NAT.IO

TECH RECIPES MUSIC CREATIVITY

Technical depth without fluff: production-grade AI systems, recipes that support metabolic health, and long-game creative practice.

This site exists to publish useful thinking you can apply under real constraints, not ideal conditions.

If a post cannot help you make a better decision, ship a better system, cook a more repeatable meal, or sustain better creative habits, it does not belong here.

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Production systems, metabolic-friendly cooking, creative practice, and more.

NOW

Updated February 12, 2026

BUILDING

Reliability-first AI workflows for production use, with explicit handling for uncertainty.

See Current Focus →

TESTING

Meal systems that reduce weekday friction while staying metabolic-friendly and repeatable.

Read Meal System →

LEARNING

How consistency compounds in music, writing, and technical craft over long time horizons.

Read Craft System →

WHO THIS IS FOR

FOR YOU IF...

  • You care about systems that work in real environments, not just demos.
  • You want practical ideas you can test this week.
  • You value cross-domain thinking between technology, health, and creativity.

NOT FOR YOU IF...

  • You want hype, shortcuts, or certainty where uncertainty is real.
  • You prefer surface-level summaries over implementation detail.
  • You are looking for one-topic coverage with no experimentation.
Read User Manual →

WEEKLY CHALLENGES

See source posts →

Pick one challenge, run it this week, and document what changed. The goal is action, not perfection.

BUILD 15 MIN

Reliability Audit

Choose one AI workflow you trust. Test whether it still holds up when inputs are messy and incomplete.

  1. Run the workflow on 5 real-world inputs, not polished prompts.
  2. Document the top 3 failure modes and note which are silent.
  3. Implement one guardrail this week: validation, fallback, or human review.
Use Audit Worksheet →
LIVE 30 MIN

Repeatable Meal Challenge

Build one diabetic-friendly meal you can repeat without decision fatigue during a busy week.

  1. Pick one recipe with simple ingredients and realistic prep time.
  2. Cook it once and note prep friction, portions, and satiety.
  3. Set a second cook day and improve one step for speed or consistency.
Run Meal Challenge →
CREATE 20 MIN

Creative Consistency Sprint

Create one small piece this week with a fixed constraint and a fixed finish line.

  1. Choose one constraint: tempo, word count, instrument, or format.
  2. Ship a rough version in one session with no polish pass.
  3. Write three lines on what worked and what to repeat next week.
Run Sprint Protocol →
DISCOVER 25 MIN

Open-Domain Stress Test

Test an AI assistant on one ambiguous research question that requires synthesis, not a single fact.

  1. Define a question with unclear boundaries and multiple possible sources.
  2. Require citations for every key claim in the response.
  3. Rate the answer for evidence quality, not writing fluency.
Use Team Worksheet →

RANDOM RECIPE SPOTLIGHT

View all recipes →

A different recipe each visit. Practical, repeatable, and metabolic-friendly whenever possible.

Adobo-Spiced Chicken Thighs with Pickled Jicama Slaw
Diabetic-Friendly

Adobo-Spiced Chicken Thighs with Pickled Jicama Slaw

Succulent chicken thighs braised in a tangy vinegar-soy sauce and finished under the broiler for crispy skin, served with a refreshing monk fruit-sweetened quick-pickled jicama slaw.

Prep 20 minutes plus 2 hours marinating min
Cook 45 minutes min
Total 65 min
Serves 4
Carbs 8g
Difficulty Medium
Profile Diabetic-Friendly
COOK THIS NEXT

ABOUT THIS SPACE

Nat

I'm Nat Currier, a CTO and hands-on builder writing from real work: shipping production AI systems, making architecture tradeoffs, and solving operational problems under real constraints.

You will find practical engineering guides, diabetic-friendly recipes I actually cook on repeat, and creative essays from ongoing music and writing practice. The goal is simple: each visit should leave you with something you can apply this week.

MORE ABOUT ME