Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

how about this? Low-Quality Content Index (LQCI) A composite Low-Quality Content Index...

how about this? Low-Quality Content Index (LQCI) A composite Low-Quality Content Index (LQCI) can be created by combining these measures into a single score. For example: LQCI=α...

November 22, 2025 · 1 min read

how about this?

Low-Quality Content Index (LQCI) A composite Low-Quality Content Index (LQCI) can be created by combining these measures into a single score.

For example: LQCI=α×(1−Information Density)+β×(1−Relevance)+γ×(1−Factuality)+δ×Repetition+ϵ×Verbosity Where α,β,γ,δ,ϵ are weights assigned to each factor based on their importance.

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FORMATTOPICCAPABILITYMARKETcoverssignalsFORMATlongform noteTOPICagentic devtoolsCAPABILITYevaluation
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flowchart LR
  format-long_post["longform note"]
  topic-agentic-devtools["agentic devtools"]
  capability-evaluation["evaluation"]
  format-long_post -->|covers| topic-agentic-devtools
  format-long_post -->|signals| capability-evaluation

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how about this? Low-Quality Content Index (LQCI) A composite Low-Quality Content Inde...THESIShow about this?Low-Quality ContentIndex (LQCI) Acomposite Low-QualitySIGNALhow about this?OPERATORLow-Quality ContentIndex (LQCI) Acomposite Low-QualityContent Index (LQCI)IMPLICATIONFor example:LQCI=α×(1−InformationDensity)+β×(1−Relevance)+γ×(1−Factuality)+δ×Repetition+ϵ×VerbosityWhere...
Mermaid outline
flowchart LR
  thesis["how about this? Low-Quality Content Index (LQCI) A composite Low-Quality Content Index (LQCI) can be create..."]
  signal["how about this?"]
  operator["Low-Quality Content Index (LQCI) A composite Low-Quality Content Index (LQCI) can be created by combining t..."]
  implication["For example: LQCI=α×(1−Information Density)+β×(1−Relevance)+γ×(1−Factuality)+δ×Repetition+ϵ×Verbosity Where..."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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