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Nathan Fennel
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Posts tagged "Engineering"

41 posts found

The $4k Question: Buying a Mac Studio Instead of Renting a Model
I pay for up to five $200/month AI subscriptions. The new M5 Mac Studio can hold frontier-class open weights in memory. Working out which one to buy corrected me twice.
AIHardwareAppleLLMEngineering
Published 2026-08-29
The AMICE stack and the far side of Model Mountain
I use AMICE to connect AI applications and models to the infrastructure, chips, and energy underneath them. Those dependencies help explain costs, delays, and limits.
AIEconomicsLLMEngineering
Published 2026-08-12
The AMICE models stack between prompt and response
An interactive field guide to model size, tokens, memory, speed, reasoning effort, open weights, deployment, routing, and the physical cost of an AI answer.
AIModelsMachine LearningEngineering
Published 2026-07-30
Matt Pocock's Skills, Three Months Later: Fork or Subscribe
Matt Pocock's skills repo grew from eleven guardrail files into a full engineering process: a native Claude Code plugin, a planning layer that lives on your issue tracker, and a public folder of deprecated ideas.
AIEngineeringClaudeTypeScript
Published 2026-07-17
The AMICE chip stack inside an AI accelerator
Grow a silicon crystal, decode nanometers, compare CPUs and GPUs, open an HBM package, map the global supply chain, follow public money, and read chip export controls without calling every license a ban.
AISemiconductorsGeopoliticsEngineeringEconomics
Published 2026-07-16
The AMICE energy stack behind an AI answer
Follow an AI data center from power plant to utility, grid, fuel, cooling system, water source, contract, and unanswered reporting question.
AIEnergyEngineeringData Centers
Published 2026-07-10
The Turn-Count Tax: Rethinking What I Pay for AI Coding
My Cursor renewal forced an audit of every AI subscription I pay for. The math that settled it has nothing to do with price per token.
AIEngineeringCursorClaudeCoding
Published 2026-06-10
It's Probably Fine: Why Review Million-Line AI Code Changes?
AI Coding Agents will sometimes make ridiculously large code changes. Over a million lines? Just let it be. It's probably fine.
AIEngineeringHumor
Published 2026-05-31
Developing a Product Mindset
Why understanding your product is the most critical skill for engineers using AI coding agents.
AIEngineeringProductivityProduct
Published 2026-05-26
Claude Code and the /goal Command: Annoyingly Persistent
How the new /goal command changes Claude Code from giving up too easily to sticking with tough tasks.
AIEngineeringProductivityCoding
Published 2026-05-19
WozCode: Making Claude Code Faster, Better, and Cheaper
An add-on that has made Claude Code more effective, more reliable, and lighter on my usage quota. Here is why I am keeping it.
AIEngineeringProductivityCoding
Published 2026-05-12
Stop Letting AI Ruin Your Codebase: Matt Pocock's Claude Skills
AI coding agents accelerate codebase entropy. Matt Pocock's open-source Claude Code skills add the discipline your AI agent needs to write real software.
AIEngineeringClaudeTypeScript
Published 2026-04-29
This Week in AI: GPT-5.5, Grok 4, and $60B Valuations
A quick look at recent AI releases including OpenAI's GPT-5.5, Anthropic's quality transparency, and xAI's massive Cursor acquisition rumors.
AIEngineeringOpenAIAnthropicCursorxAI
Published 2026-04-24
AI Didn't Kill the Software Engineering Job. It Promoted It.
TrueUp is tracking over 67,000 open software engineering roles globally, the highest in more than three years. The headline is correct. What the number does not tell you is what those jobs actually require now.
AIEngineeringCareerJobs
Published 2026-04-06
Product Owner vs Product Manager in the Age of AI
The traditional lines between Product Owners and Product Managers are blurring as AI empowers engineers to build faster. Here is how responsibilities are shifting up the chain.
Product ManagementAIEngineeringCareer
Published 2026-03-23
Stop Re-Explaining Your Project to AI Every Morning
How the .claude folder turns your repo into a self-documenting workspace where your AI coding agent already knows the rules, the style, and the plan.
AIClaude CodeEngineeringProductivityDeveloper Tools
Published 2026-03-22
Cursor Composer-2 Has Caught Up Again
Cursor launched Composer-2 this week at a third the price of Composer 1.5. For UI and front-end work, it is hard to argue with the results.
AIEngineeringCursorProductivity
Published 2026-03-21
Get Cursor's Ask Mode in Your Terminal
Love Cursor's Ask mode and live in the terminal? Here's how to get the same codebase-aware answers from Claude Code CLI without the agent touching a single file.
AIEngineeringClaude CodeProductivityCursor
Published 2026-03-18
Google Workspace CLI: Google Built a Terminal for AI Agents
Google quietly released a CLI that gives your terminal and your AI agent direct access to Gmail, Drive, Calendar, Docs, Sheets, and more. Agents can automate real work without a browser in the loop.
AIProductivityEngineeringClaude CodeGoogle Workspace
Published 2026-03-12
A Brief Overview of This Week in AI
A quick look at a few things that happened in the AI space this week, including DoD negotiations, new free tiers, Cursor updates, and GPT 5.4.
AIEngineeringAnthropicOpenAICursor
Published 2026-03-05
How to Build a Scalable AI App Without Lovable or Other AI App Builders
A pragmatic 2026 stack for shipping real products with native iOS and Android code, Vercel backend, Clerk auth, Supabase data, and direct model APIs.
AIArchitectureEngineeringMobile DevelopmentSwiftKotlinVercelClerkSupabase
Published 2026-03-03
Why Clerk is the Default Choice for Auth and Subscriptions
With a massive free tier upgrade to 50k MAU and new AI agent skills, Clerk has solved the biggest pain points of integrating application authentication.
AIClerkEngineeringAuthenticationArchitecture
Published 2026-02-26
Why Vercel Is My Default for Hobby Projects and Fast App Delivery
Vercel plus AI coding agents and GitHub previews is the fastest way I know to ship apps, even if direct AWS could be cheaper at scale.
AIVercelEngineeringDeploymentAWSGitHub
Published 2026-02-24
The Case for Minimal Context Files: Why AGENTS.md Might Be Hurting Your AI
A recent study confirms what I've suspected: giving your AI coding agent too many instructions in repository-level context files actually reduces task success.
AIEngineeringLLMContext
Published 2026-02-17
Same Model, Different Results
Claude Sonnet feels completely different in Cursor, Claude Code, and Antigravity. The toolchain is the product.
AIEngineeringProductivityCursorClaude Code
Published 2026-02-10
Two Models, Thirty-Five Minutes
Anthropic and OpenAI released their flagship models within minutes of each other. For engineers who use these tools daily, the releases change what you can ship the same afternoon.
AIEngineeringLLM
Published 2026-02-05
Ads Are Coming to AI
Anthropic's Super Bowl ad mocks ChatGPT for adding ads; the open question is whether ads can actually fix AI's economics. A look at the numbers.
AIEngineeringLLM
Published 2026-02-04
Anthropic's Skill Formation Study: Where AI Helps and Where It Hurts
Anthropic's recent study found AI users scored slightly lower on a coding quiz. The research has real signal, the methodology has limits, and you can still use AI without sacrificing learning.
AIResearchAnthropicEngineeringLearning
Published 2026-02-02
OpenClaw: An Engineer's Field Guide
OpenClaw is an open-source autonomous agent framework that crossed a psychological and technical line. It does not just recommend actions, it takes them.
AIAgentsOpen SourceEngineeringOpenClaw
Published 2026-01-31
The Art of Asking (AI)
For senior engineers, the most valuable thing an AI coding agent can do is read the system, not generate code. A guide to using Ask mode to understand complexity.
AIEngineeringProductivityCareerArchitecture
Published 2026-01-27
How to Use Vercel, Supabase, and Clerk Together Without Overlap
A practical breakdown of how Vercel, Supabase, and Clerk each own distinct responsibilities, integrate cleanly, and create better user-first product experiences.
ArchitectureEngineeringVercelSupabaseClerkUser Experience
Published 2026-01-23
The Claude Quota Balancing Act
Claude 4.5 is complete: how to split Opus, Sonnet, and Haiku across a Claude Code session so you get the most from the 5-hour quota.
AIClaude CodeEngineeringProductivityAnthropic
Published 2025-12-05
The MCP Folly: More Context Isn't Always Better
The Model Context Protocol (MCP) is the latest trend in AI engineering. Overusing it is a fast track to context pollution and agent inefficiency.
AIEngineeringLLMContextMCP
Published 2025-11-24
Getting Started with Plan Mode
A practical guide to using AI planning modes effectively. Stop treating your agent like a magic wand and start treating it like a junior engineer.
AIEngineeringProductivityPlanning
Published 2025-11-05
The MFA Trinity: Something You Know, Are, and Have
A deep dive into why passwords aren't enough and how the holy trinity of authentication protects your digital identity.
securitymfabest-practicesengineering
Published 2025-10-27
Claude Code: Three Months In
A quick reflection on how Anthropic's terminal agent has changed my day-to-day life as an engineer.
AIEngineeringClaude CodeReflections
Published 2025-09-10
The Last Unlimited AI Deal: How to Hack Cursor's New Pricing
Cursor is ending its truly unlimited 'Auto' model usage on September 15, 2025. Here is how to lock in 365 days of infinite tokens before the window closes.
AICursorCodingEngineering
Published 2025-09-05
Introducing 2 Sents: TL;DR for the Water Cooler
A new feature for technical posts giving you the 2 sentences you need to sound like you read the whole thing.
BlogUpdatesEngineeringTechnical
Published 2025-08-29
Claude Code: The Terminal is Living
Anthropic's Claude Code CLI is shifting the development paradigm from manual editing to high-level orchestration. It is the most impressive tool in my stack because it runs where real engineering already happens.
AIEngineeringClaude CodeProductivity
Published 2025-06-02
The Cursor Revolution: Switching to an AI-Native Editor
Cursor represents a major shift in developer productivity. Notes on getting started and where it helps senior engineers most.
AIEngineeringProductivityCursor
Published 2024-11-17
The Best AI Model is the One You Use
The search for the 'best' model is a distraction. Focus on the tools that actually solve your problems today.
AIEngineeringProductivityLLM
Published 2024-02-13