
Both search engines and LLM AI offer no easy way to browse or explore a topic index. This limits knowledge access to keywords the user knows. It also is a source of knowledge polution. Search algorithms can not understand what concepts are in the content being reccomended. This leads users to sites that pollute knowledge because the opaque algorithms a re a source of revenue not the links that best serve the user interests.
LLM also responds to the individual users delivering text not linkis based only on what words are in the prompt. The difference is there are no links and no way to view the source of the information.
SAM is an alternative to search for accessesing information. It delivers interests and understanding before using LLM to write articles. Heres how.
A user of AICYC is guided by SAM to topics of interest. SAM understands all of the sub topics and interactively ask LLM to create articles based on user interest. A typical dialog between SAM and LLM would look like this.
“Tell me about [Sub topic] in [Parent topic.] The parent in this example is Punk Fashion. A pulldown list that shows the Sub topics with the interest focus on “Studded bracelets.”
SAM knows the knowledge data (Topic, Taxonomy, Discussion, and Keywords) for the sub topic and parent. SAM performs the quality control process discussed in the blog LLM AI HALLUCINATIONS. This interface shows how users can come to understand meaning by exploring sub topic that stand under the parent. Note the grouping of the sub topics. They all relate to Punk Fashion. Users navigate through a knowledge hub.

Tell me about studded bracelets in punk fashion
Chat Responds with the article on Studded bracelets using SAM’s knowledge data input.
Studded bracelets are a significant element of punk fashion and have been popular since the emergence of the punk subculture in the 1970s. These bracelets are typically made of leather or synthetic materials and adorned with metal studs or spikes. They are often worn in multiples on one or both wrists, creating a bold and edgy look.
Studded bracelets serve both as a fashion statement and as a symbol of rebellion and nonconformity. The punk movement, which originated as a countercultural response to mainstream society, embraced unconventional fashion choices to express individuality and challenge societal norms. Studded bracelets became an iconic accessory within this subculture, representing the punk ethos of anti-establishment and a rejection of traditional values.
The studs and spikes on these bracelets serve both a decorative and functional purpose. They can be made of various metals, such as silver, brass, or steel, and are typically attached to the bracelet through rivets or stitching. The studs may come in different shapes, including pyramid, cone, or dome-shaped, and can be evenly spaced or arranged in patterns.
In addition to their aesthetic appeal, studded bracelets were also associated with personal safety and self-defense in punk culture. The spikes acted as a deterrent against potential attackers and were seen as a symbol of strength and resilience.
Over the years, studded bracelets have evolved and diversified in style. While the classic punk aesthetic often includes black leather and silver studs, modern variations incorporate different colors, materials, and designs. Some studded bracelets may feature additional elements such as chains, buckles, or even band logos or slogans.
Studded bracelets are not exclusive to the punk subculture and have transcended their original roots. They have become a popular accessory in various alternative fashion scenes, including goth, metal, and rock styles. Additionally, they have been embraced by mainstream fashion, often appearing in designer collections and worn by celebrities.
Whether worn as a nod to punk culture or simply as a fashion statement, studded bracelets continue to be a versatile and iconic accessory that adds an edge to any outfit.
The user can select any other sub topic and SAM will provide a prompt to LLM. Here are several more examples.
Tell me about bum flap in punk fashion
In punk fashion, the bum flap, also known as the “ass flap” or “butt flap,” is an unconventional and provocative element of clothing. It is a fabric panel or flap that hangs down from the back of pants, skirts, or kilts, covering the buttocks.
The bum flap originated in the punk subculture during the 1970s as a rebellious and confrontational fashion statement. Punk fashion was characterized by its anti-establishment ethos and desire to shock and challenge societal norms. The bum flap was one way punks expressed their defiance and irreverence towards conventional fashion and modesty.
The flap itself could be made from various materials, including leather, denim, or tartan fabric, and often featured punk-inspired embellishments such as studs, safety pins, or patches. Some punks would customize their bum flaps with slogans, band logos, or political messages, further expressing their individuality and beliefs.
The purpose of the bum flap was primarily symbolic, representing a rejection of societal expectations and a desire to provoke and shock. It was a deliberate act of defiance against mainstream fashion and a way for punks to subvert traditional notions of modesty and conformity.
While the bum flap originated in the punk subculture, it has also been adopted by other alternative and countercultural movements over the years. It has made appearances in various subcultures such as goth, industrial, and certain forms of heavy metal fashion.
It’s important to note that the bum flap is primarily a fashion statement and does not serve a functional purpose. It is meant to be provocative and attention-grabbing, challenging societal norms and expectations surrounding clothing and modesty.
Today, the bum flap is less commonly seen in mainstream fashion but can still be found in alternative and subcultural circles. It remains an iconic symbol of punk fashion and continues to be embraced by those seeking to make a bold and rebellious fashion statement.
Tell me about Trash and Vaudville in punk fashion
Trash and Vaudeville is a renowned boutique located in New York City that has played a significant role in shaping punk fashion since its establishment in 1975. It is considered an iconic destination for those seeking alternative and punk-inspired clothing.
Trash and Vaudeville offers a diverse range of clothing and accessories that reflect the rebellious and edgy aesthetics associated with punk fashion. The store specializes in items such as band t-shirts, leather jackets, ripped jeans, studded accessories, boots, and other distinctive punk-inspired garments.
The boutique gained prominence during the punk movement of the 1970s and became a hub for punk rock musicians, artists, and fans alike. It attracted a loyal customer base by providing unique and hard-to-find items that embodied the punk ethos of nonconformity, individuality, and a rejection of mainstream fashion.
Trash and Vaudeville’s merchandise reflects the subversive and countercultural nature of punk fashion. The store showcases a blend of vintage and contemporary clothing, combining elements of punk, rock ‘n’ roll, goth, and streetwear aesthetics. Its inventory often includes items featuring band logos, bold graphics, provocative slogans, and unconventional designs.
Throughout its history, Trash and Vaudeville has been associated with numerous influential figures in music and fashion. The store’s founder, Jimmy Webb, is credited with introducing punk fashion to the mainstream and has dressed iconic musicians such as Iggy Pop, The Ramones, and Blondie.
Trash and Vaudeville’s impact extends beyond its physical store. It has influenced the punk and alternative fashion scene worldwide, inspiring the creation of similar boutiques and shaping the aesthetic direction of punk and rock-inspired clothing brands.
While Trash and Vaudeville has faced challenges over the years, including temporarily closing its original location in 2016, it has continued to be a symbol of punk fashion and countercultural style. The store’s legacy and influence remain strong, and it continues to serve as a source of inspiration for those seeking authentic punk fashion and alternative clothing.
In this example the user has moved up to a more general topic “Punk” and SAM responds accordingly.
Tell me about Punk fashion in Punk
Punk fashion emerged as a distinctive style within the punk subculture during the 1970s. It was a direct response to the mainstream fashion of the time and served as a visual expression of the rebellious and anti-establishment ethos of punk music and culture.
Punk fashion was characterized by its DIY (do-it-yourself) aesthetic, which emphasized individuality, creativity, and a disregard for traditional fashion rules. It was an intentionally provocative and confrontational style that sought to shock and challenge societal norms.
Here are some key elements and iconic features of punk fashion:
1. Torn and Ripped Clothing: Punk fashion often featured torn, ripped, or distressed clothing as a deliberate rejection of the polished and pristine look of mainstream fashion. Punks would alter their clothing by slashing it with razors, safety pins, or even burning it to create a disheveled and anarchic appearance.
2. Band T-Shirts: Punk bands played a crucial role in influencing and shaping the punk fashion scene. Band t-shirts, especially those featuring iconic punk bands like The Ramones, Sex Pistols, or The Clash, were highly popular and served as both a form of identification and a way to show support for the music and subculture.
3. Safety Pins: Safety pins became a symbol of punk fashion. Punks used safety pins as functional fasteners on clothing, but they were also worn as accessories, attached to clothing, jackets, or even as jewelry.
4. Leather and Denim: Leather jackets and denim vests or jackets were staple pieces in punk fashion. These items were often adorned with patches, pins, studs, or painted slogans, allowing individuals to customize and personalize their garments.
5. T-Shirts with Slogans and Graphics: Punk fashion embraced t-shirts with bold slogans, political messages, or provocative graphics. These shirts often featured anarchic symbols, anti-establishment statements, or humorous and sarcastic slogans that reflected the punk ethos.
6. Dr. Martens Boots: Dr. Martens boots, specifically the 1460 model, became synonymous with punk fashion. The sturdy and durable boots were a practical choice for punks and added a rebellious edge to their outfits.
7. Mohawks, Spiked Hair, and Vibrant Hair Colors: Punk hairstyles were often radical and attention-grabbing. Mohawks, where the hair is shaved on the sides and left long and spiked in the center, were particularly popular. Punks also experimented with vibrant hair colors, such as bright red, blue, or green, as a form of self-expression.
8. DIY Accessories: Punk fashion encouraged DIY accessories and customization. Punks would create their own jewelry, such as studded bracelets, necklaces, or dog collars, using materials like leather, metal, or even found objects like bottle caps.
Punk fashion continues to evolve and inspire new generations of subcultures and fashion movements. Its influence can be seen in various alternative and streetwear styles today, and its rebellious spirit and individuality remain core elements of punk fashion.
This example shows the difference AICYC can make for users that do not know a domain of knowledge. More formal school based eduction is always good. AICYC provides an informal access to 50 million children of school age who do not go to school. Unfortunately only 40% have internet access.
Comments are closed.