Your agent has a 200,000 token context window, you wrote a clear instruction, and the answer is still wrong. The model is rarely the problem. What you put in front of it usually is, and fixing that is what context engineering for web content actually means. The practice is simple to state. Decide what an … Read more
Convert a PDF to Markdown before uploading it to ChatGPT when the file is scanned, table-heavy, very long, or when you only need part of it. For a short, clean, text-based PDF, direct upload works fine and you can skip the conversion. That is the short answer. The tell that you are in the first … Read more
You want Claude to review your codebase, explain a library’s internals, or suggest refactoring. But copying files one by one is slow. You lose the directory structure. Imports reference files that never made it into the prompt. Converting a GitHub repo to markdown for Claude solves this by producing a single document that preserves everything: … Read more
Markdown is the best format to feed an AI: it is the leanest in tokens, and its structure survives the trip into the model untouched. DOCX comes second, and only when you upload it directly so the tool can walk the document model. PDF is the format most likely to garble tables, headings, and reading … Read more
A marketing manager publishes a 2,500-word guide on her company’s blog. It ranks on page one of Google for its target keyword. Organic traffic climbs. The classical SEO playbook is working. The same guide is invisible in ChatGPT Search. Absent from Perplexity’s answers. Missing from Google AI Overviews. The content is strong. The information is … Read more
A searcher types “what are the best trail running shoes for flat-footed runners” into a browser. Three years ago the result was ten blue links and a People Also Ask panel. The searcher opened two tabs, skimmed two articles, and eventually landed on a product page. The same query today returns a generated paragraph with … Read more
A potential customer opens a browser and types a question. Three years ago that question returned ten blue links and a couple of featured snippets. The same question today returns a single generated answer, three paragraphs long, with four small numbered citations at the ends of sentences. The customer reads the answer, does not click … Read more
A developer opens a fresh terminal, starts a conversation with their AI coding agent of choice, and asks it to add a small feature to a repo they have worked in for months. The agent responds by asking which test runner the repo uses, where the build command lives, and whether it should commit at … Read more
You paste a long document into ChatGPT or Claude. The model responds with a summary that ignores the second half. Or worse, you hit a context limit and the conversation stalls entirely. The instinct is to blame the model’s context window. The actual problem is usually simpler: the input is full of tokens that add … Read more
An AI writer runs its publishing pipeline. The post appears in WordPress admin with the right title, the right body, the right categories, a featured image. Everything looks fine until the author clicks the Yoast SEO panel. The SEO title field is empty. The meta description field is empty. The focus keyword field is empty. … Read more