The narrative phase where someone — or an entire company, or society — goes all-in on large language models and their whole identity shifts around it.
The narrative phase where someone — or an entire company, or society — goes all-in on large language models and their whole identity shifts around it. Your llm arc might start with a curious ChatGPT prompt and end with you building agents at 2am and explaining embeddings at dinner parties. Coined with the same energy as character arc, it tracks the transformation that happens when AI becomes your whole personality for a stretch.
Add your own interpretation of "llm arc".
Viral internet speak — memes, ratios, main-character moments, and the algospeak of every platform from Twitter to Reddit to TikTok comment sections.
See all Internet & Memes slang on Slangora.
Browse all slang words starting with L.
The narrative trajectory of an AI model, researcher, or lab progressing steadily toward and through state-of-the-art status — the story arc of going from promising newcomer to dominant top performer. A sota arc has recognizable beats: the initial promising paper, the first real benchmark challenge, the breakthrough moment, and the period of defending the top spot against challengers. Applied to people in tech communities, it describes someone whose rapid skill progression is dramatic enough to follow like a storyline.
The extended narrative trajectory of someone going through a prolonged loss streak — a story with a beginning, escalating failures, and hopefully a redemption end point that friends are still waiting to see. An L arc isn't a single bad day; it's a multi-week or multi-month saga of compounding setbacks that the people around you have started mentally charcing as chapters. The arc framing implies potential for growth, which is the internet's way of being almost kind about watching someone's situation get worse before it gets better.
An agentic arc is a person's journey toward full autonomous self-direction — the narrative of someone going from reactive, permission-seeking behavior to full internal-locus-of-control operation. Popularized in productivity and AI-influenced personal development spaces, agentic arc describes the developmental story of becoming someone who acts without waiting. It's the character development arc where the protagonist stops being an NPC in their own life and starts running their own subroutines. Often used self-referentially when someone documents their transition from passive to proactive living.
He quit his marketing job to become a prompt engineer — we're watching his llm arc in real time.