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Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 3525 posts
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The Ownership Backlash and the AI Reality Check — This Week's HN & GeekNews Hot Topics
Two currents run through this week's Hacker News and GeekNews front pages: an 'ownership backlash' spreading from open-source maps to open hardware and replaceable batteries, and an 'AI reality check' driven by open-weig
2026-07-07 · 5 min read #trends#hackernews#geeknews#ai#opensourceThe Forward Deployed Engineer (FDE), Fully Dissected — the Hottest Role in AI Right Now
As the finding that 95% of enterprise GenAI pilots show no measurable impact makes clear, AI's bottleneck today is deployment, not models. The role built to close that gap is the FDE — an engineer embedded in the custome
2026-07-07 · 8 min read #career#fde#ai#palantir#rolesAI Model Development, Start to Finish — a Realistic Lifecycle from Data to Deployment
Model development starts not with pretraining but with a decision ladder — does prompting suffice, does RAG suffice, do you need fine-tuning? The eval-first principle of building your test set before your model, data qua
2026-07-07 · 8 min read #ai#ml#llm#mlops#trainingMastering the NVIDIA GPU Operator — From Install and Deployment to MIG Partitioning
The era of hand-configuring GPU nodes on Kubernetes is over. How the NVIDIA GPU Operator manages everything from the driver to the device plugin and monitoring via the operator pattern, with Helm install and verification
2026-07-07 · 8 min read #kubernetes#gpu#nvidia#mig#devopsHow to Use OpenRouter — 300+ LLMs Through One API
How to call 300+ models from 60+ providers through a single OpenAI-compatible endpoint with OpenRouter — from getting a key and your first curl request to SDK drop-in, routing, fallbacks, and streaming.
2026-07-06 · 8 min read #openrouter#llm#ai-gateway#api#openai-compatibleHow to Use Oh My OpenCode — Turn OpenCode into a Multi-Agent Team
Oh My OpenCode is an orchestration layer on top of OpenCode that gives you a team of async subagents. A practical guide to install, configure, run work, and stay safe on cost.
2026-07-06 · 16 min read #oh-my-opencode#opencode#ai-coding-agent#cli#developer-toolsLiteLLM in Practice — 100+ LLMs Behind One Interface
A hands-on quickstart for calling OpenAI, Anthropic, Gemini, Bedrock, OpenRouter, and local models through one OpenAI-shaped interface with LiteLLM — from install to streaming, Router, and the Proxy Server.
2026-07-06 · 9 min read #litellm#llm#ai-gateway#python#openai-compatibleMost Arguments Are About Ego, Not Ideas
When we argue, we believe we are contesting ideas, but we are often touching the other person’s sense of self. Through cognitive dissonance, identity-protective cognition, and the backfire effect, this piece explains why
2026-07-06 · 5 min read #communication#psychology#thinking#careerThe Tech Interview Playbook — Coding, System Design, and Behavioral
A tech interview tests your skill — and is a separate skill of its own. Pattern-based coding prep, a 5-step system design frame, building a STAR story bank for behavioral rounds, the staple questions per role, and an 8-w
2026-07-06 · 7 min read #career#interview#skills#preparationHow to Study with AI — 8 Techniques That Turn an LLM into Your Best Tutor
If you just read the answers AI gives you, you get the feeling of studying without the skill. This piece shows how to recreate the power of 1:1 tutoring that Bloom's 2 sigma problem revealed — a Socratic tutor, Feynman r
2026-07-06 · 8 min read #ai#learning#study#productivityA Knowledge Map for the Rising Tech Roles of 2026 — What to Actually Study
AI/LLM engineer, platform/DevOps/SRE, security engineer, data engineer, frontend — a checklist-style map of what the five most in-demand roles actually require. Includes the cross-cutting skills every role shares, plus t
2026-07-06 · 7 min read #career#roadmap#skills#learningThe Law of Compounding — The Strongest Force in Learning and Life
Compounding is what happens when returns start earning returns of their own. The principle does not stay confined to money. It works the same way in learning, skill, reputation, and relationships. This essay looks calmly
2026-07-05 · 13 min read #learning#compounding#habits#self-improvementThinking Tools for Reading the World — Mental Models
Mental models are thinking frameworks that help us reason about a complex world by simplifying it. This essay walks calmly through Charlie Munger's latticework of models, first-principles thinking, high-leverage models l
2026-07-05 · 15 min read #thinking#mental-models#decision-making#first-principlesLearning from Mistakes — Resilience and Antifragility
Mistakes feel like verdicts, but they are closer to data. This essay looks at the difference between fragile, resilient, and antifragile responses to disorder, at the blameless post-mortem that engineering culture invent
2026-07-05 · 16 min read #learning#resilience#antifragility#failureGood Questions Make Good Answers — The Art of Asking
In an age when answers are everywhere, the truly scarce skill is asking a good question. This essay walks calmly through the Socratic method, first-principles thinking, Toyota's Five Whys, a taxonomy of questions, the co
2026-07-05 · 15 min read #learning#curiosity#critical-thinking#questionsLifelong Learners — The Attitudes of Great Students
A balanced look at the attitudes and habits shared by people who never stop learning — deep curiosity, the willingness to be a beginner, teaching as a way to learn, intellectual honesty, and patient humility. It opens wi
2026-07-05 · 14 min read #learning#curiosity#self-improvement#lifelong-learningHow the World Works — Incentives and Systems ♪ Listenable
Events that look irrational usually make sense once you see the incentives. This essay walks through incentives, Goodhart's law, systems thinking, feedback loops, second- and third-order effects, power laws, emergence, a
2026-07-05 · 19 min read #thinking#systems-thinking#incentives#mental-modelsAre Geniuses Born? — The Myth of Talent and Effort
We call remarkable people geniuses, and in that moment we stop asking how they got there. This essay looks calmly at the Mozart myth, Anders Ericsson's research on expert performance, the popular ten-thousand-hour rule,
2026-07-05 · 16 min read #learning#talent#expertise#excellenceWhere Education Is Going — The Past and Future of Learning ♪ Listenable
The school we take for granted today is really an invention of the industrial age. From the origins of mass schooling to the great democratizations of knowledge — the printing press, public libraries, the internet and MO
2026-07-05 · 18 min read #education#future-of-learning#self-directed-learning#edtechLearning How to Learn — The Science of Study
The skill of learning something can itself be learned. This essay walks through active recall, spaced repetition, interleaving, the fluency illusion, elaboration, metacognition, and the role of sleep in memory consolidat
2026-07-05 · 15 min read #learning#metacognition#study-skills#education