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Goals This Week


  1. Blue Dot Impact Coursework (Mon - Fri). This will likely take most of my time this week.
  2. *Tier 2 Reading System Design for Agents*
  3. Continue Study of System Design for Multi-agentic Systems </aside>

Log

Monday

Notion accepted a PMF worksheet that I made & submitted

Started Blue Dot impact

February 15, 2026

https://www.anthropic.com/research/next-generation-constitutional-classifiers?fbclid=IwY2xjawP_pfVleHRuA2FlbQIxMABicmlkETI3V2dWeVdrQ3hPRXRybHQxc3J0YwZhcHBfaWQQMjIyMDM5MTc4ODIwMDg5MgABHkNlL023E8L33w7pEM_rxOe7erA1QBjcM0wu3GHtKh6HdfOrmCfbCIYrQMij_aem_GT5aCkgKtc7Vum7pT3tnKw

https://arxiv.org/html/2601.04603v1

Tier 2 — Read during framework mastery phase:

Anthropic's engineering series fills critical gaps: "Demystifying Evals for AI Agents" (https://www.anthropic.com/engineering/demystifying-evals-for-ai-agents), "Writing Effective Tools for AI Agents" (https://www.anthropic.com/engineering/writing-tools-for-agents), and "Effective Context Engineering" (https://www.anthropic.com/engineering/effective-context-engineering-for-ai-agents). The ReAct paper IBM (https://arxiv.org/abs/2210.03629) arXiv and Toolformer paper (https://arxiv.org/abs/2302.04761) are essential for understanding the intellectual foundations. The MRKL paper (https://arxiv.org/abs/2205.00445) introduced the neuro-symbolic architecture concept that underpins modern tool-using agents.