👋🏻 Hey. I’m Atharva.
I am a software engineer, a GTM (go-to-market) strategist and an AI-native builder. I work at AccuKnox on DevRel (developer relations) and growth engineering for cloud-native security products. Before that I worked as a freelance developer, a technical writer and a research consultant.
In this newsletter I write about the things I build and the decisions I make. I cover AI systems, growth infrastructure and developer workflows. Once in a while I cover the movies, music and games worth your time. I write no summaries and no secondhand takes. You get what I built, what broke and why I made each call.
This is the setup I use to write, review, edit and post my content.
Four categories exist. Pick one:
🔵 Tech and AILLMs, AI cost engineering, Claude ecosystem, developer tools, hands-on implementation 🟢 Biz and GrowthGTM strategy, lead generation, content systems, marketing automation 🟡 Money and CareerCareer decisions, compensation, investing, working in tech on your own terms 🔴 Entertainment and CultureFilm, music, gaming, fiction, ideas worth arguing about
Now pick the outcome that fits you:
💸 AI Cost & Systems
🤖 Claude Ecosystem
🛠️ Dev Workflow & Tools
📈 GTM & Lead Generation
📣 Content & Growth
💼 Money & Career
🎬 Culture & Entertainment
📖 Full Archive
🔗 Find Me Elsewhere
💸 AI Cost & Systems
You pay too much for AI. Or you do not know why costs blow up at scale. Or the outputs stay inconsistent and you cannot find the cause. Start here.
Practical Tips for Reducing AI Costs, Part 1: Tactical StackModel selection, prompt caching and batching. These are the fast wins that cut your bill.
Practical Tips for Reducing AI Costs, Part 2: Context Optimization & Memory ManagementContext bloat multiplies cost. Design memory that avoids it.
Practical Tips for Reducing AI Costs, Part 3: Advanced Algorithms & Internal GovernanceSpeculative decoding, logit bias, activation probes and the Batch API. You also get hard token ceilings for agents.
Token Anxiety and the Illusion of ProductivityWhat happens when you optimize for tokens instead of outcomes. Stop confusing activity with progress.
AI Slop Is a Skill IssueBad outputs come from bad inputs. An honest breakdown shows where most prompting falls apart.
50 AI Terms Every Developer and Builder Should KnowThe terminology that separates understanding from tool use. Learn the words.
🤖 Claude Ecosystem
Claude is the AI I use most. These posts cover the real setup. They also show how to extend Claude and fit it to your brain.
Building an AI Marketing Team with Claude SkillsHow I wired custom skills into Claude to run content. This is the actual setup and not a concept piece.
Skills 2.0, Anthropic Just Made Vibes-Based AI Building ObsoleteWhat changed with Claude’s skill architecture. It matters for anyone who builds serious workflows.
The 5 Files That Give Claude Code Permanent MemoryContext management for Claude Code. Structure your files so the model remembers.
🛠️ Dev Workflow & Tools
The stack you use every day compounds. These are the tools and setups I committed to. I give honest takes on what earns your time.
GitHub Copilot, A Complete Guide to Agents, Skills, and InstructionsEverything Copilot can do that most people never touched. You get agents, custom instructions, skills and a proper setup.
The 30-Minute Copilot Setup That Changes EverythingThe specific configuration I use. It sets up fast and it changes the work after.
One Command to Share Your Entire VS Code SetupExport your extensions, settings and keybindings. This helps on a new machine or with a new hire.
Your New PC Migration Should Not Cost You a Full DayThe actual checklist I use, with no fuss.
The Tech Stack I Bet My Career OnPython, FastAPI, Next.js, AWS, Cloudflare Workers. Why these and not the alternatives, and what the tradeoffs look like.
SEO for Vibe-Coded Apps, Audit and FixWhat breaks SEO when you build fast with AI. Audit it and fix it fast.
Forget Ranking #1 on Google, Get Recommended by AI InsteadGEO (Generative Engine Optimization) explained in practical terms. Structure content so LLMs cite you.
📈 GTM & Lead Generation
These cover the growth systems I built and tested. They give results with specifics and no theory.
2026 Marketing Stack for AI-Driven GTMThe full stack for a modern GTM motion. It shows what each layer does and what to cut.
The 3-Step Workflow to Intercept High-Intent Leads on Reddit and LinkedInFind people who already want your product. Follow the steps with no ad spend.
The Zero Dollar Lead Gen Channel Your Competitors IgnoreThe channel most B2B teams dismiss. It compounds quietly and the barrier to entry stays low.
The LinkedIn Pipeline Nobody Is Talking AboutHow to turn LinkedIn into a steady inbound pipeline. It takes less effort than one post.
I Almost Spent $250 on LinkedIn Auto-CommentsWhat I found when I looked at the tools. And what works instead.
How to Win Your First 10K Users Without SpamEarly distribution strategy for builders. What actually worked at small scale.
Integration Strategy for Small TeamsHow to connect your tools with no engineering overhead. The decisions that save you from workflow debt.
📣 Content & Growth
The content system is the asset. These posts build a system that compounds and needs no constant feeding.
Stop Writing Posts. Start Building a Content Flywheel.A flywheel is a loop where one finished piece of work feeds the next. The mental model shift that changes how you write content.
The 2026 Content Stack, Three Tools to WinThe actual tools I use. Why these three cover most of what you need.
My Second Brain Setup That Actually CompoundsA second brain is one local folder of plain text that holds what you know and finds it again. The Obsidian system I use daily, and how I capture, link and resurface ideas across projects.
The Joy Revolution Nobody in Your Marketing Meeting Will ApproveWhy the best content now looks unlike B2B output, and what to take from it.
💼 Money & Career
The business of being a technical person. I cover compensation, investing and career decisions. I cover work in tech without the wrong targets.
Two Years at AccuKnox, From Intern to SpecialistWhat I learned inside a cloud-native security startup. This is the real version and not the LinkedIn version.
You Don’t Rise to Your Goals. You Fall to Your Systems.Why discipline is overrated and environment design is underrated.
Calculating Your FIRE NumberThe math and the assumptions behind financial independence. Run it for your own situation.
A Dummy’s Guide to Investing WiselyFirst principles investing for people who do not want to become investors.
Inflation Isn’t One ThingWhy the headline number masks what happens to your purchasing power.
Slaying Your 20s, a five-part series on your path, ambition, money, digital detox and presence. Part 1: Owning Your Path · Part 2: Ambition vs Contentment · Part 3: Mastering Money · Part 4: Digital Detox · Part 5: Staying Present
🎬 Culture & Entertainment
I cover film, music, gaming and fiction. I have opinions and I defend them.
Mickey 17, A Systemic Analysis of the Future of Human LaborWhat Bong Joon-ho built beneath the premise.
Film School in Scenes, a multi-part series on directing, cinematography, story and the work of great filmmakers. Intro · Part 1: Heart of Story · Part 2: Masters of the Medium · Part 3: Vision and Craft · Part 4: The Director’s Process · Part 5: The Power of Restraint · Part 6: Anatomy of a Scene · Part 7: The Invisible Language
Her (2013), The Cultural and Ethical Weight of AI on FilmWhy this film reads better every year.
The Darkest Genre in Gaming Nobody Talks AboutThe games built around dread, loss and systems that punish you.
How 675 Million Spotify Users Get Fed MusicThe actual recommendation architecture. How the algorithm picks what you hear next.
I Fed Every Beach House Lyric Into an AIPattern analysis on a discography. What the model found that I missed.
The Algorithm Listens, Analyzing Every Lorde LyricThe same treatment for Lorde. I map linguistic and thematic patterns across her catalog.
The Hypnotic World of Haruki MurakamiWhat makes his prose work. Why it should not work as well as it does.
Why the Next Decade Will Rewrite Human CivilizationThe macro argument. Where AI, energy and geopolitics converge. This is what it means.
📖 Full Archive
Everything is at blog.atharvashah.com/archive.
Posts go out when I have something worth saying. They run dense and not frequent. Every post links to related posts. The archive stays coherent.
🔗 Find Me Elsewhere
🐦 X / Twitter: x.com/cultist_dev
💼 LinkedIn: linkedin.com/in/atharva-shah-tech
🐙 GitHub: github.com/HighnessAtharva
🎬 Letterboxd: letterboxd.com/highnessatharva
🌐 Website: atharvashah.com
📧 Email: hi@atharvashah.compaid work and real conversations only
I am open to web development and AI automation. I also take API integrations, technical content, GTM consulting and DevRel work. Find the details at atharvashah.com.
