How long can your skills be before your agent forgets what you told it?
Laurie Voss
- When
- Wednesday, July 11:30 PM – 1:50 PM · 20 min
- Where
- Track 8San Francisco, CA · imported from ai.engineer's public schedule feed
About this session
A year ago, frontier models lost the thread somewhere around 200 simultaneous instructions, so skills files had to stay short and lean on sub-skills and subagents. We re-ran IFScale on the 2026 frontier and found the ceiling has moved by an order of magnitude: closer to 2,000 instructions, up to 5,000 on the strongest models. The more interesting story is how models fail at the new frontier: DeepSeek quietly drops instructions, Opus refuses outright when innocuous words trip a safety classifier, Gemini burns its whole budget on reasoning and emits nothing, and GPT-5.5 stops to tell you your request was unreasonable. The capacity problem is largely solved; verification is wide open. We'll show the data, the failure modes, and what it costs to find out. You’ll come out with hard data on the ceiling for complex instructions to LLMs
Speaker
Head of Developer Relations, Arize AI
Laurie Voss is Head of Developer Relations at Arize AI, the leading company for AI observability and evaluations. He has been a developer for over 30 years and was co-founder of npm, Inc.. He believes passionately in making the web bigger, better, and more accessible for everyone.
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