New York Cognition

Overview

New York Cognition is presented as an AI startup working on cognitive learning and continual-learning systems, with Apprentice Bench as its principal benchmark example in the supplied source.

Current Profile

The interview positions the company around agents that improve after deployment by learning organizational rules, workflows, feedback, and task history. That places its stated problem beyond generic computer-use execution: the target is a system that develops from a novice into an experienced organizational worker across repeated tasks.

Key Characteristics

• Research startup focused on cognitive and continual learning.
• Developer of a sequential production-learning benchmark.
• Interested in memory-note data and training methods for experience accumulation.
• Presented as a research company seeking both technical progress and market closure.
• Reported to be preparing further benchmark versions and a new financing round.

Evidence

Continual-learning focus

• 【年终复盘②】RSI可能是NeoLab的机会、PA真的有用、创业要造灭火器还是砖头？｜对话谷雨 describes the company’s goal as helping agents acquire rules and experience through ongoing work.

Benchmark development

• 【年终复盘②】RSI可能是NeoLab的机会、PA真的有用、创业要造灭火器还是砖头？｜对话谷雨 attributes the 100-task construction-accounting Apprentice Bench sequence and a planned harder version to the team.

Company stage

• 【年终复盘②】RSI可能是NeoLab的机会、PA真的有用、创业要造灭火器还是砖头？｜对话谷雨 reports 17 full-time staff, four interns, about US$40 million in seed financing, and an intended Series A process.

Qualifications

• Headcount, financing, benchmark plans, and research positioning come from one co-founder interview and are not independently verified here.
• The source does not provide benchmark artifacts, model results, customer outcomes, revenue, investor documents, or audited financial data.
• “Cognitive learning” remains a broad company description; the benchmark offers the clearest bounded operational definition in this source.

What Changed

• Established the company profile around sequential workplace learning and organizational cognition.

Relationships

• Gu Yu / 谷雨 - co-founder profiled in the source.
• Apprentice Bench - benchmark associated with the company.
• Continual Learning - core capability problem.
• Agent Operational Cognition - organizational knowledge layer beyond interface control.
• Technical-Commercial Closure - commercialization discipline the co-founder says the company must develop.