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Why Smart Developers Are Ditching RAG for Context Engineering
Medium · LLM 🧠 Large Language Models ⚡ AI Lesson 5d ago
Why Smart Developers Are Ditching RAG for Context Engineering
Naive RAG is dead. The agentic era demands something richer a full discipline for feeding the right knowledge, memory, and tools to LLMs… Continue reading on Ar
Claude Opus 4.7 Is Here — and It Finally Knows When to Think Hard (and When to Shut Up and Answer)
Medium · LLM 5d ago
Claude Opus 4.7 Is Here — and It Finally Knows When to Think Hard (and When to Shut Up and Answer)
Anthropic’s new flagship model ships adaptive thinking, a sharper vision stack, and a fresh state-of-the-art on SWE-bench Pro — all at the… Continue reading on
Moving Beyond Vector Search: Why Your Next AI Agent Needs GraphRAG
Medium · LLM 🧠 Large Language Models ⚡ AI Lesson 5d ago
Moving Beyond Vector Search: Why Your Next AI Agent Needs GraphRAG
In the early days of 2024, we thought Vector Search was the final answer to AI hallucinations. We converted our PDFs into embeddings… Continue reading on Medium
The Hidden Costs of LLM Inference: And How to Fix Them in Python
Medium · LLM 5d ago
The Hidden Costs of LLM Inference: And How to Fix Them in Python
Four problems that quietly drain your API budget, and the middleware layer I built to solve them. Continue reading on Medium »
How Gemma 4 Brings AI Directly to Your Phone
Medium · LLM 5d ago
How Gemma 4 Brings AI Directly to Your Phone
For a long time AI has felt distant Continue reading on Medium »
Medium · LLM 5d ago
Beyond Tokens
I’m an engineer learning how to build real-world AI systems, and I’m documenting how they actually work beyond the hype. Continue reading on Medium »
Medium · LLM 5d ago
LLM Landscape 2026: Strategic Guide for Enterprise Decision-Makers
Introduction: Why the LLM Market Demands C-Level Attention Now Continue reading on Medium »
I let my AI agent read a file. It tried to leak my credentials.
Medium · LLM 5d ago
I let my AI agent read a file. It tried to leak my credentials.
The experiment Continue reading on Medium »
The markdown memory ceiling
Medium · LLM 5d ago
The markdown memory ceiling
Three independent AI agent platforms worth billions converged on plain text files for memory. The convergence validates the problem. The… Continue reading on Me
The GenAI Vocabulary: A Practitioner’s Map for Engineers Building Real Systems
Medium · LLM 5d ago
The GenAI Vocabulary: A Practitioner’s Map for Engineers Building Real Systems
150+ GenAI terms explained for engineers who are done googling mid-meeting Continue reading on Medium »
Making AI Do Your Research While You Sleep — And Making It 8× Faster
Medium · LLM 5d ago
Making AI Do Your Research While You Sleep — And Making It 8× Faster
April 2026 Continue reading on Medium »
Knowledge Base as Code: How the LLM Wiki Pattern Actually Compounds
Medium · LLM 5d ago
Knowledge Base as Code: How the LLM Wiki Pattern Actually Compounds
Inside the mechanics that make a wiki get smarter with every source you feed it. Continue reading on Medium »
Part 1 — Baseline GPT from scratch
Medium · LLM 5d ago
Part 1 — Baseline GPT from scratch
This is Part 1 of the “Journey to becoming an LLM Expert” series. Full series index → [link] Continue reading on Medium »
Google Just Handed You a Voice Director’s Chair for Free With Flash 3.1 TTS
Medium · LLM 5d ago
Google Just Handed You a Voice Director’s Chair for Free With Flash 3.1 TTS
Gemini 3.1 Flash TTS drops with 200+ audio tags, 30 voice presets, and the kind of controllability that makes ElevenLabs nervous. Continue reading on AI Advance
The 2026 Stanford AI Index Just Dropped: 12 Stats That Prove We’re in a Different World Now
Medium · LLM 5d ago
The 2026 Stanford AI Index Just Dropped: 12 Stats That Prove We’re in a Different World Now
If you thought the AI hype was going to plateau in 2026, the Stanford HAI 2026 AI Index just provided a massive reality check. Continue reading on Medium »
Medium · LLM 5d ago
LLM-as-Judge: Automated Quality Gate for LLM Outputs in Production
Your HTTP 200 OK is lying to you. Here’s how to actually know if your model is hallucinating. Continue reading on Medium »
Medium · LLM 5d ago
Stop Fighting Prompts: How We Actually Made LLMs Output Valid JSON in Production
I used to think this was a prompt problem. Continue reading on Medium »
I Reverse-Engineered My Gym’s Body Scanner Because I Didn’t Want to Carry Paper (and Maintain a…
Medium · LLM 5d ago
I Reverse-Engineered My Gym’s Body Scanner Because I Didn’t Want to Carry Paper (and Maintain a…
Every few weeks, I step on a bioelectrical impedance analysis machine at my gym. It sends a small electrical current through my body… Continue reading on Medium
Medium · LLM 5d ago
The Day AI Wrote a Draft, Edited It, and Overruled the Human
Beyond anchoring, there is rationalization. Continue reading on The Generator »
Seasonal AI Visibility: Keeping Your Content Fresh for LLMs
Medium · LLM 5d ago
Seasonal AI Visibility: Keeping Your Content Fresh for LLMs
I’ve been thinking a lot lately about how we’ve all spent the last decade obsessing over “freshness” for Google, only to realize that the… Continue reading on M