LinkedIn’s retrieval system literally uses your profile as input to a 3-billion-parameter language model, making profile optimization a form of prompt engineering with compounding algorithmic returns. Somewhere in a cluster of 72 H100 GPUs, a fine-tuned LLaMA-3 model is reading your LinkedIn profile right now. Not skimming it. Not glancing at your headline. Reading the … Read more
You’re Not Matching Keywords. You’re Positioning Yourself in Concept-Space
Marketing Baby
LinkedIn replaced keyword matching with LLM-generated embeddings, which means every word you write nudges your position in a 3,072-dimensional concept-space that determines who sees your content. A B2B marketer rewrites her LinkedIn headline. Swaps “Digital Marketing Manager” for “Demand Generation | B2B SaaS | ABM.” Adds a few trending hashtags to her posts. Sprinkles “revenue” … Read more
The LinkedIn Cold Start Problem (And Why New Accounts Have a Hidden Advantage)
Marketing Baby
LinkedIn’s new AI retrieval system gives low-connection accounts 3-4x larger performance gains than established ones, turning a well-written profile into the fastest path out of obscurity. Every LinkedIn strategy post starts the same way: build your network first. Get to 500 connections. Engage consistently for months before you expect results. The implication is clear: new … Read more
Why Your Off-Topic LinkedIn Posts Cost More Than You Think
Off-topic posts on LinkedIn don’t just underperform — they mathematically erode the professional positioning that makes your on-topic content work. A B2B SaaS CMO shares a post about her morning run. It gets 400 likes. Her next three posts about demand generation strategy get 80 each. She’s confused. The algorithm seems broken. It isn’t. But … Read more
LinkedIn’s Algorithm Doesn’t Read Your Post. Here’s What It Actually Does.
Most LinkedIn advice assumes a simple model: you write something good, the algorithm evaluates it, and it decides how many people see it. That model is wrong. Not slightly wrong. Architecturally wrong. LinkedIn’s feed runs on a two-stage pipeline, and the two stages work in fundamentally different ways. One of them reads your post. The … Read more