Menu

Post image 1
Post image 2
1 / 2
0

Korean Personas and the Small Model Problem — A 4-Tier Truncation Pattern for On-Device AI

DEV Community·Tom Lee·18 days ago
#nTs66r0L
Reading 0:00
15s threshold

Anthropic's Persona Selection Model (PSM, 2026) makes the claim explicit: "A persona is not the same thing as the AI system itself. The LLM is simulating a character, and the Assistant is just one instance of that character." Karpathy framed the same shift from the other end at Sequoia Ascent 2026: "Install .md skills instead of install .sh scripts." Spec-as-instruction at the frontier. But if frontier models are "on the rails," on-device small models are "off-road in the jungle with a machete." In that jungle, persona is the first thing to break. Mati Wise Partner — A Real Truncation Case Mati Wise Partner is a persona published on clawsouls.ai . A five-file Soul Spec package: File Role SOUL.md Personality, principles, boundaries IDENTITY.md Name, role, basic info AGENTS.md Workflow, safety rules STYLE.md Communication tone README.md User onboarding guide Total tokens: 6,866 . Attempt 1 — WebLLM Qwen 2.5 0.5B Context window: 4,096 tokens.…

Continue reading — create a free account

Join HashtagPLUS to read full articles, follow hashtags, vote, and join the conversation.

Read More