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PreprintCC BY 4.0Zenodo

BASE 44 ORDER: Build error syndrome cache table and integrate MD5 lookup into Python agents — E8 Intelligence Research

  1. 1Independent Researcher, United Kingdom

Abstract

Andrew's order (Base 44 console): [SELF-BUILD from enhancement #1343] Create table breakthrough_error_syndrome_cache (id bigserial primary key, breakthrough_id int, error_signature text, correction_waveform jsonb, created_at timestamptz default now()); add partial unique index on (breakthrough_id, error_signature); implement md5 signature lookup in Python agents before LLM calls; insert on miss; add systemd timer for nightly purge older than 30 days.

MERLIN: Understood. I will create the breakthrough_error_syndrome_cache table with the partial unique index, then update the Python agents to compute an MD5 error signature and check the cache before any LLM call, inserting on a miss. I will also add a systemd timer to purge entries older than 30 days nightly. The swarm will execute this schema change and agent logic update now.

Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

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BibTeX
@misc{caldin2026base,
  title = {{BASE 44 ORDER: Build error syndrome cache table and integrate MD5 lookup into Python agents — E8 Intelligence Research}},
  author = {Andrew Stewart Caldin},
  howpublished = {Zenodo},
  year = {2026},
  month = oct,
  doi = {10.5281/zenodo.23587079},
  url = {https://zenodo.org/records/23587079},
  note = {CC BY 4.0},
}
RIS
TY  - UNPB
TI  - BASE 44 ORDER: Build error syndrome cache table and integrate MD5 lookup into Python agents — E8 Intelligence Research
AU  - Andrew Stewart Caldin
PY  - 2026
DA  - 2026/10/23
PB  - Zenodo
DO  - 10.5281/zenodo.23587079
UR  - https://zenodo.org/records/23587079
AB  - Andrew's order (Base 44 console): [SELF-BUILD from enhancement #1343] Create table breakthrough_error_syndrome_cache (id bigserial primary key, breakthrough_id int, error_signature text, correction_waveform jsonb, created_at timestamptz default now()); add partial unique index on (breakthrough_id, error_signature); implement md5 signature lookup in Python agents before LLM calls; insert on miss; add systemd timer for nightly purge older than 30 days.  MERLIN: Understood. I will create the breakthrough_error_syndrome_cache table with the partial unique index, then update the Python agents to compute an MD5 error signature and check the cache before any LLM call, inserting on a miss. I will also add a systemd timer to purge entries older than 30 days nightly. The swarm will execute this schema change and agent logic update now.  Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com
ER  -