AI · Scheduled
10 strategies I use to slash token usage without compromising quality and reliability
After months of building production-grade systems with Claude Code, here are the hard-won practices that have cut token consumption by 60-80% while improving output quality and reliability.
May 7, 2026
14 min read
Curiosities · Scheduled
My Nightly Deep Dive: From Black Holes and Hawking Radiation to Quantum Computers
For months I've been falling asleep to Brian Cox, Michio Kaku, Susskind, and the YouTube physics crowd. Black holes, Hawking radiation, the LHC, Planck time. Then a friend's startup pulled me into quantum computing — and the late-night curiosity became real homework.
May 6, 2026
8 min read
Experiments · Scheduled
Why 19pine.ai Actually Changed How I Handle Real-Life Drudgery
I test most new AI tools. Most disappoint. 19pine.ai was different — it's the first one that genuinely shifted how I spend my days, starting with a two-hour Comcast negotiation I never had to sit through.
May 5, 2026
8 min read
AI · Scheduled
My Personal AI Evaluation Framework: How I Size Up Every New Tool I Come Across
I've tested more AI products than I care to admit. Most disappoint. Here is the brutally practical eight-dimension framework I use to decide whether any tool is actually worth my time and money.
May 3, 2026
7 min read
Personal · Scheduled
Why Some Friendships Leave Me Tired
Some friendships leave you tired. The imbalance is quiet but constant — you give, they take, and over time you start to dread the messages. A reflection on the pattern, and the small ways I've started to push back without becoming someone I don't want to be.
May 2, 2026
5 min read
AI
The 5-Gate Rule: Never Ship AI Code Without Adversarial Review
AI coding assistants are fast. That's the problem. Speed without verification is how you ship shell injection, database corruption, and backwards alerts — all in the same session.
May 1, 2026
10 min read
AI
How I Dramatically Improve My Existing Applications Using Claude Code, gstack, and Superpowers
Most AI coding workflows assume you're starting from scratch. Here is the exact flow I use with gstack and Superpowers to safely improve production code I already have.
April 30, 2026
11 min read
Experiments
Splitting AI Models by Architectural Layer: When One Model Isn't Enough
Most teams pick one model and hardcode it everywhere. We did too — until we didn't. Here is how splitting by architectural layer changed our cost profile, latency, and reasoning quality.
April 29, 2026
9 min read
AI
Token Anxiety: How AI Rate Limits Hijacked My Brain
My entire day-to-day existence is now tethered to tokens. When they run out, I don't just lose productivity. I lose my damn mind.
April 26, 2026
7 min read
Personal
Society of the Snow: What a Rugby Team's 72 Days in Hell Taught Me About Real Teamwork
A rugby team survives 72 days in the Andes after a plane crash. What their story reveals about teamwork, resilience, and what it really takes to survive when everything falls apart.
April 26, 2026
8 min read
Personal
What I'm Reading in 2026
Twenty-six books across seven areas I want to get sharper in: AI in medicine, AI and world change, the universe, quantum, peptides, business, and mindset.
April 2, 2026
13 min read
AI
How I Build Software with AI
A spec-driven workflow layering Claude Max, gstack, and Superpowers into a multi-model, multi-defense-layer engineering system that consistently ships clean, production-ready features.
March 25, 2026
9 min read
Quotes
Get Comfortable Being Uncomfortable
Growth lives on the other side of discomfort. Every single time.
February 6, 2026
5 min read
Quotes
Two Ways to Do It: Right or Again
There are only two ways to do anything: right the first time, or again.
January 30, 2026
4 min read
Quotes
Don't Ruffle Feathers Unless Necessary
Social friction is expensive. Being the person who always pushes back, always questions, always challenges—it comes at a cost. And the cost isn't always worth it.
January 16, 2026
5 min read
Quotes
We Miss 100% of the Shots We Don't Take
Niranta — 42, our life's answer. Writing about AI, quotes, experiments, and personal reflections.
December 26, 2025
5 min read
Quotes
Seek Forgiveness, Not Permission
There is a profound difference between asking for permission and asking for forgiveness.
December 19, 2025
4 min read
Quotes
Heart Strong, Mind Stronger
There's a hierarchy of strength that most people get wrong. They think it goes: physical > mental > emotional. As if toughness is a progression, and once you're mentally tough, emotional resilience follows naturally.
November 28, 2025
5 min read
Quotes
We Suffer More Often In Imagination Than In Reality
Niranta — 42, our life's answer. Writing about AI, quotes, experiments, and personal reflections.
November 21, 2025
5 min read
Quotes
The Main Thing Is To Keep The Main Thing The Main Thing
We live in an age of infinite distraction. Our attention is fragmented across a dozen devices, our time divided among competing priorities, our energy scattered in all directions at once. In this chaos, we lose sight of what matters most.
November 14, 2025
5 min read
Quotes
Inch by Inch Is a Cinch, Yard by Yard It's Hard
Niranta — 42, our life's answer. Writing about AI, quotes, experiments, and personal reflections.
November 7, 2025
5 min read
Quotes
Pain Is Weakness Leaving the Body
It's a phrase Marines say. Soldiers repeat it. Tough people live by it. And it's mostly misunderstood.
October 31, 2025
7 min read
Quotes
All Fart, No Shit
I hear this phrase sometimes from people who grew up in tough environments: "All fart, no shit."
October 24, 2025
5 min read
Quotes
Control Is a Myth
We spend our lives chasing an illusion: the idea that we can control our outcomes.
October 24, 2025
6 min read
Quotes
Not My Circus, Not My Monkey
There's a Polish proverb that carries more wisdom than most business books: "Not my circus, not my monkey."
October 24, 2025
5 min read
Quotes
Slow Is Smooth, Smooth Is Fast
There's a principle from military and tactical training that sounds backwards at first: "Slow is smooth, smooth is fast."
October 24, 2025
6 min read
Personal
On Silence, Grief, and Finding Your Voice Again
There are moments in life when words fail us. Not because we lack the vocabulary or the ability to articulate, but because the weight of what we carry makes even the simplest sentence feel impossible. For me, that moment came in January ...
October 23, 2025
8 min read