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“Prompt Engineering: The Skill That Makes or Breaks Your AI Output”
Medium · LLM 2d ago
“Prompt Engineering: The Skill That Makes or Breaks Your AI Output”
CONTEXT ->Same model, same question — completely different answers. Here’s what’s actually happening and how to get the most out of any AI. Continue reading on
Why do we use Flash Attention?
Medium · LLM 2d ago
Why do we use Flash Attention?
I was about to read up on Songlin Yang’s paper on DeltNet, but hit a snag in understanding the way in which they optimized DeltaNet. They… Continue reading on K
Context Engineering: From Prompt Engineering to Reliable LLM Systems
Medium · LLM 2d ago
Context Engineering: From Prompt Engineering to Reliable LLM Systems
LLMs are powerful, but getting them to work the way you expect is harder than it looks. Continue reading on Medium »
I Tried Running RAGFlow on an Apple M5 Mac. Here’s What Actually Happened.
Medium · LLM 2d ago
I Tried Running RAGFlow on an Apple M5 Mac. Here’s What Actually Happened.
And why the default Docker setup wastes your GPU entirely. Continue reading on Medium »
What If Two AI Models Could Debate Until the Answer Is Good?
Medium · LLM 2d ago
What If Two AI Models Could Debate Until the Answer Is Good?
How adversarial collaboration between LLMs produces better output than any single model alone. Continue reading on Medium »
“RAG Is Dead”: Influencer Fearmongering or Fact? The Enterprise Data Says Otherwise.
Medium · LLM 🔍 RAG & Vector Search ⚡ AI Lesson 2d ago
“RAG Is Dead”: Influencer Fearmongering or Fact? The Enterprise Data Says Otherwise.
TL;DR: Karpathy shared a clever personal wiki tool for ~100 documents. The internet declared RAG dead. Enterprise data says the opposite… Continue reading on Me
Hermes Agent: The AI That Actually Remembers You (Not Another OpenClaw)
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 2d ago
Hermes Agent: The AI That Actually Remembers You (Not Another OpenClaw)
Most AI agents today feel powerful… Continue reading on GoPenAI »
Nobody warns you about prompt drift: 9 gradual regressions
Medium · LLM 2d ago
Nobody warns you about prompt drift: 9 gradual regressions
How small, almost invisible prompt changes quietly erode AI quality, consistency, and trust in production systems. Continue reading on Medium »
Mapping Historical Events on Demand with Claude
Medium · LLM 2d ago
Mapping Historical Events on Demand with Claude
In 2020 I wrote a post about a small React + Mapbox app I built for plotting historical events geographically and chronologically. It was… Continue reading on M
Breaking the “Illusion” of LLM Unlearning: Why ALMPU is a Game-Changer for Model Safety
Medium · LLM 🧠 Large Language Models ⚡ AI Lesson 2d ago
Breaking the “Illusion” of LLM Unlearning: Why ALMPU is a Game-Changer for Model Safety
A major headache in current AI safety is that Large Language Model (LLM) unlearning often feels like a game of Whac-A-Mole. You think… Continue reading on Mediu
When LLMs Judge LLMs, Who Judges the Judges?
Medium · LLM 2d ago
When LLMs Judge LLMs, Who Judges the Judges?
I set out to build a harness that would let an AI act as a neutral judge. Along the way, I stumbled onto family biases, disagreements that… Continue reading on
The Pillar Page Is Dead. Here’s What ChatGPT Actually Cites Instead.
Medium · LLM 2d ago
The Pillar Page Is Dead. Here’s What ChatGPT Actually Cites Instead.
A new study confirms what some of us have been quietly arguing for years, and gives me the data I wish I’d had sooner. Continue reading on Medium »
Rank 1 LLM Attack: Now Uses Your AI Email Assistant (My Story)
Medium · LLM 2d ago
Rank 1 LLM Attack: Now Uses Your AI Email Assistant (My Story)
Continue reading on AI Advances »
LLMs as Thought Amplifiers through Precision Tuning — A Different Interaction Layer from RLHF
Medium · LLM 2d ago
LLMs as Thought Amplifiers through Precision Tuning — A Different Interaction Layer from RLHF
Most people expect LLMs to produce better answers — more accurate, more intelligent, more reliable. Continue reading on Medium »
Medium · LLM 2d ago
Pare de Colocar LLM em Tudo
Um guia sem hype — com casos reais, custos e o framework de 3 perguntas para saber se você realmente precisa de um. Continue reading on Medium »
When AI Trains Itself: A Deep Dive into HyperAgents
Medium · LLM 2d ago
When AI Trains Itself: A Deep Dive into HyperAgents
Continue reading on Medium »
Why AI starts with simple math, not magic
Medium · LLM 📐 ML Fundamentals ⚡ AI Lesson 2d ago
Why AI starts with simple math, not magic
Before neural networks, LLMs, and all the hype, AI begins with patterns, statistics, and optimization. Continue reading on Medium »
LLM as an (Opinionated) Judge
Medium · LLM 2d ago
LLM as an (Opinionated) Judge
The evaluation problem Continue reading on Towards AI »
I Tested 6 Vector Databases So You Don’t Have To — What Actually Matters for RAG
Medium · LLM 2d ago
I Tested 6 Vector Databases So You Don’t Have To — What Actually Matters for RAG
What actually breaks, scales, and costs money when you move beyond prototypes Continue reading on Medium »
The CLI Renaissance: Why the Terminal is the Ultimate AI Cockpit
Medium · LLM 2d ago
The CLI Renaissance: Why the Terminal is the Ultimate AI Cockpit
Semantic Summoning: Transforming the Terminal from a Parser into a Partner. Continue reading on Medium »