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⚡ AI Lessons

Medium · Programming
🧠 Large Language Models
⚡ AI Lesson
9h ago
Complete Open Source AI Explained in One Blog
Every Layer of the Stack, From Raw Model Weights to a Working Agent Continue reading on Medium »

Medium · Programming
🧠 Large Language Models
⚡ AI Lesson
16h ago
GPT-6 Astra Just Learned to Use Your Computer. Here's What Happens Behind Every Click
I read OpenAI's own benchmark report at 1am, then spent three days figuring out why a "computer use" model isn't actually magic — it's… Continue reading on Medi

Medium · Programming
🧠 Large Language Models
⚡ AI Lesson
17h ago
Why I Stopped Writing One Giant Prompt and Started Building Graphs
Lessons from building an AI meeting-analysis pipeline with LangGraph, Pydantic, and a lot of trial and error. Continue reading on Medium »
Medium · Programming
🧠 Large Language Models
⚡ AI Lesson
19h ago
I Fed My Old Freelance Emails to an AI and Accidentally Built a Business
The prompt-chaining experiment that turned “just testing something” into a client-facing tool I now charge for Continue reading on Medium »

Medium · Programming
🧠 Large Language Models
⚡ AI Lesson
19h ago
I Spent a Year Shipping AI Features to Production. Here’s What Actually Held Up.
A field guide to RAG, agents, evals, and everything that broke along the way Continue reading on Medium »

Medium · Programming
🧠 Large Language Models
1d ago
Coding Agent’ların Bütün Projeyi Okumasına Gerek Var mı?
Codex ve Claude Code gibi araçlarda token maliyetini düşüren 4 modern yaklaşım Continue reading on Medium »

Medium · Programming
🧠 Large Language Models
2d ago
Reduce Claude Token Usage by 85% With One Instant PDF Fix
Stop letting bloated PDFs bleed your AI budget dry Continue reading on Medium »

Medium · Programming
🧠 Large Language Models
⚡ AI Lesson
2d ago
Mac mini M6 for Local LLMs: 16GB vs 24GB vs 32GB | Which Should You Choose?
If you’re buying a Mac mini M6 specifically to run local AI models, one of the biggest decisions you’ll have to make is how much unified… Continue reading on Me

Medium · Programming
🧠 Large Language Models
⚡ AI Lesson
2d ago
Can an Agent Port a Codebase?
I'm interested in how effectively an LLM can translate a small, self-contained codebase from one language to another. Continue reading on Medium »

Medium · Programming
🧠 Large Language Models
⚡ AI Lesson
3d ago
We Timed 50 Model-Support Commits Across 3 Local LLM Runtimes. Ten Aren’t in Your Install.
On llama.cpp a new model reaches a tagged build the same day, and on Ollama in 1.1 days. MLX-LM’s last release was 22 April 2026–146 days… Continue reading on M

Medium · Programming
🧠 Large Language Models
⚡ AI Lesson
3d ago
DeepSeek V4.1 Flash Is Really Good And Again, They Made Impressive Breakthroughs
DeepSeek will sell you one million cached input tokens for $0.003 Continue reading on The AI Brief »

Medium · Programming
🧠 Large Language Models
⚡ AI Lesson
4d ago
GPT-6 Astra: How the Next Generation of AI Could Change Work in America
Artificial intelligence is moving into a new phase. Continue reading on Medium »

Medium · Programming
🧠 Large Language Models
⚡ AI Lesson
4d ago
Top 40 Generative AI Scenario-Based Interview Questions and Answers — 2026
1. Your LLM application’s latency doubled after increasing the maximum context window. How would you diagnose and fix it? Continue reading on Medium »

Medium · Programming
🧠 Large Language Models
4d ago
LLM Discussions (04): vLLM
vLLM’s GPU-based KV Cache, Paged Attention & Concurrency Management Continue reading on Medium »

Medium · Programming
🧠 Large Language Models
4d ago
I built ACC so my AI sessions could talk to each other
Why I stopped being the messenger between Claude Code, Codex, and Gemini CLI Continue reading on Medium »

Medium · Programming
🧠 Large Language Models
⚡ AI Lesson
1w ago
Best Open Source LLMs for Business Use in 2026
Originally published at techpotions.com. Continue reading on Medium »

Medium · Programming
🧠 Large Language Models
⚡ AI Lesson
1w ago
How to Self-Host an Open Source LLM: A Practical Setup Guide
Originally published at techpotions.com. Continue reading on Medium »
Medium · Programming
🧠 Large Language Models
⚡ AI Lesson
1w ago
How to Maximize ChatGPT 6 Astra
Stop asking Astra questions. Start giving it outcomes. Continue reading on Medium »

Medium · Programming
🧠 Large Language Models
2w ago
A Claude Skill Costs 66 Tokens to List and 846 to Run
Two numbers from one machine, counted with a tokenizer instead of the usual four-characters-per-token guess. Continue reading on Medium »

Medium · Programming
🧠 Large Language Models
⚡ AI Lesson
2w ago
Prompt Caching Worked Perfectly. One Dynamic Timestamp Destroyed Every Cache Hit.
The expensive prefix looked reusable to humans and completely different to the inference server. Continue reading on Stackademic »

Medium · Programming
🧠 Large Language Models
⚡ AI Lesson
2w ago
OpenAI Just Beat Nvidia at Inference. Is Nvidia Dead?
OpenAI just produced the kind of benchmark result that usually turns the AI internet into a funeral procession for whoever lost. Continue reading on Generative

Medium · Programming
🧠 Large Language Models
⚡ AI Lesson
2w ago
GQA, MLA, DSA, KDA: What All That LLM Architecture Jargon Actually Means
One picture at a time — from Mixture of Experts to 4-bit quantization. Continue reading on Medium »

Medium · Programming
🧠 Large Language Models
⚡ AI Lesson
2w ago
Building a Multilingual RAG Pipeline
Most write-ups only show the finished, working version of a project. This one is different — it’s about everything that broke first, and… Continue reading on Me

Medium · Programming
🧠 Large Language Models
⚡ AI Lesson
2w ago
Cross-Encoder Reranking Explained: How to Improve RAG Retrieval Quality
A practical guide to reranking in Retrieval-Augmented Generation, why bi-encoders alone are not enough, and how to use cross-encoders in… Continue reading on Me
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