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CAS II: Symmetric Partitions as Kolmogorov Models

In algorithmic statistics a string x is explained by a finite set containing it, and Kolmogorov's structure function records the smallest such model at each level of complexity. Vereshchagin's strong models, those computable from the data by a total algorithm, are essentially the cells of simple partitions. We read a partition of binary strings as a hypothesis, with the cell containing x as its…

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What happens when an LLM loop runs away: the guardrail pattern

Nobody budgets for the runaway loop. Every AI SaaS has a line item for "expected LLM spend" and nobody has a line item for "the Friday night a bug turned our agent into a money printer." I've seen the…

  • Implement guardrail pattern to prevent runaway LLM loops
  • Price every call using pricing table per model
  • Maintain pre-aggregated spend ledger for fast cost checks

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