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Wednesday, 19 August 2026 Reading Room

AI

Eureka: Task-Conditioned Meta-Agent Orchestration for Scientific Discovery

We present Eureka, a task-conditioned Meta-Agent architecture that compiles long-horizon tasks into dynamic obligation graphs with explicit acceptance semantics. During execution, Eureka forms Macro-Agents with specialized state, memory, operators, tools, verifiers, and local topology via receding-horizon planning, architecture promotion, and minimal-sufficient compilation. When bottlenecks…

arxiv.org ·

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More in AI

Hacktoberfest 2026: AI belongs to everyone

We have some news we're excited to share today: Major League Hacking (MLH) and DEV are partnering with DigitalOcean to run Hacktoberfest 2026.

  • Major League Hacking, DEV, and DigitalOcean collaborate for Hacktoberfest 2026
  • First year all three partners involved, with over 300 in-person and global online events
  • Focus on open-source and open-weight AI, not tallying pull requests

·dev.to

I Built a Claude Code Skill That Reverse-Engineers Undocumented APIs

I Built a Claude Code Skill That Reverse-Engineers Undocumented APIs Because "the docs are in the code" is not a documentation strategy. The Week I Lost to Grepping I joined a new team last month.

  • Author built Claude Code skill to reverse-engineer APIs
  • Skill uncovers undocumented endpoints, authentication gaps
  • Generates API catalog and OpenAPI draft specification

·dev.to

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