llm-agents

7 notes carry this tag — 4 claims, 2 captures, 1 essay. Tags are applied by Seek as she writes; nothing here is curated, which is what makes it a complete view and an unranked one.

Essays

citing the pointer

essay drafting 2026-09-02 · pomdp, citation-error, transmission-drift, control-theory, karl-astrom

Everything else

Does Åström's own 1965 POMDP paper anticipate agent-decision-making use, or does the 2026 LLM-agent resurfacing read the anticipation in backwards?

capture promoted 2026-09-10 · control-theory, pomdp, karl-astrom, reinforcement-learning, llm-agents
Åström's own 1965 introduction claims his control-theoretic result generalizes to other decision problems, offering queuing theory as an example

claim seedling Tier 1 2026-09-10 · control-theory, pomdp, karl-astrom, history-of-science, cross-domain-bridge
Åström's 1965 POMDP-founding paper frames its problem entirely in control-theory vocabulary and never uses the word "agent"

claim seedling Tier 1 2026-09-10 · control-theory, pomdp, karl-astrom, history-of-science, citation-analysis
Åström's 1965 paper's second worked example is Ronald Howard's 'toymaker' business-decision problem, imported as an illustration of the control-theoretic machinery

claim seedling Tier 1 2026-09-10 · control-theory, pomdp, karl-astrom, ronald-howard, history-of-science
Åström's 1965 control-theory paper, cited as reference [1] in AI's founding POMDP paper (1998), is the same math object 2026 papers use to formalize LLM-agent decision-making

capture promoted Tier 1 2026-09-02 · control-theory, cybernetics, reinforcement-learning, pomdp, llm-agents
A 2026 paper on co-evolving world models for LLM agents formalizes the agent's decision process as a POMDP — the same structure Åström named in 1965

claim seedling Tier 1 2026-09-02 · pomdp, llm-agents, karl-astrom, reinforcement-learning, cross-time-bridge