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📰 Medium · Programming

82 articles · Updated every 3 hours · View all reads

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Ask Yourself These 5 Things Before You Buy a Mac mini for Local LLMs
Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 17h ago
Ask Yourself These 5 Things Before You Buy a Mac mini for Local LLMs
The Mac mini is having a bit of a moment. Continue reading on Medium »
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Docling + VectorLess + Gemma 3.5 Flash To Get Higher Accuracy
Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 23h ago
Docling + VectorLess + Gemma 3.5 Flash To Get Higher Accuracy
You hand an AI a PDF and ask it to analyze the financial statements, only to find the numbers are wrong. You ask it to summarise Article 7… Continue reading on
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Local-first: a Model on Your Own Machine, Zero Cloud
Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 23h ago
Local-first: a Model on Your Own Machine, Zero Cloud
This is the concrete, runnable walkthrough for Post 1 of the Portway series. The goal: stand up a single model behind an OpenAI-compatible… Continue reading on
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I watched a machine do the impossible. Now I’m learning to build one.
Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 1d ago
I watched a machine do the impossible. Now I’m learning to build one.
There is a specific kind of silence that happens when you watch something that breaks your understanding of what is possible. Continue reading on Medium »
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Everyone Is Asking ChatGPT or Claude. Microsoft Already Answered.
Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 1d ago
Everyone Is Asking ChatGPT or Claude. Microsoft Already Answered.
For anyone who uses either one and hasn’t checked who actually owns the servers they run on. Continue reading on Generative AI »
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Stop Writing Bad Prompts for AI
Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 2d ago
Stop Writing Bad Prompts for AI
The right prompt is no longer just a skill — it is becoming a necessity in this fast-paced world where almost everything is driven by AI… Continue reading on Me
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Claude Opus 4.8 Just Dropped — And It’s Quietly Rewriting What AI Can Actually Do
Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 2d ago
Claude Opus 4.8 Just Dropped — And It’s Quietly Rewriting What AI Can Actually Do
I’ve been following Anthropic closely for a while now, and yesterday’s release of Claude Opus 4.8 is one of those moments where I had to… Continue reading on Le
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he Attack Vectors Nobody Tells You About: Hardening LLM Apps Against Prompt Injection
Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 2d ago
he Attack Vectors Nobody Tells You About: Hardening LLM Apps Against Prompt Injection
A few months ago I watched someone demo an internal AI assistant during a meeting that had already gone twenty minutes longer than planned… Continue reading on
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Claude Opus 4.8 preliminary review
Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 2d ago
Claude Opus 4.8 preliminary review
Anthropic shipped Claude Opus 4.8 on May 28, 2026, and the first thing worth saying is that the version number oversells the gap. This is… Continue reading on M
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Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 3d ago
Why AI Teams Need Better Model Access for Agents and RAG
AI teams are moving beyond simple single-model integrations. Continue reading on Medium »
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Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 4d ago
MarkItDown Microsoft 2026: Convert PDF, Word, Excel to Markdown for LLMs & RAG (Full Tutorial)
“PDFs, PowerPoints, Excel sheets, scanned images, even YouTube videos — I threw everything at it. What came out was pure, clean Markdown… Continue reading on Me
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The $0 LLM Infrastructure Held Together With the Power of Friendship and Redis
Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 5d ago
The $0 LLM Infrastructure Held Together With the Power of Friendship and Redis
A story about rate limits, the unwillingness to spend and a railway track that saved us. Continue reading on Medium »
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ChatGPT Is Closing In on 1 Billion Users. That Changes the Internet
Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 5d ago
ChatGPT Is Closing In on 1 Billion Users. That Changes the Internet
In May 2026, ChatGPT is no longer a tech product. It’s infrastructure. Continue reading on Medium »
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Workflow Distillation with LangChain: 5 Stages to a Specialized Fine-Tuned Model
Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 6d ago
Workflow Distillation with LangChain: 5 Stages to a Specialized Fine-Tuned Model
A practical playbook for distilling an agentic workflow from LangChain to a specialized fine-tuned model — 5 stages, start thresholds… Continue reading on Mediu
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HRM-Text-1B Might Be One of the Weirdest LLM Experiments of 2026
Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 1w ago
HRM-Text-1B Might Be One of the Weirdest LLM Experiments of 2026
Most efficient SLM is here Continue reading on Data Science in Your Pocket »
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Building an O(1) LRU cache in C++ and Why It’s Harder Than It Looks
Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 1w ago
Building an O(1) LRU cache in C++ and Why It’s Harder Than It Looks
How I implemented O(1) eviction in FastKVS using std::list and std::unordered_map, and the concurrency mistake I almost made Continue reading on Medium »
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Stop Thinking of LLMs as Brains. Think of Them as Functions.
Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 1w ago
Stop Thinking of LLMs as Brains. Think of Them as Functions.
When I started learning how large language models work, the explanations out there fell into two camps and neither helped. One camp is… Continue reading on Medi
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LLM Cost Tracking for Rails
Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 1w ago
LLM Cost Tracking for Rails
Direct calls, your database, a dashboard mounted behind your auth. No new infra, no prompt store, no traces — just attribution. Continue reading on Medium »
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Treating LLM prompts like code: a regression catalog for AI failures
Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 1w ago
Treating LLM prompts like code: a regression catalog for AI failures
A field note on turning prompt-engineering folklore into structured, regression-tested artifacts. Continue reading on AI Advances »
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Beyond Simple RAG:Creating an Evidence-Driven Coordination Environment for Local AI
Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 1w ago
Beyond Simple RAG:Creating an Evidence-Driven Coordination Environment for Local AI
Transforming a local AI system into a testable environment through a unified evidence pool, data-collection-focused prioritization, and… Continue reading on Med
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Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 1w ago
I Built a WhatsApp Bot for Grief. Here's What I Learned.
What happens when you can't let go, but you know you have to. Continue reading on Medium »
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Demystifying Deep Learning: The Definitive Glossary of Neural Network Architecture
Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 2w ago
Demystifying Deep Learning: The Definitive Glossary of Neural Network Architecture
The shift toward Agentic AI and Large Language Models (LLMs) has made deep learning the foundational architecture of modern software… Continue reading on Medium
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Roadmap for Learning AI in 2026: Beginner to AI Builder
Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 2w ago
Roadmap for Learning AI in 2026: Beginner to AI Builder
A practical roadmap to learn AI from scratch: Python, ML, deep learning, LLMs, RAG, deployment, and portfolio projects. Continue reading on Medium »
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If You Want to Be an AI Engineer Here’s Where to Actually Start (Part 1)
Medium · Programming 🧠 Large Language Models ⚡ AI Lesson 2w ago
If You Want to Be an AI Engineer Here’s Where to Actually Start (Part 1)
Everyone wants in. Most people don’t know where the door is. Continue reading on Medium »
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