spanish Rice — Clark Terry, Chico O'Farrill · 1 song Alice In Chains — Alice In Chains · 1 song Crowded House — Crowded House · 1 song Bitter Everyday — Wednesday · 1 song KeepHer (feat. Thundercat) (Knxwledge Remix) — NxWorries, Anderson .Paak, Knxwledge, Thundercat · 1 song Something To Consume — Die Spitz · 1 song New Moon — Kelly Moonstone, MARCO PLUS, BADBADNOTGOOD · 1 song LXST CXSSXTTX — Dope Smoker · 1 song Mexican Summer — Connan Mockasin · 1 song As Good As Dead — Local H · 1 song Deep in View — Cola · 1 song Legal Speed — Radium Dolls · 1 song Couldn’t Save Us From My Gut — Ok Cowgirl · 1 song Not an Exit — Truth Club · 1 song Batsumi 77 — Batsumi · 1 song DINDI — FELLAS · 1 song Sleep Forever (Special Edition) — Crocodiles · 1 song Blue Sky — Luke Tyler Shelton · 1 song The Head Hurts but the Heart Knows the Truth — Headache · 1 song Terror Twilight — Pavement · 1 song
#music
August 1, 2025
August 2025
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What I've been listening to — August 2025

NO A/C — fearofmakingout · 3 songs Jazz, Fritt Etter Hukommelsen — Bushman's Revenge · 1 song Lefto presents Jazz Cats — 2 Times Nothing · 1 song Sunday Songs (and more) — Desing · 1 song サムシング — スティーヴ・マーカス, 稲垣次郎とソウル・メディア · 1 song Amusements — Ausmuteants · 1 song Man Scout — Radium Dolls · 1 song Isochronism — Forty Feet Tall · 1 song Loud Music for Quiet People — Twelve Point Buck · 1 song Egg — Twelve Point Buck · 1 song A Hero's Death — Fontaines D.C. · 1 song Blunderbuss — Jack White · 1 song Couple Daze — fearofmakingout · 1 song It’s Lovely, Come On In — thredd · 1 song Bel-Haven — Radium Dolls · 1 song CIA — Radium Dolls · 1 song All Doll'd Up — Radium Dolls · 1 song Legal Speed — Radium Dolls · 1 song Your Medal's In The Post — Getdown Services · 1 song All The Time — Radium Dolls · 1 song Tractor Parts — Radium Dolls · 1 song Red (Expanded & Remastered Original Album Mix) — King Crimson · 1 song Blank Curtain — Cola · 1 song Tafelsilberyo — Knowsum · 1 song Think — Vanilla · 1 song The Smooth Sounds of Tres Leches, LHCC Mart Vol. 1 — Tres Leches, Hiatus Kaiyote · 1 song Dream Hands — Jazzbois, Telemakus, Tristan Cappel · 1 song Greyhound — fearofmakingout · 1 song Odaxelagnia — Move 78 · 1 song Mágica — El Michels Affair, Rogê · 1 song Forever Never — Druidess · 1 song Give It Up (2008 Remaster) — Bonnie Raitt · 1 song Bedmonster's Groove — I LIKE TO SLEEP · 1 song OCCULT CLASSIC — Kill The Noise, Feed Me · 1 song Signal — Automatic · 1 song Highway Hypnosis — Sneaks · 1 song Floating Coffin — Thee Oh Sees · 1 song Entrance Music — Okonski · 1 song A Louder Silence — Leifur James · 1 song Summer Sun — Common Saints · 1 song Fontanel — Dal · 1 song Shades — Good Sad Happy Bad · 1 song Lavender Kiss — The Licks · 1 song Step Off — ESG · 1 song
#music
July 15, 2025
July 15, 2025

Designing a Collaborative AI Workflow: 24 Hours from Concept to Deployment

When a promotion review required a portfolio with minimal notice, I didn't just scramble to document my work—I pioneered a methodology for AI-augmented creative development that fundamentally changed how I approach projects.

The Challenge That Changed Everything

My promotion review was coming up, and my manager asked a reasonable question: "Can you share a portfolio that demonstrates the scope of work you've been doing?"

Simple request. Totally fair. One problem: I didn't have a portfolio.

Not just "my portfolio needs updating." I mean I had nothing. No case studies, no project showcases, no structured demonstration of my work. Building a professional portfolio from scratch typically takes weeks of planning, design iteration, content writing, and development. I had days, maybe a week at most before the review.

This is the story of what happened next—but more importantly, it's about the methodology I discovered in the process. Because this wasn't just about building something fast. It was about fundamentally rethinking how humans and AI can collaborate on creative work.

The Conventional Wisdom I Rejected

Faced with a tight deadline for something important, conventional wisdom offered two bad options:

  1. Rush through a basic portfolio - Sacrifice quality for speed, throw up a simple site with bullet points, hope it's good enough for the review
  2. Ask for more time - Acknowledge that good work takes time, delay the review, lose momentum

I rejected both. Not out of stubbornness, but because I sensed there was a third option that nobody was talking about: What if the bottleneck isn't time, but how we allocate human attention?

The Core Insight: Strategic vs. Tactical

Here's what I realized: Most development time isn't spent on high-level creative decisions. It's spent on:

  • Writing boilerplate code
  • Debugging syntax errors
  • Looking up documentation
  • Implementing patterns you've done before
  • Repetitive styling and layout work

These tasks are necessary, but they're not where creative value comes from. The real value is in:

  • Strategic decisions - What story should this portfolio tell?
  • Creative direction - What emotional experience should users have?
  • Content quality - How do I articulate my unique value?
  • Architectural choices - How should this site be structured?

Traditional development forces you to do both. AI collaboration lets you focus on the second while delegating the first.

The Four-Phase Methodology

Phase 1: Strategic Interview (Not Planning)

I didn't start by planning what to build. I started by having Claude interview me like a recruiter.

The prompt: "Before we build anything, interview me to understand my professional narrative and value proposition."

What followed was a 30-minute conversation that clarified:

  • Which projects actually demonstrated transferable skills
  • What made my approach unique vs. generic
  • The story arc I wanted potential employers to follow
  • My actual strengths (not what I assumed they were)

The insight: AI isn't just for implementation—it's for strategic clarification. By forcing me to articulate my value proposition conversationally, Claude helped me understand what I was really trying to communicate.

What I learned: This interview approach works because AI asks follow-up questions humans often skip. It probes assumptions. It asks "why does that matter?" and "how is that different from what anyone else would do?"

Phase 2: Rapid Prototyping with Live Feedback

With clarity on the narrative, we moved to prototyping—but not in the traditional way.

Instead of:

  • Static mockups → Development → Testing → Refinement

We did:

  • Live demo pages → Immediate feedback → Real-time iteration → Ship

The process:

  • Claude would build a working demo of a concept (a hero section, a project card, a transition effect)
  • I'd see it live in the browser within minutes
  • I'd give feedback: "This is too formal," "The hierarchy is wrong," "This feels sterile"
  • Claude would iterate immediately

The insight: When iteration cycles go from days to minutes, you can explore creative directions you'd normally dismiss as "too risky" or "not enough time."

What I learned: Speed unlocks creativity. When trying something new doesn't cost you half a day, you're willing to experiment. I tested design systems I'd never attempted before because the cost of failure was 10 minutes, not 10 hours.

Phase 3: Iterative Development Partnership

This is where the methodology got interesting. I wasn't directing AI to build my vision. I was partnering with AI to explore possibilities I hadn't imagined.

Example: The modal-based project showcases.

My initial idea: "I want interactive project cards that expand to show details."

Claude's interpretation: "What about a SPA-like experience with smooth transitions, modal overlays, and no page reloads?"

My response: "I've never built that before—can we try it?"

The result: A sophisticated interaction pattern I wouldn't have attempted on my own because I assumed it would be too complex for the timeline.

The insight: AI partnership isn't about speed-running your existing ideas. It's about expanding the possibility space of what you can attempt.

What I learned: The best AI collaboration happens when you're willing to be surprised. I went in thinking I knew what I wanted. The partnership revealed possibilities I hadn't considered because I'd mentally pre-rejected them as "too hard for the timeline."

Phase 4: Seamless Deployment Integration

The final phase was deployment—and this is where the methodology proved its completeness.

Traditional workflow:

  • Build locally → Learn deployment platform → Configure settings → Troubleshoot issues → Deploy

AI-augmented workflow:

  • "I need to deploy this to Netlify" → Claude walks me through MCP integration → Deployed in one workflow

The insight: AI collaboration can encompass the entire development lifecycle, not just the coding phase.

What I learned: The methodology works when it removes all the tactical bottlenecks, not just some of them. Deployment is often where timelines explode—days lost to configuration issues, documentation gaps, and platform-specific quirks. AI eliminated that entirely.

What Worked (And What Didn't)

What Worked Brilliantly

1. Chunked conversations with clear goals

  • Instead of "build me a portfolio," I had focused 30-minute sessions: "Let's design the hero section," "Now let's structure the case studies," etc.
  • Each chunk had a clear success metric
  • This prevented scope creep and kept momentum high

2. Strategic briefs instead of technical specs

  • I didn't say "create a div with flexbox layout and these specific styles"
  • I said "this section needs to feel aspirational but grounded"
  • AI translated strategic intent into technical implementation

3. Rapid feedback loops

  • Within minutes of seeing something, I could say "this isn't working"
  • We'd iterate immediately instead of scheduling a refinement session
  • This compressed weeks of typical design iteration into hours

What Didn't Work (Honest Assessment)

1. Perfect code quality

  • The code works, but it's not as DRY or optimized as I'd write with more time
  • Trade-off: Speed vs. perfect architecture
  • Decision: For a portfolio showcase, working > perfect

2. Comprehensive testing

  • No unit tests, limited cross-browser testing
  • Risk accepted: Personal portfolio with limited traffic
  • Mitigation: Visual regression testing as I used it

3. Deep customization

  • Some design choices were "good enough" rather than "exactly what I envisioned"
  • Trade-off: Perfect vision vs. timeline constraints
  • Decision: 90% of vision in 10% of time is worthwhile

The Broader Implications

This methodology isn't just about portfolios. It's about a fundamental shift in how creative professionals can work.

The old model: Human does everything, slower but controlled The new model: Human focuses on strategy/creativity, AI handles implementation, faster and often better

But here's the nuance: This only works when you're clear about what AI can't do.

AI can't:

  • Decide what story resonates with your audience
  • Know which of your projects demonstrates unique value
  • Make aesthetic judgments about emotional tone
  • Understand what makes your work different from everyone else's

AI can:

  • Implement technical patterns you describe strategically
  • Iterate rapidly on design concepts
  • Handle documentation and deployment workflows
  • Explore possibility spaces you haven't considered

The key: Keep strategic control, delegate tactical execution.

What I'd Do Differently Next Time

  1. Start with even more strategic clarity - The interview phase was valuable, but I'd spend more time on competitive analysis and differentiation strategy before building

  2. Build in quality checkpoints - Schedule explicit moments to step back and assess: "Is this still aligned with my strategic goals?"

  3. Document the methodology as I work - I discovered this process in real-time, but having it explicit would make it reproducible

  4. Test assumptions earlier - Some design choices I'd have validated with quick user feedback before committing to implementation

The Meta Lesson

The ironic thing? This blog post exists because the portfolio worked too well as a demonstration of AI collaboration—and that became its weakness as a portfolio piece.

When people saw the portfolio, they thought: "Did Joel really build this, or did AI do everything?" The very thing that made it impressive (rapid AI-augmented development) raised questions about my actual capabilities.

That's why it's now a blog post instead.

As a portfolio piece, it was self-referential in a weird way. As thought leadership about AI-augmented workflows, it's actually interesting. It shows not just what I can build, but how I think about collaboration, methodology, and creative work.

And that's ultimately more valuable than any portfolio piece could be.

Conclusion: AI as Amplifier, Not Replacement

The 24-hour portfolio sprint taught me something crucial: AI doesn't replace creative work—it amplifies creative capacity by removing tactical bottlenecks.

The portfolio itself? It helped make the case for my promotion. But more importantly, it gave me a methodology I now use for all creative projects:

  1. Strategic clarity first - Interview-driven understanding of goals
  2. Rapid prototyping - Live demos over static planning
  3. Iterative partnership - Exploration over execution
  4. End-to-end workflows - Deployment integrated, not appended

This isn't just about building portfolios faster. It's about building anything faster while maintaining—or even increasing—creative quality.

The question isn't "Can AI build this?" The question is "Where should I focus my irreplaceable human attention to create the most value?"

Everything else? That's what AI partnership is for.


Want to explore this methodology further? I'm continuing to document my experiences with AI-augmented creative workflows. Check out my other posts about AI learning reflections and thought leadership on modern development practices.

Have questions or thoughts on AI collaboration? I'd love to hear your experiences. Connect with me through the contact form or find me on the platforms listed there.

#ai-collaboration #development-workflow #methodology #thought-leadership #creative-process
8 min read Continue reading →
July 1, 2025
July 2025
↗

What I've been listening to — July 2025

Pool Party — Alex Cherney, The Brothers Nylon, CHIHIROPE · 5 songs Voyage Out — Floatie · 2 songs Lofi Sauce — The Brothers Nylon · 2 songs The Fork — Oscar Jerome · 1 song One Puff Wonder — Revulva · 1 song Insomnia — Calalloo · 1 song Sniffly Lady — Revulva · 1 song Revulva — Revulva · 1 song Violent Femmes — Violent Femmes · 1 song S/T + EP — Marbled Eye · 1 song Lino — Squid · 1 song Signal — Automatic · 1 song Excess — Automatic · 1 song Billy Changer — Billy Changer · 1 song Spitting Out Moonlight — Hierophants · 1 song MARQUISE — Marquise · 1 song Jazzbois Goes Blunt II — Jazzbois · 1 song Number One — MASSIVE HASSLE · 1 song QuatroQuatroCinco — Marquise · 1 song Maxed out on Distractions — Corners · 1 song The Classic Collection — Alps Cru · 1 song Red in Tooth & Claw — Bats · 1 song Angel Wings (Remastered Edition) — Engine Kid · 1 song For Screening Purposes Only — Test Icicles · 1 song Vegas Throat — Barkmarket · 1 song Fresh Breath — Shorty · 1 song One Day You'll See The Sun — Buice · 1 song Wowee Zowee — Pavement · 1 song Duress — Froth · 1 song High/Low — Nada Surf · 1 song As Good As Dead — Local H · 1 song Parallel Life — The Starseeds · 1 song Silence Slowly And Madly Shines — The Psychotic Monks · 1 song Fill the Silence with Your Desires — Shoefiti · 1 song CityT error — Shoefiti · 1 song Oceans of the Moon — Oceans of The Moon · 1 song Germinator — Germinator · 1 song Gift — Nick Wheeldon · 1 song Pink Colour Surgery — The Psychotic Monks · 1 song Identikit — Burning Airlines · 1 song
#music
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