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Context engineering: the window is a scarce resource

A 5-part series — Part 3/5 Here’s the most counterintuitive idea in the whole series: giving a model more information can make it worse. It’s tempting to picture the context window as a big bag where you cram everything that might help. In practice it’s a budget. Every token you add spends another, and past…

SAMI
July 8, 2026
Artificial Intelligence

Prompt engineering: what still holds up in 2026

A 5-part series — Part 2/5 We buried prompt engineering a little too fast. The discipline isn’t dead, it’s been demoted. It now sits at the innermost layer of the diagram from Part 1: how you phrase a request, inside a single call. That’s small. It’s also the first place everything can go wrong. In…

4 mins to read
Artificial Intelligence

Prompt, context, harness: the three ages of LLM engineering

A 5-part series — Part 1/5 Three years ago, knowing how to “talk” to a model was a rare and slightly magical skill. People traded screenshots of prompts that worked and passed around phrasings like cooking recipes. Andrej Karpathy summed up the era in a line that stuck: the hottest new programming language was English.…

6 mins to read
Artificial Intelligence

Prompt, Context, Harness : les trois âges de l’ingénierie des LLM

Série en 5 épisodes — Épisode 1/5 Il y a trois ans, savoir « parler » à un modèle était une compétence rare et un peu magique. On s’échangeait des captures d’écran de prompts qui marchaient, on se refilait des tournures comme des recettes de cuisine. Andrej Karpathy a résumé l’époque d’une formule devenue culte…

7 mins to read
Artificial Intelligence

Claude Fable 5 : Le premier modèle « Au-dessus d’Opus » que vous pouvez réellement utiliser aujourd’hui

Anthropic a lancé Claude Fable 5 hier, et je veux être prudent sur la façon dont j’en parle, car la ferveur marketing entourant les lancements de modèles est désormais fixée en permanence sur « cela change tout ». La plupart du temps, ce n’est pas le cas. Celui-ci a plus de chances d’avoir une réelle…

9 mins to read
Artificial Intelligence

Claude Fable 5: The First “Above-Opus” Model You Can Actually Use Today

Anthropic shipped Claude Fable 5 yesterday, and I want to be careful about how I talk about it, because the marketing temperature on model launches is now permanently set to “this changes everything.” Most of the time it doesn’t. This one is closer to actually mattering, and not entirely for the reasons the launch post…

7 mins to read
Artificial Intelligence

Beyond the Benchmark: 5 Surprising Truths About Anthropic’s New Claude Opus 4.8

Introduction: The Post-Launch Reality Check In the hyper-accelerated cadence of the AI industry, “new” is beginning to feel synonymous with “incremental.” With Claude Opus 4.7 having arrived only a month prior, many developers initially greeted the May 28, 2026, release of Claude Opus 4.8 with a measure of release fatigue. At first glance, another flagship…

6 mins to read
Artificial Intelligence

Building a Second Brain with Claude and Obsidian

A complete step-by-step tutorial on Andrej Karpathy’s LLM Wiki method Karpathy’s LLM Wiki gist on GitHub has been starred over 5,000 times and forked just as many. Most of those people will never actually build the thing. This tutorial exists for the people who will. Original reference: https://gist.github.com/karpathy/442a6bf555914893e9891c11519de94f Why this isn’t another RAG tutorial When…

22 mins to read
Artificial Intelligence

Architectural Implementation Blueprint: Deploying the Multi-Layer Claude Code Framework

1. The Paradigm Shift: From Chatbot to Senior Teammate Deprecate the “chatbot” mental model in favor of the stateful runtime primitive. In high-performance engineering environments, viewing Claude Code as a conversational assistant is a Level 1 bottleneck. To achieve Level 4 architectural maturity, you must treat Claude Code as a comprehensive agent development kit (ADK)…

7 mins to read
Artificial Intelligence

I Tested the New GPT-5.5 Model for You (for 2 Hours) and This is My Take

The “Spud” Has Landed: Beyond the Poem The AI “jagged frontier” just moved again, and this time it didn’t come with a flashy keynote. OpenAI surprise-dropped GPT-5.5 (codenamed “Spud”), and the technical community is scrambling to figure out if this is a true step-change or just another incremental polish. I’ve spent the last two hours…

6 mins to read