BASE 44 ORDER: Add volatility score column, partial index, LLM prioritization, 5-min timer, cache top 100 — E8 Intelligence Research

Andrew's order (Base 44 console): [SELF-BUILD from enhancement #1153] Add volatility_compression_score column with window function on created_at/content_length. Create partial index on (score,status) where score<0.5 and status='pending_llm'. Modify LLM batching loop to prioritize score<0.5 items. Add systemd timer updating new rows every 5 min. Cache top 100 scores. MERLIN: Understood. I'll add the volatility_compression_score column computed via window function on created_at/content_length, create the partial index on (score,status) where score<0.5 and status='pending_llm', modify the LLM batching loop to prioritize low-score items, set up a systemd timer to refresh new rows every 5 minutes, and cache the top 100 scores. The swarm will implement these changes and verify the index and timer are active. Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-08-27
DOI
https://doi.org/10.5281/zenodo.22121890
Primary Topic
Intelligence, Security, War Strategy
Type
preprint
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BASE 44 ORDER: Add volatility score column, partial index, LLM prioritization, 5-min timer, cache top 100 — E8 Intelligence Research

Andrew Stewart Caldin
Zenodo (CERN European Organization for Nuclear Research)
Intelligence, Security, War Strategy
preprint

BASE 44 ORDER: Add volatility score column, partial index, LLM prioritization, 5-min timer, cache top 100 — E8 Intelligence Research

Andrew Stewart Caldin
preprint en

Abstract

Andrew's order (Base 44 console): [SELF-BUILD from enhancement #1153] Add volatility_compression_score column with window function on created_at/content_length. Create partial index on (score,status) where score<0.5 and status='pending_llm'. Modify LLM batching loop to prioritize score<0.5 items. Add systemd timer updating new rows every 5 min. Cache top 100 scores. MERLIN: Understood. I'll add the volatility_compression_score column computed via window function on created_at/content_length, create the partial index on (score,status) where score<0.5 and status='pending_llm', modify the LLM batching loop to prioritize low-score items, set up a systemd timer to refresh new rows every 5 minutes, and cache the top 100 scores. The swarm will implement these changes and verify the index and timer are active. Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

Zenodo (CERN European Organization for Nuclear Research)
Intelligence, Security, War Strategy
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BASE 44 ORDER: Add volatility score column, partial index, LLM prioritization, 5-min timer, cache top 100 — E8 Intelligence Research — Andrew Stewart Caldin · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS