Neuroendocrine Tumor Research Advances Open access

The Modality Paradox in Autonomous LLM Engineering: Asymmetric Agent Loops and Mathematical Halting.

Manpreet Chadha

PubMed | May 24, 2026 | 44 citations

Abstract

Abstract

BACKGROUND: Long-acting sandostatin (S-LAR; octreotide acetate) is well tolerated and effective for symptom control and possibly disease control in gastroenteropancreatic neuroendocrine tumors (GEP-NETs). We undertook a retrospective analysis to study the efficacy and tolerability of higher doses (more than 20-30 mg/month) of S-LAR in GEP-NETs. PATIENTS AND METHODS: With IRB approval, charts of all patients with GEP-NET who received S-LAR between June 2002 to September 2007 at Roswell Park Cancer Institute were reviewed and their data analyzed. RESULTS: Fifty-four patients with GEP-NET received S-LAR; thirty required dose escalation. Patients received a median of 5 doses of S-LAR at conventional dose followed by up-titration of the dose for symptom control (20) and radiological progression (17). Median high dose of S-LAR was 40 mg (range: 40-90 mg) with a median of 8.5 high doses received. No treatment related toxicities were seen. The estimated 1-year survival for patients on conventional dose alone was 0.77 (95% CI of 0.50 to 0.91) and those on high-dose was 0.88 (95% CI of 0.68 to 0.96) (p=0.4777) while median time to any other intervention was 2.9 months versus 17.7 months (p=0.12). CONCLUSION: Dose escalation of S-LAR is well tolerated and may provide longer disease control.

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Manpreet Chadha

first | Roswell Park Comprehensive Cancer Center | ORCID 0009-0007-0272-4060

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@article{Chadha2026Modality,
  title = {The Modality Paradox in Autonomous LLM Engineering: Asymmetric Agent Loops and Mathematical Halting.},
  author = {Manpreet Chadha},
  journal = {PubMed},
  year = {2026},
  doi = {10.5281/zenodo.20364203},
  url = {https://pubmed.ncbi.nlm.nih.gov/19846960}
}

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