Open source standards development is characterized by very open exchange, collaborative participation, rapid prototyping, transparency and meritocracy. The Python programming language is a high-level, interpreted language that is widely used for general-purpose programming. Python is known for its readability, simplicity, and ease of use, making it a popular choice for beginners and experienced developers alike. Python has a large and active community of developers, which has led to the creation of a vast ecosystem of libraries, frameworks, and tools that can be used for a wide range of applications. These include web development, scientific computing, data analysis, machine learning, and more.
Another important aspect of Python is its versatility. It can be used on a wide range of platforms, including Windows, macOS, Linux, and even mobile devices. Python is also compatible with many other programming languages and can be integrated with other tools and technologies, making it a powerful tool for software development. Overall, the simplicity, readability, versatility, and large community support of Python make it a valuable programming language to learn for anyone interested in software development including building automation.
As open source software, anyone may suggest an improvement to Python(3.X) starting at the link below:
Python can be used to control building automation systems. Building automation systems are typically used to control various systems within a building, such as heating, ventilation, air conditioning, lighting, security, and more. Python can be used to control these systems by interacting with the control systems through the building’s network or other interfaces.
There are several Python libraries available that can be used for building automation, including PyVISA, which is used to communicate with instrumentation and control systems, and PyModbus, which is used to communicate with Modbus devices commonly used in building automation systems. Python can also be used to develop custom applications and scripts to automate building systems, such as scheduling temperature setpoints, turning on and off lights, and adjusting ventilation systems based on occupancy or other variables. Overall, Python’s flexibility and versatility make it well-suited for use in building automation systems.
.@PyCon US 2025 is a wrap, and our hearts are full with #Python community love! Thanks to every single one of you who organized, volunteered, attended, & sponsored 🐍🫶 #PyConUS
The PSF office will be closed May 26-28 so our staff can rest & recover. See you back online soon! pic.twitter.com/Sy1hiRmvw4
— Python Software Foundation (@ThePSF) May 27, 2025
Abstract. The recently introduced continuous Skip-gram model is an efficient method for learning high-quality distributed vector representations that capture a large number of precise syntactic and semantic word relationships. In this paper we present several extensions that improve both the quality of the vectors and the training speed. By subsampling of the frequent words we obtain significant speedup and also learn more regular word representations. We also describe a simple alternative to the hierarchical softmax called negative sampling.
An inherent limitation of word representations is their indifference to word order and their inability to represent idiomatic phrases. For example, the meanings of “Canada” and “Air” cannot be easily combined to obtain “Air Canada”. Motivated by this example, we present a simple method for finding phrases in text, and show that learning good vector representations for millions of phrases is possible.
Large Language Models and Infrastructure Technical Standards
Large Language Models (LLMs) are poised to significantly accelerate and reshape the development of infrastructure standards — including engineering codes, technical specifications for civil works, transportation, energy grids, water systems, and related Standards Development Organization (SDO) processes at ASTM, IEEE, ASABE, ISO, and similar bodies. This connection traces back to foundational ideas in distributed representations (Hinton et al., Mikolov’s Word2Vec) that powered the transformer revolution, which in turn enabled modern LLMs and the shift from passive generative AI to active, goal-directed agentic AI.
While LLMs will not replace human expertise, consensus-building, or rigorous validation, they will transform traditionally slow, document-heavy workflows into faster, more collaborative, and data-driven processes.
1. Faster Drafting, Summarization, and Gap Analysis
LLMs can rapidly summarize lengthy documents, extract key requirements, identify inconsistencies across related standards, and generate initial draft sections or comparison tables. This is especially valuable for reviewing historical codes, research papers, regulations, and stakeholder inputs.
Infrastructure example: In renewable energy permitting or grid interconnection standards, LLMs excel at processing complex environmental impact statements and regulatory texts to accelerate reviews.
2. Enhanced Requirements Engineering and Consistency Checking
LLMs support formal requirements extraction, flag ambiguities, suggest measurable criteria, and translate between domains. They help maintain alignment between textual standards and digital implementations such as Building Information Modeling (BIM) or simulation tools.
3. Improved Accessibility, Education, and Stakeholder Participation
LLMs make standards more usable by generating plain-language explanations, FAQs, examples, and tailored training materials. They lower barriers for broader participation in SDO committees by helping non-experts understand and contribute to drafts.
4. Domain-Specific Applications in Infrastructure
Civil, Structural & Agricultural Engineering: Design ideation, safety analysis, and updating standards for new materials and climate resilience.
Permitting & Compliance: Summarizing environmental documents and speeding up infrastructure deployment.
Interoperability & Testing: Verification support for software-heavy systems such as smart grids and autonomous infrastructure.
5. Broader Process Changes for SDOs
Zero-draft acceleration for preliminary stakeholder review
Continuous monitoring for maintenance and timely updates
Multi-agent LLM systems for parallel virtual expert review before human consensus
Limitations and Important Caveats
“Hallucinations” & Validation: Outputs must always be human-verified, especially in safety-critical areas. Domain-specific fine-tuning and retrieval-augmented generation (RAG) help but are not foolproof.
Bias, Copyright & Accountability: Standards demand traceability and consensus; LLMs can introduce subtle biases or IP concerns.
Not a Full Replacement: Human judgment remains essential for risk assessment, ethics, and real-world tradeoffs.
Expect 2–5× faster iteration on drafts, superior knowledge management, and more adaptive standards. Early adopters using LLM assisted tools with proper governance will lead the next generation of infrastructure standards development.
Disagree with someone and cannot persuade them? Do you need to hide your intransigence or ulterior motive? Then change the basis of discussion by changing the subject with a different definition.
This happens routinely in political discourse and rather frequently in best practice discovery and promulgation in building construction and settlement infrastructure standards[1]. Assuming all parties are negotiating in good faith resolution may lie in agreement on a common understanding of what a satisfying agreement might look like.
Admittedly, a subtle and challenging topic outside our wheelhouse[2] hence the need to improve our organization of this topic starting with today’s colloquium; with follow on sessions every month.
Starting 2025 we will organize our approach to this topic, thus:
Language 100. Survey of linguistic basics for developing codes, standards and regulations. Many vertical incumbents have developed their own style manuals
Language 200. Electrotechnical vocabulary
Language 300. Architectural and Allied trade vocabulary
Language 400. The language of government regulations; the euphemisms of politicians with influence over the built environment
Language 500. Advanced topics such as large language models or spoken dialects such as “High Michigan” — arguably, the standard American dialect where it applies to the standards listed above.
It may not be obvious how profound the choice of words and phrases have on leading practice discovery and promulgation. For example, “What is Gender” determines the number, placement and functionality of sanitary technologies in housing, hospitals and sporting. The United States has a Supreme Court justice that cannot define “woman”
As always, we will respond to public consultation opportunities wherever we can find them. Some organizations are better than this than others.
Today we limit our discussion to language changes in the catalogs of ANSI-accredited standards developers whose titles have the most influence over the interoperability of safety and sustainability technologies that create and sustain the built environment of educational settlements.
Every building construction discipline has its own parlance and terms of art.
This is enough for a one-hour session and, depending upon interest, we will schedule a breakout session outside of our normal “daily” office hours. Use the login credentials at the upper right of our home page.
ΒΙΒΛΙΟΘΗΚΕΣ
Starting 2024 and running into 2025 we will break down this topic further, starting with construction contract language — Lingua Franca 300:
Asset management applies to any organization. As such, understanding its terminology, principles, and outcomes is key to an organization’s success. ISO 55000:2024 provides an overview of #AssetManagement and its expected benefits. @isostandardshttps://t.co/XZsWvJJ8r4
(1) The United States government defines a “Green Building” as a building that has been designed, constructed, and operated in a way that reduces or eliminates negative impacts on the environment and occupants. The government has established various standards and certifications that buildings can achieve to be considered “green.”
The most widely recognized green building certification in the United States is the Leadership in Energy and Environmental Design (LEED) certification, which is administered by the U.S. Green Building Council (USGBC). To achieve LEED certification, a building must meet certain standards related to sustainable site development, water efficiency, energy efficiency, materials selection, and indoor environmental quality.
In addition to the LEED certification, there are other programs and standards that can be used to measure and certify the sustainability of buildings, such as the Green Globes rating system and the Living Building Challenge.
Overall, the goal of green building is to create buildings that are not only environmentally sustainable but also healthier, more comfortable, and more efficient for occupants, while reducing energy consumption and greenhouse gas emissions. By promoting green building practices, the U.S. government aims to reduce the environmental impact of the built environment and move towards a more sustainable future.
(2) The U.S. Green Building Council is a conformance organization. See the discussion our ABOUT for background on incumbent stakeholders.
“Eco-friendly”, “Green”, “Bio”… Companies are increasingly using those tags as a signal to consumers of their environmental awareness. Yet also on the rise is a public concern about potential corporate lies in this subject, a phenomena labelled as “greenwashing”.
According to IESE professor Pascual Berrone, “many companies highlight one green positive aspect of their product or service, and hide the true impact that its production has on the environment”. With more and more NGO’s act as public watchdogs, “the consequences of getting caught can be, in terms of reputation but also economically, severe”, he says.
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Most educational settlements are not overloaded by signage by design but distracted management (overlapping temporary signs, inconsistent styles) or large footprints supports the perception. Today at the usual hour we explore the literature covering exterior and interior signage with emphases on coherence and necessity.
Signage must align with the educational institution’s brand identity, including logos, colors, and typography (e.g., Helvetica font is often specified, as seen in some university standards).
Corporate logos are typically prohibited on primary exterior signage to maintain institutional focus.
Compliance with Local Zoning and Building Codes
Signs must adhere to municipal zoning regulations, which dictate size, height, placement, and illumination (e.g., NYC Building Code Appendix H or similar local codes).
Permits may be required, and signage must not obstruct traffic visibility or pedestrian pathways.
ADA Accessibility Requirements
Exterior signs identifying permanent spaces (e.g., entrances or exits) must meet Americans with Disabilities Act (ADA) standards, including visual character requirements (legible fonts, sufficient contrast).
Tactile signs with Braille are required at specific locations like exit stairways or discharge points, per the U.S. Access Board guidelines, though not all exterior signs need to be tactile.
Wayfinding and Identification Functionality
Signs should clearly identify buildings, provide directional guidance, and include essential information (e.g., building names, departments, or campus districts).
Placement is typically near main entrances, limited to one per building unless otherwise justified.
Material and Durability Standards
Materials must be weather-resistant and durable (e.g., extruded or cast aluminum with finishes like natural or dark bronze, avoiding plastic in some cases).
Maintenance considerations ensure longevity and legibility over time.
Size and Placement Restrictions
Size is often regulated (e.g., no larger than necessary for legibility, with some institutions capping temporary signs at 32 square feet).
Placement avoids upper building portions unless in urban settings or campus peripheries, ensuring aesthetic harmony.
Approval and Review Processes
Exterior signage often requires review by a campus design or sign committee (e.g., a university’s Design Review Board).
For partnerships or donor-funded buildings, a Memorandum of Understanding (MOU) may govern signage rights and standards.
Safety and Visibility Standards
Signs must not create hazards (e.g., minimum clearance of 7.5 feet above walkways, no sharp edges).
Illumination, if allowed, must comply with safety codes and enhance visibility without causing glare or distraction.
Temporary Signage Regulations
Temporary signs (e.g., banners or construction signs) have time limits (e.g., 30-90 days per year) and must be approved, with size and frequency restrictions. The National Electrical Code Article 590 covers temporary wiring for festoon illumination and defines “temporary” as 90 days.
Somewhat Related:
Before CAD, Architect wrote like this. A handwriting everyone could understand. pic.twitter.com/dYyIJMNsOx
IEEE English for Technical Professionals is a 14-hour online learning program designed to provide non-native English speakers with a working knowledge of English techniques and vocabulary that are essential for working in today’s technical workplace.
“It is a trite but true observation, that examples work more forcibly on the mind than precepts: and if this be just in what is odious and blameable, it is more strongly so in what is amiable and praiseworthy. Here emulation most effectually operates upon us, and inspires our imitation in an irresistible manner. A good man therefore is a standing lesson to all his acquaintance, and of far greater use in that narrow circle than a good book.
But as it often happens that the best men are but little known, and consequently cannot extend the usefulness of their examples a great way; the writer may be called in aid to spread their history farther, and to present the amiable pictures to those who have not the happiness of knowing the originals; and so, by communicating such valuable patterns to the world, he may perhaps do a more extensive service to mankind than the person whose life originally afforded the pattern…”
Since so much of what we do in standards setting is built upon a foundation of a shared understanding and agreement of the meaning of words (no less so than in technical standard setting) that time is well spent reflecting upon the origin of the nouns and verbs of that we use every day. Best practice cannot be discovered, much less promulgated, without its understanding secured with common language.
US academia has increasingly mirrored the dystopian control mechanisms in George Orwell’s 1984, particularly through the lens of Critical Race Theory (CRT) and its extensions into Diversity, Equity, and Inclusion (DEI) frameworks.
In Orwell’s novel, the Party enforces ideological conformity via Newspeak (a restricted language that limits thought), doublethink (holding contradictory beliefs), thoughtcrime (punishing unapproved ideas), and the rewriting of history to serve power.
CRT posits that racism is embedded in the structure of Western institutions. It rejects colorblindness and meritocracy as tools of “white supremacy,” framing individuals primarily by racial identity — oppressors versus the oppressed. In universities, this has evolved into mandatory trainings, curricula, and loyalty tests that prioritize “equity” (equal outcomes by group) over equality of opportunity.
Key Orwellian parallels include:
Language control resembling Newspeak: terms like “systemic racism,” “white fragility,” “microaggressions,” and “anti-racism” redefine reality so that disagreement signals complicity in oppression.
Doublethink: universities champion “diversity” while enforcing ideological uniformity, claiming to fight oppression while stigmatizing dissent as violence.
Thoughtcrime via cancel culture: surveys show high rates of self-censorship, with dissenting scholars facing social ostracism, investigations, or professional consequences.
History is reframed — America’s founding reduced to perpetual racial hierarchy — echoing the Ministry of Truth. Standpoint epistemology elevates “lived experience” of favored groups over empirical evidence and universal reason.
This agenda undermines academia’s core purpose: the pursuit of truth through open debate and evidence. Instead of rigorous inquiry, power — framed as “punching up” — dictates acceptable thought, eroding liberal education’s commitment to individualism and free expression.
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New update alert! The 2022 update to the Trademark Assignment Dataset is now available online. Find 1.29 million trademark assignments, involving 2.28 million unique trademark properties issued by the USPTO between March 1952 and January 2023: https://t.co/njrDAbSpwBpic.twitter.com/GkAXrHoQ9T