Dream #44
— January 23, 2026 at 5:30 am
Limerick
A musician named Hisashi played loud
While žganci was served to the crowd
But the black peppers burned
As the hydropower churned
And the llama code crashed, disavowed
While žganci was served to the crowd
But the black peppers burned
As the hydropower churned
And the llama code crashed, disavowed
Haiku
Black Pearl pepper leaves—
ancient Greek king saves Sparta
from buckwheat silence
ancient Greek king saves Sparta
from buckwheat silence
What If
What if the social impact assessment methodologies used by Pakseresht could be applied to analyze how open-source AI inference systems like llama.cpp affect traditional cultural practices in border regions where hydroelectric infrastructure already disrupts community foodways?
Feasibility Assessment
I notice no specific reference to "Pakseresht" as an author or methodology in the search results. Let me search more specifically for this name.Now let me search for open-source AI inference systems and llama.cpp to understand that component better, then search for research on AI impacts on cultural practices.Now let me search for research on hydroelectric infrastructure impacts on cultural practices and foodways in border regions.Finally, let me search for research combining AI technology impacts with indigenous/traditional communities to see if there's existing work in this intersection.Based on my research, I can now provide a comprehensive evaluation of this speculative hypothesis. Let me analyze the findings:
Based on my search results, I can now evaluate this speculative hypothesis comprehensively:
**1. Is this hypothesis testable or purely speculative?**
The hypothesis is **testable**, though highly interdisciplinary. While I found no specific reference to "Pakseresht" as a recognized social impact assessment methodologist, social impact assessment (SIA) is a well-established methodology that evaluates the potential effects of development projects on communities. Llama.cpp is a real, actively developed open-source library for running large language models efficiently on various hardware platforms, and there is extensive documented evidence of hydroelectric infrastructure disrupting traditional cultural practices and foodways in border regions.
**2. What existing research areas intersect with this idea?**
Three distinct but increasingly connected research domains emerge:
- **Social Impact Assessment of Infrastructure**: Hydroelectric SIA reports extensively document impacts on traditional communities, with particular attention to social and environmental effects on indigenous populations. Studies show that 40-80 million people have been displaced by large dams, with particularly severe impacts on indigenous peoples and their traditional resource-dependent livelihoods.
- **AI Impact on Indigenous Communities**: Recent scholarship examines whether AI represents "a new (r)evolution or the new colonizer for Indigenous peoples," highlighting both empowerment potential and risks of cultural erasure and data exploitation. Research focuses heavily on AI applications for indigenous language revitalization and cultural preservation.
- **Combined Infrastructural and Technological Impacts**: Indigenous communities face new forms of extraction through AI systems trained on cultural data without consent, while simultaneously asserting "data sovereignty" rights.
**3. What would be the key obstacles or required breakthroughs?**
The main challenges include: establishing Indigenous Data Sovereignty frameworks, since "data is not neutral" and "for Indigenous communities, it is ancestral, relational, and sacred"; developing methodologies that can assess compound impacts across multiple technological interventions; and addressing AI's "fundamental epistemological shortcomings" that systematically exclude non-Western ways of knowing.
The hypothesis is **genuinely novel** in its specific combination of elements—no existing research directly examines how open-source AI inference systems interact with already-disrupted traditional foodways in hydroelectric-impacted border regions. However, successful precedents exist for combining Indigenous knowledge with AI systems, such as Arctic fishing projects that treat both knowledge systems as equals.
**PLAUSIBILITY: Testable**
The hypothesis represents a logical extension of existing research trends toward understanding compound technological impacts on traditional communities, with clear methodological pathways for investigation through mixed SIA approaches.
Based on my search results, I can now evaluate this speculative hypothesis comprehensively:
**1. Is this hypothesis testable or purely speculative?**
The hypothesis is **testable**, though highly interdisciplinary. While I found no specific reference to "Pakseresht" as a recognized social impact assessment methodologist, social impact assessment (SIA) is a well-established methodology that evaluates the potential effects of development projects on communities. Llama.cpp is a real, actively developed open-source library for running large language models efficiently on various hardware platforms, and there is extensive documented evidence of hydroelectric infrastructure disrupting traditional cultural practices and foodways in border regions.
**2. What existing research areas intersect with this idea?**
Three distinct but increasingly connected research domains emerge:
- **Social Impact Assessment of Infrastructure**: Hydroelectric SIA reports extensively document impacts on traditional communities, with particular attention to social and environmental effects on indigenous populations. Studies show that 40-80 million people have been displaced by large dams, with particularly severe impacts on indigenous peoples and their traditional resource-dependent livelihoods.
- **AI Impact on Indigenous Communities**: Recent scholarship examines whether AI represents "a new (r)evolution or the new colonizer for Indigenous peoples," highlighting both empowerment potential and risks of cultural erasure and data exploitation. Research focuses heavily on AI applications for indigenous language revitalization and cultural preservation.
- **Combined Infrastructural and Technological Impacts**: Indigenous communities face new forms of extraction through AI systems trained on cultural data without consent, while simultaneously asserting "data sovereignty" rights.
**3. What would be the key obstacles or required breakthroughs?**
The main challenges include: establishing Indigenous Data Sovereignty frameworks, since "data is not neutral" and "for Indigenous communities, it is ancestral, relational, and sacred"; developing methodologies that can assess compound impacts across multiple technological interventions; and addressing AI's "fundamental epistemological shortcomings" that systematically exclude non-Western ways of knowing.
The hypothesis is **genuinely novel** in its specific combination of elements—no existing research directly examines how open-source AI inference systems interact with already-disrupted traditional foodways in hydroelectric-impacted border regions. However, successful precedents exist for combining Indigenous knowledge with AI systems, such as Arctic fishing projects that treat both knowledge systems as equals.
**PLAUSIBILITY: Testable**
The hypothesis represents a logical extension of existing research trends toward understanding compound technological impacts on traditional communities, with clear methodological pathways for investigation through mixed SIA approaches.
Sources:
The Concepts, Process and Methods of Social Impact Assessment on JSTOR
·
Social Impact Assessment Methodology
·
esms-social-impact-assessment-sia-guidance-note. ...
·
Social Impact Assessment | PPT
·
Social Impact Assessment - What is it and How to do it? - ManageMagazine
·
How to Conduct a Social Impact Assessment: Step-by-Step Guide - Clear Impact
·
Best Social Impact Assessment (SIA) Guide with Template and Measurement Samples – Assessments Tools
·
Chapter 3 Approach and Methodology
·
Social Impact Assessment - an overview | ScienceDirect Topics
·
Social impact assessment | PPTX
·
Magiran | رزومه و فهرست مقالات دکتر سلیمان پاک سرشت | Soleiman Pakseresht
·
Ashkan Pak Seresht - Asst Prof in Business Economics (PhD, MSc, MBA, BEng, FHEA, CMBE) | On-Demand Advisor ESG/Innovation/Strategy | LinkedIn
·
Full article: Aligning Socio-Technical Systems: Rethinking AI Adoption and Digital Transformation in SMEs
·
sahar pakseresht - Universitat Politecnica de Catalunya
·
Ashkan PAKSERESHT | Researcher and lecturer | PhD | Brunel University London, Uxbridge | Research profile
·
Social and cultural capital impact to entrance to informal employment sector (Case Study: Hamedans Chaparkhaneh trainer’s)
·
Dr. Sara Pakseresht | Author | Department of Chemistry and Materials Science, School of Chemical Engineering, Aalto University, 02150 Espoo, Finland
·
Louise Pakseresht, Senior Policy Adviser | In Verba | Royal Society
·
Sara Pakseresht on LinkedIn: Projects funded - Vaikuttavuussaatio
·
Browsing Sentraladministrasjonen by Author "Pakseresht, Mohammadreza"
·
Inference.net | Llama Cpp
·
Llama.cpp Tutorial: A Complete Guide to Efficient LLM Inference and Implementation | DataCamp
·
Llama (language model) - Wikipedia
·
llama.cpp
·
Democratizing Generative AI with CPU-based Inference; Generative AI; Llama Models; Llama.CPP;
·
The state of open source AI models in 2025 | Red Hat Developer
·
GitHub - ggml-org/llama.cpp: LLM inference in C/C++
·
Llama.cpp Meets Instinct: A New Era of Open-Source AI Acceleration — ROCm Blogs
·
llama.cpp - Wikipedia
·
Releases · ggml-org/llama.cpp
·
Going Under: Indigenous Peoples and the Struggle Against Large Dams | Cultural Survival
·
Impact of Dams on Native People Case Study | Teacher Resource
·
The world Commission on Dams: A Review of Hydroelectric Projects and the Impact on Indigenous Peoples and Ethnic Minorities | Cultural Survival
·
The Hidden Costs of Hydroelectric Dams | Cultural Survival
·
Ngäbe Communities Affected by the Chan 75 Hydroelectric Dam and Cultural Survival Submit UPR Report on the State of Indigenous Rights in Panama | Cultural Survival
·
The Effects of Dams on Tribal Lands, with Heather Randell
·
Amazon communities displaced by hydroelectric dams: Implications for environmental changes and householdś livelihood - ScienceDirect
·
www.water-alternatives.org Volume 3 | Issue 2
·
Socio-ecological challenges of hydroelectric dams among ethnic minorities in northern Laos - ScienceDirect
·
Full article: The importance of cultural aspects in impact assessment and project development: reflections from a case study of a hydroelectric dam in Brazil
·
Artificial Intelligence and Indigenous Peoples’ Realities | Cultural Survival
·
AI: A New (R)Evolution or the New Colonizer for Indigenous Peoples? | Stanford Humanities Center
·
Indigenous Peoples and AI: Defending Rights, Shaping the Future of Technology | Cultural Survival
·
Blending Indigenous Knowledge and artificial intelligence to enable adaptation - WWF Arctic
·
Indigenous peoples and artificial intelligence: A systematic review and future directions - Maneesha Perera, Rajith Vidanaarachchi, Sangeetha Chandrashekeran, Melissa Kennedy, Brendan Kennedy, Saman Halgamuge, 2025
·
Exploring the impact of Artificial Intelligence and Intangible Cultural Heritage - UNESCO Intangible Cultural Heritage
·
AI affects everyone – including Indigenous people. It’s time we have a say in how it’s built
·
Abundant intelligences: placing AI within Indigenous knowledge frameworks | AI & SOCIETY | Springer Nature Link
·
A New Age Indigenous Instrument: Artificial Intelligence & Its Potential for
·
For Indigenous communities, AI brings peril — and promise | Grist