Obviously, everyone talks about learning the AI or training the AI. This is actually one of most powerful abilities.
What that practically means is this here.
I RAGed a 4GB AI model with a full wiki dump and got that on Shakespeare:
(Cyberdeck-env313) j4v@X260:~/Scripts$ python3 RAGing_system_wiki.py
🚀 Starting General-Purpose Wikipedia RAG System
📍 Designed for slower hardware with longer timeouts
💡 Can answer questions about ANY topic from Wikipedia
------------------------------------------------------------
✅ Found Wikipedia dump at: /media/j4v/3330-3633/Wiki_dump
🔍 Checking environment...
💾 Free disk space: 136.68 GB
✅ Environment check passed
🔍 Checking Ollama status...
✅ Ollama is running
📋 Available models:
- mistral:latest
- llama2:latest
📁 Searching for Wikipedia dump files...
📄 Found: enwiki-latest-pages-articles-multistream.xml.bz2 (23.84 GB)
🔄 Processing Wikipedia dump: enwiki-latest-pages-articles-multistream.xml.bz2
🧹 Extracting Wikipedia articles...
🔍 Parsing Wikipedia XML structure...
📖 Reading Wikipedia dump: 0it [00:00, ?it/s]
❌ Error processing dump file: 'utf-8' codec can't decode byte 0xd6 in position 12: invalid continuation byte
🔄 Trying alternative parsing method...
🔄 Using simplified parsing method...
❌ Simplified parsing failed: 'utf-8' codec can't decode byte 0xd6 in position 12: invalid continuation byte
❌ No content extracted. Creating general-purpose sample data...
⚠️ Creating diverse sample data for general knowledge
💾 Saving processed chunks...
💾 Saving chunks: 100%|██████████████████████████████████████████████████████████████████████████████████████████████| 5/5 [00:00<00:00, 21334.20it/s]
✅ Processed 5 Wikipedia chunks
✅ Knowledge base processing complete
🔧 Creating vector store...
📄 Loading documents: 5it [00:00, 27342.27it/s]
📊 Creating embeddings for 5 documents...
/home/j4v/Scripts/RAGing_system_wiki.py:390: LangChainDeprecationWarning: The class `HuggingFaceEmbeddings` was deprecated in LangChain 0.2.2 and will be removed in 1.0. An updated version of the class exists in the `langchain-huggingface package and should be used instead. To use it run `pip install -U `langchain-huggingface` and import as `from `langchain_huggingface import HuggingFaceEmbeddings``.
self.embeddings = HuggingFaceEmbeddings(
🧩 Building vector store...
✅ Vector store saved with 5 documents
✅ Knowledge base creation complete
🎯 Wikipedia RAG System Ready!
💡 Ask about ANY topic: science, history, technology, etc.
⏰ Answers may take 2-5 minutes on slower hardware
------------------------------------------------------------
❓ Your question: Tell me about Shakespeare
🔍 Searching Wikipedia knowledge: 'Tell me about Shakespeare'
📚 Found 4 relevant knowledge segments
🤖 Generating comprehensive answer (this may take 2-5 minutes on slower hardware)...
📝 Answer (generated in 5.0 minutes):
The model is still processing your question. This can take several minutes on slower hardware. Please try waiting longer or ask a simpler question.
📚 Based on 4 Wikipedia knowledge segments
❓ Your question: Tell me about Shakespeare
🔍 Searching Wikipedia knowledge: 'Tell me about Shakespeare'
📚 Found 4 relevant knowledge segments
🤖 Generating comprehensive answer (this may take 2-5 minutes on slower hardware)...
📝 Answer (generated in 3.8 minutes):
Shakespeare is a fascinating figure in history, and his works continue to be studied and performed around the world. Here are some key facts and details about Shakespeare based on the provided Wikipedia knowledge:
1. Life: William Shakespeare was born in Stratford-upon-Avon, Warwickshire, England in 1564 and died in 1616. He was the third child of John and Mary Shakespeare, and he had eight siblings. Little is known about his early life, but it is believed that he attended the local grammar school in Stratford and later became an actor and playwright in London.
2. Career: Shakespeare wrote at least 38 plays and 154 sonnets during his lifetime. His plays are still widely performed today, including "Romeo and Juliet," "Hamlet," "Othello," "King Lear," and "Macbeth." He was a shareholder in the Lord Chamberlain's Men, a theater company that later became known as the King's Men.
3. Influence: Shakespeare's works have had a profound influence on literature and the English language. His plays are known for their complex characters, poetic language, and exploration of themes such as love, power, and mortality. He is widely regarded as one of the greatest writers in the English language and has been translated into many languages.
4. Style: Shakespeare's writing style was characterized by his use of blank verse (unrhymed iambic pentameter), which gave his plays a distinctive rhythm and flow. He also experimented with language, using metaphor, imagery, and other literary devices to create vivid scenes and characters.
5. Historical context: Shakespeare's works were written during the Elizabethan and Jacobean periods in England, which were marked by political turmoil, religious conflict, and cultural change. His plays often reflect these historical events and attitudes, such as the tensions between Catholics and Protestants, the rise of commercialism, and the changing roles of women in society.
6. Legacy: Shakespeare's works have had a lasting impact on Western literature and culture. He has influenced countless writers, playwrights, and poets, including many famous authors such as Jane Austen, Charles Dickens, and T.S. Eliot. His plays are still performed today in theaters around the world, and his works continue to be studied and adapted in various forms of media.
Overall, Shakespeare is a fascinating figure who has left an indelible mark on literature and culture. His works continue to inspire and influence artists and audiences alike, and his legacy endures as one of the greatest writers in the English language.
📚 Based on 4 Wikipedia knowledge segments
❓ Your question: Tell me about the Queen's impact into his (William Shakespeare) life and check for other wiki knowledge of his lifetime abot for mankind significant events in technology or politics that must have had an impact into his life.
🔍 Searching combined knowledge: 'Tell me about the Queen's impact into his (William Shakespeare) life and check for other wiki knowledge of his lifetime abot for mankind significant events in technology or politics that must have had an impact into his life.'
📚 Found 5 relevant knowledge segments
🔄 Generating answer (this may take 5-10 minutes)...
💭 Thinking
📝 Answer (generated in 6.7 minutes):
The Queen's impact on William Shakespeare's life is a fascinating topic, as it is known that Elizabeth I was the reigning monarch during Shakespeare's lifetime (1564-1616). However, there is limited information available about their direct interactions.
Elizabeth I was the daughter of Henry VIII and Anne Boleyn, and she ascended to the throne in 1558 upon the death of her half-sister, Mary Tudor. During her reign, Elizabeth I presided over a period of relative peace and prosperity in England, known as the "Golden Age."
Shakespeare was born in Stratford-upon-Avon in 1564, during Elizabeth's reign. He began his career as an actor and playwright in London during the late 1580s and early 1590s, a time of great cultural and artistic flourishing in England. Many of Shakespeare's plays were performed at The Globe Theatre in London, which was built in 1599.
While there is no direct evidence of the Queen's impact on Shakespeare's life, it is likely that she influenced his work in various ways:
1. Patronage: Elizabeth I was known to be a patron of the arts, and it is possible that she supported Shakespeare's work directly or indirectly. Some of his plays were performed at court, which could have provided him with exposure and opportunities for advancement.
2. Political climate: Elizabeth's reign was marked by political tensions, religious conflicts, and cultural debates. These issues likely influenced the themes and motifs in Shakespeare's plays, such as power struggles, loyalty, betrayal, and the complexities of human relationships.
3. Cultural exchange: During Elizabeth's reign, there was a growing interest in classical learning and the arts. It is possible that Shakespeare was exposed to these influences through his interactions with the royal court or other cultural figures of the time.
4. Social commentary: Many of Shakespeare's plays offer biting social commentary on the issues of his time, such as class struggle, gender roles, and the treatment of marginalized groups. Elizabeth's reign was marked by debates over religion, politics, and social hierarchy, which may have influenced Shakespeare's views on these topics.
Other significant events in technology or politics during Shakespeare's lifetime that could have impacted his work include:
1. The invention of the printing press (1450s): This technological innovation allowed for mass production of books and facilitated the dissemination of written works, including Shakespeare's plays.
2. The Protestant Reformation (1517-1648): This religious movement had a profound impact on Europe, leading to conflicts over faith and power that may have influenced Shakespeare's views on religion and politics.
3. The rise of the British navy (1500s-1600s): The growth of the British navy during Elizabeth's reign could have influenced Shakespeare's depictions of naval battles and maritime themes in his plays.
4. The discovery of the New World (1492): This event may have influenced Shakespeare's views on global exploration, trade, and cultural exchange, as well as the impact of European expansion on indigenous populations.
While there is no direct evidence of the Queen's impact on Shakespeare's life, it is clear that her reign had a significant influence on the cultural, political, and social landscape of England during his lifetime. These factors likely shaped his views and experiences as an artist, and may have influenced the themes and motifs in his works.
📚 Sources: general_knowledge(5)
❓ Your question: From his works perspective, how was the Monarchy perceived in his work?
🔍 Searching combined knowledge: 'From his works perspective, how was the Monarchy perceived in his work?'
📚 Found 5 relevant knowledge segments
🔄 Generating answer (this may take 5-10 minutes)...
💭 Thinking
That's not that bad. It tells you about what it learned by RAGing from wiki, is able to conclude and connect dots which is pretty impressive for a small model.
Then I had it read or better I RAGed that book list from Open Library of which not all are directly connected to the topic:
The Project Gutenberg eBook of Elizabethan England
The Project Gutenberg eBook of Marie Antoinette and the Downfall of Royalty
The Project Gutenberg eBook of A History of Elizabethan Literature
The Project Gutenberg eBook of The Best of the World's Classics, Vol. V (of X) - Great Britain and Ireland III
The Project Gutenberg eBook of Memoirs of the Court of Queen Elizabeth
The Project Gutenberg eBook of Common Sense
The Project Gutenberg eBook of The Complete Works of William Shakespeare
The Project Gutenberg eBook of Historical vignettes, 2nd series
The Project Gutenberg eBook of Historical vignettes, 1st series
The Project Gutenberg eBook of A History of England, Period I. Mediæval Monarchy
The Project Gutenberg eBook of A History of England, Period III. Constitutional Monarchy
The outcome is very impressive, except an issue with missing out from context explained at the end by DeepSeek:
(Cyberdeck-env313) j4v@X260:~/Scripts$ python3 RAGing_system_wiki.py
🚀 Starting Multi-Source RAG System
📍 Auto-detecting source files location...
💡 Combined Wikipedia + Open Library knowledge
⏰ Extended timeouts for slower hardware (10+ minutes)
------------------------------------------------------------
🔍 Auto-detecting source files location...
✅ Found source files at: /media/j4v/3330-3633/Wiki_dump
Found 1 relevant files
🔍 Checking environment...
💾 Free disk space: 136.68 GB
✅ Environment check passed
🔍 Checking Ollama status...
✅ Ollama is running
📋 Available models:
- mistral:latest
- llama2:latest
🔄 Processing all available knowledge sources...
📁 Searching for source files...
📄 Wikipedia: enwiki-latest-pages-articles-multistream.xml.bz2 (23.84 GB)
🌐 Processing Wikipedia dump...
🔄 Processing Wikipedia: enwiki-latest-pages-articles-multistream.xml.bz2
🔍 Parsing Wikipedia XML structure...
📖 Reading Wikipedia: 490394it [00:19, 25112.92it/s]
📚 Extracted 62440 chunks from 2000 pages
✅ Wikipedia: 62440 chunks
💾 Saving 62440 total chunks...
💾 Saving all chunks: 100%|██████████████████████████████████████████████████████████████████████████████████| 62440/62440 [00:02<00:00, 29229.39it/s]
🎉 Total knowledge base: 62440 chunks
✅ Knowledge base processing complete
🔧 Creating unified vector store...
📚 Loading existing vector store...
/home/j4v/Scripts/RAGing_system_wiki.py:405: LangChainDeprecationWarning: The class `HuggingFaceEmbeddings` was deprecated in LangChain 0.2.2 and will be removed in 1.0. An updated version of the class exists in the `langchain-huggingface package and should be used instead. To use it run `pip install -U `langchain-huggingface` and import as `from `langchain_huggingface import HuggingFaceEmbeddings``.
self.embeddings = HuggingFaceEmbeddings(
✅ Unified knowledge base creation complete
🎯 Multi-Source RAG System Ready!
💡 Ask about ANY topic using Wikipedia + Open Library knowledge
⏰ Answers may take 5-10+ minutes on slower hardware - please be patient
------------------------------------------------------------
❓ Your question: Tell me about Shakespear, please
🔍 Searching combined knowledge: 'Tell me about Shakespear, please'
📚 Found 5 relevant knowledge segments
🔄 Generating answer (this may take 5-10 minutes)...
💭 Thinking
📝 Answer (generated in 5.4 minutes):
William Shakespeare (1564-1616) was an English playwright, poet, and actor who is widely regarded as one of the greatest writers in the English language. He wrote at least 38 plays and 154 sonnets, and his works are still performed and studied today.
Shakespeare was born in Stratford-upon-Avon, Warwickshire, England, and is believed to have begun his writing career in the late 1590s. His early plays, such as "The Two Gentlemen of Verona" (1594) and "The Taming of the Shrew" (1590), were written for the Lord Chamberlain's Men, a theater company with which he was associated throughout his career.
Shakespeare's plays are known for their complex characters, rich language, and exploration of themes such as love, power, and mortality. Some of his most famous works include "Romeo and Juliet" (1595), "Hamlet" (1603), "Othello" (1603), "King Lear" (1605-1606), and "Macbeth" (1606).
In addition to his plays, Shakespeare wrote several poems, including "Shall I Compare Thee to a Summer's Day?" and "When in Disgrace with Fortune and Men's Eyes." He also collaborated on several projects with other writers, such as "The Winter's Tale" (1610) and "The Tempest" (1611).
Shakespeare's impact on literature and theater has been immense. His works have influenced countless playwrights, poets, and actors, and his plays continue to be performed and adapted around the world. He is widely regarded as one of the greatest writers in the English language, and his works remain some of the most studied and admired in literary history.
Interestingly, Shakespeare's life outside of writing is not well documented, and many details about his personal life are unknown or speculative. However, it is known that he was married to Anne Hathaway in 1589, and they had three children together: Susanna, Hamnet, and Judith. Shakespeare also owned a house in Stratford-upon-Avon, which is now the Shakespeare Birthplace Trust and a popular tourist destination.
Overall, William Shakespeare is a towering figure in literature and theater history, and his works continue to captivate audiences and inspire new generations of writers and artists.
📚 Sources: general_knowledge(5)
❓ Your question: Tell me about the Queen's impact into his life and check for other wiki knowledge of his lifetime abot for mankind significant events in technology or politics that must have had an impact into his life.
🔍 Searching combined knowledge: 'Tell me about the Queen's impact into his life and check for other wiki knowledge of his lifetime abot for mankind significant events in technology or politics that must have had an impact into his life.'
📚 Found 5 relevant knowledge segments
🔄 Generating answer (this may take 5-10 minutes)...
💭 Thinking
📝 Answer (generated in 6.1 minutes):
Based on the provided knowledge from Wikipedia and Open Library, we can gather information about the Queen's impact on Machine Learning, as well as other significant events in technology and politics that may have influenced his life.
Regarding the Queen's impact on Machine Learning, it is worth mentioning that the field of study was established during her lifetime. Machine learning was first introduced in the 1950s and has since evolved into a prominent area of research in artificial intelligence. The Queen may have been aware of the developments in this field, especially as it relates to the use of algorithms and statistical models to analyze data and make predictions without explicit instructions.
In terms of significant events in technology and politics that may have impacted the Queen's life during her lifetime, there are several notable occurrences:
1. World War II (1939-1945): As mentioned earlier, this global conflict had a profound impact on the world's political landscape, economic systems, and technological advancements. The Queen may have been directly or indirectly affected by the war, depending on her location and social status during that time.
2. Cold War (1945-1991): The period following World War II saw the beginning of the Cold War between the United States and the Soviet Union. This geopolitical tension may have influenced the Queen's life, particularly in terms of international relations and diplomacy.
3. Computing and Information Technology (mid-20th century): The development of computing and information technology had a significant impact on various fields, including artificial intelligence, data analysis, and communication. The Queen may have witnessed or been influenced by these advancements, particularly in the latter part of her lifetime.
4. Environmental Movement (late 20th century): As concerns about climate change and environmental degradation grew towards the end of the Queen's lifetime, there may have been increased awareness and activism around sustainable energy sources, conservation efforts, and policy changes related to these issues.
5. Globalization and International Trade (late 20th century): The increasing interconnectedness of the world through globalization and international trade may have influenced the Queen's life, particularly in terms of economic and cultural exchange between nations.
6. Technological Advancements in Healthcare (mid-20th century onwards): Advances in medical technology, such as imaging techniques, gene editing, and personalized medicine, may have had an impact on the Queen's life, particularly if she experienced any health issues during her lifetime.
7. Space Exploration (late 20th century onwards): The Queen may have been fascinated by the space race and the exploration of new frontiers beyond Earth's atmosphere, particularly as it relates to scientific discovery and technological innovation.
8. Information Age and Digital Revolution (late 20th century onwards): The rapid growth of digital technology and the internet may have influenced the Queen's life, particularly in terms of communication, information dissemination, and access to knowledge.
While we cannot know for certain how these events impacted the Queen's life directly, it is clear that they had significant implications for society as a whole during her lifetime.
📚 Sources: general_knowledge(5)
❓ Your question: Tell me about the Queen's impact into his (William Shakespeare) life and check for other wiki knowledge of his lifetime abot for mankind significant events in technology or politics that must have had an impact into his life.
🔍 Searching combined knowledge: 'Tell me about the Queen's impact into his (William Shakespeare) life and check for other wiki knowledge of his lifetime abot for mankind significant events in technology or politics that must have had an impact into his life.'
📚 Found 5 relevant knowledge segments
🔄 Generating answer (this may take 5-10 minutes)...
💭 Thinking
📝 Answer (generated in 6.7 minutes):
The Queen's impact on William Shakespeare's life is a fascinating topic, as it is known that Elizabeth I was the reigning monarch during Shakespeare's lifetime (1564-1616). However, there is limited information available about their direct interactions.
Elizabeth I was the daughter of Henry VIII and Anne Boleyn, and she ascended to the throne in 1558 upon the death of her half-sister, Mary Tudor. During her reign, Elizabeth I presided over a period of relative peace and prosperity in England, known as the "Golden Age."
Shakespeare was born in Stratford-upon-Avon in 1564, during Elizabeth's reign. He began his career as an actor and playwright in London during the late 1580s and early 1590s, a time of great cultural and artistic flourishing in England. Many of Shakespeare's plays were performed at The Globe Theatre in London, which was built in 1599.
While there is no direct evidence of the Queen's impact on Shakespeare's life, it is likely that she influenced his work in various ways:
1. Patronage: Elizabeth I was known to be a patron of the arts, and it is possible that she supported Shakespeare's work directly or indirectly. Some of his plays were performed at court, which could have provided him with exposure and opportunities for advancement.
2. Political climate: Elizabeth's reign was marked by political tensions, religious conflicts, and cultural debates. These issues likely influenced the themes and motifs in Shakespeare's plays, such as power struggles, loyalty, betrayal, and the complexities of human relationships.
3. Cultural exchange: During Elizabeth's reign, there was a growing interest in classical learning and the arts. It is possible that Shakespeare was exposed to these influences through his interactions with the royal court or other cultural figures of the time.
4. Social commentary: Many of Shakespeare's plays offer biting social commentary on the issues of his time, such as class struggle, gender roles, and the treatment of marginalized groups. Elizabeth's reign was marked by debates over religion, politics, and social hierarchy, which may have influenced Shakespeare's views on these topics.
Other significant events in technology or politics during Shakespeare's lifetime that could have impacted his work include:
1. The invention of the printing press (1450s): This technological innovation allowed for mass production of books and facilitated the dissemination of written works, including Shakespeare's plays.
2. The Protestant Reformation (1517-1648): This religious movement had a profound impact on Europe, leading to conflicts over faith and power that may have influenced Shakespeare's views on religion and politics.
3. The rise of the British navy (1500s-1600s): The growth of the British navy during Elizabeth's reign could have influenced Shakespeare's depictions of naval battles and maritime themes in his plays.
4. The discovery of the New World (1492): This event may have influenced Shakespeare's views on global exploration, trade, and cultural exchange, as well as the impact of European expansion on indigenous populations.
While there is no direct evidence of the Queen's impact on Shakespeare's life, it is clear that her reign had a significant influence on the cultural, political, and social landscape of England during his lifetime. These factors likely shaped his views and experiences as an artist, and may have influenced the themes and motifs in his works.
📚 Sources: general_knowledge(5)
❓ Your question: From his works perspective, how was the Monarchy perceived in his work?
🔍 Searching combined knowledge: 'From his works perspective, how was the Monarchy perceived in his work?'
📚 Found 5 relevant knowledge segments
🔄 Generating answer (this may take 5-10 minutes)...
💭 Thinking
📝 Answer (generated in 3.9 minutes):
Based on the provided knowledge from Wikipedia and Open Library, we can analyze how the monarchy was perceived in the author's work.
Title: Machine Learning
The monarchy is not directly mentioned in the Machine Learning article, as it deals with statistical algorithms and their applications without explicit instructions. Therefore, the monarchy does not play a role in this field of study.
Title: World War II
During World War II, the monarchy was perceived differently depending on the country involved. In some countries like the United Kingdom, the monarchy remained intact and played a significant role in rallying the nation during the war effort. However, in other countries like Germany, the monarchy was abolished after the war as part of the reparations imposed by the Allies.
Title: Artificial Intelligence
In the context of Artificial Intelligence, the monarchy is not mentioned as it deals with machine intelligence and its applications without any reference to political systems or structures.
Title: Renewable Energy
The monarchy does not play a significant role in the renewable energy sector, as it is focused on harnessing natural resources like sunlight, wind, water movement, and geothermal heat for energy generation. The author does not mention the monarchy in this context.
Title: Climate Change
In the context of climate change, the monarchy is not directly mentioned as it is a global phenomenon that affects all countries regardless of their political systems or structures. However, some monarchies have been criticized for their role in contributing to climate change through their reliance on fossil fuels and other environmentally harmful practices.
In conclusion, the monarchy does not play a significant role in any of the author's works mentioned, as they are focused on different fields of study such as machine learning, world history, artificial intelligence, renewable energy, and climate change.
📚 Sources: general_knowledge(5)
❓ Your question: From William Shakespears works perspective, how was the Monarchy perceived in his work?
🔍 Searching combined knowledge: 'From William Shakespears works perspective, how was the Monarchy perceived in his work?'
📚 Found 5 relevant knowledge segments
🔄 Generating answer (this may take 5-10 minutes)...
💭 Thinking
📝 Answer (generated in 3.5 minutes):
From William Shakespeare's works perspective, the monarchy was perceived as a powerful and authoritative institution in his time. In many of his plays, such as "Hamlet," "Richard III," and "King Lear," he portrays kings and queens as having absolute power and authority, often depicting them as both benevolent and malevolent rulers.
In Shakespeare's time, the English monarchy was a constitutional monarchy, with the king or queen serving as the head of state but not the head of government. The monarch held significant power, including the ability to appoint and dismiss ministers, sign laws, and make important decisions for the country. However, the monarch was also subject to checks and balances from other branches of government, such as the House of Lords and the Privy Council.
Shakespeare's portrayal of the monarchy in his plays reflects this complex power dynamic. For example, in "Hamlet," King Claudius is depicted as a ruthless and power-hungry ruler who murders his brother to gain the throne. In contrast, King Lear is portrayed as a foolish and weak ruler who abdicates his powers to his daughters, leading to chaos and destruction.
Overall, Shakespeare's works suggest that the monarchy was perceived as both an important symbol of national identity and a source of power and authority, but also as vulnerable to abuse and corruption without proper checks and balances in place.
📚 Sources: general_knowledge(5)
❓ Your question: Compare the perception of Shakespears plays of the Monarchy with what you know about Mideaval Monarchies and the downfall of Monarchy by the example of Marie Antoinette
🔍 Searching combined knowledge: 'Compare the perception of Shakespears plays of the Monarchy with what you know about Mideaval Monarchies and the downfall of Monarchy by the example of Marie Antoinette'
📚 Found 5 relevant knowledge segments
🔄 Generating answer (this may take 5-10 minutes)...
💭 Thinking
📝 Answer (generated in 4.6 minutes):
The perception of Shakespeare's plays on monarchy is vastly different from our modern understanding of medieval monarchies and the decline of monarchies through historical events such as the French Revolution. Shakespeare's plays, written in the late 16th and early 17th centuries, portray monarchy as a divine right, with kings and queens seen as appointed by God or fate to rule over their subjects. The monarch is often depicted as a just and wise ruler, with absolute power and authority.
In contrast, medieval monarchies were more complex and nuanced. While some monarchs were seen as divinely appointed, others were elected or inherited their positions through family ties. Medieval monarchies were also characterized by the concept of feudalism, where lords and vassals owed allegiance to their overlords in a hierarchical system.
The decline of monarchies, particularly in Europe, can be traced back to the Enlightenment and the French Revolution. The ideas of liberty, equality, and fraternity challenged the authority of monarchs and led to the rise of democratic movements. The execution of Marie Antoinette during the French Revolution is a notable example of the decline of monarchy.
Marie Antoinette, the last queen of France before the French Revolution, was seen as an embodiment of the excesses and corruption of the monarchy. Her extravagant lifestyle and perceived disconnect from the suffering of the common people made her a symbol of the decline of monarchies. The French Revolution saw the overthrow of the monarchy and the establishment of a new political order based on democratic principles.
In conclusion, while Shakespeare's plays portray monarchy as a divine right, medieval monarchies were more complex and nuanced, and the decline of monarchies can be traced back to historical events such as the French Revolution. The example of Marie Antoinette highlights the perceived excesses and corruption of monarchies and the rise of democratic movements in Europe.
📚 Sources: general_knowledge(5)
❓ Your question:
On the being off topic DeepSeek told me:
This is a classic **context confusion** issue in RAG systems. The AI is mixing up pronouns and topics because:
## Root Causes:
1. **Ambiguous Pronouns**: "his" could refer to:
- Shakespeare (from previous context)
- Any male author/character
- The AI defaults to recent topics in its training data
2. **Weak Context Binding**: The RAG system isn't strongly linking "his" back to "Shakespeare" from your previous question.
3. **Training Data Bias**: Language models are trained on modern internet data where "Machine Learning" appears frequently with technical contexts.
4. **Vector Search Issues**: The similarity search might be finding documents about "monarchy" but not properly filtering for Shakespeare-related content.
This can be fixed by creating a chat memory which also would enhance the quality of the local AI.
Using RAGing a small model ready for a refurbished 32GB i7 can give comprehensive answers like a super large online AI focusing on specific topics.
This means that actively maintained AI models are a most powerful Knowledge Management tool way beyond currently available systems.
#cyberpunkcoltoure
