Dharma

This is a main concept in many Indian religions. It comes from the Sanskrit dhr-, meaning ‘to hold, to support.’ Referring to the law that sustains things. In its most used sense, dharma refers to a person’s moral responsibilities or duties.

In Hinduism, dharma denotes behavior considered to be in accord with Rta (the order & custom that make life & the universe possible). This includes duties, rights, laws, conduct, virtues, & ethics to form the “righteous way of living.” Dharma is believed to have trans-temporal validity & is 1 of the Purusartha.

In the Hindu tradition, Dharma isn’t a “1 size fits all” kind of deal. Often it’s divided into 2 primary categories:

  • Sanatana Dharma (The Eternal Way)
    • This refers to the absolute, universal duties that apply to everyone.
  • Varnashrama Dharma (Specific Duty)
    • This is where history & culture get complex. It suggests that your specific duty is determined by your stage in life (ashrama) & your role in society (varna).

Much of Indian epic literature, like the Mahabharata, focuses on “Dharma Yuddha” (a righteous war). The Bhagavad Gita is essentially a 700-verse philosophical crisis where the warrior Arjuna must decide between his familial affection & his Kshatriya (warrior) dharma.

In Buddhism, dharma (in Pali: dhamma) refers to the teachings of THE Buddha & to the true nature of reality. The Dharma is the “truth” that the Buddha realized under the Bodhi tree. It is symbolized by the Dharmachakra (the 8-Spoked Wheel), representing the Noble 8-Fold Path.

In Buddhist philosophy, dhamma/dharma is also the term for specific “phenomena” & the ultimate truth. In a technical sense, “dharmas” refer to the fundamental building blocks of experience. It’s the 2nd of the “Triple Gem” (Buddha, Dhamma, Sangha) that a practitioner looks to for liberation from suffering (dukkha).

In Jainism, dharma refers to the teachings of Tirthankara (Jina) & the body of doctrine of purification & moral transformation. Jainism agrees that Dharma involves virtue (specifically the “10 Virtues,” like forgiveness & humility), & it also defines Dharma as a substance called Dharmastikaya. This is the principle of motion. Just as water lets fish swim, Dharma is the medium that lets souls & matter move through the universe.

In Sikhism, dharma indicates the path of righteousness, proper religious practices, & performing moral duties.

The antonym (opposite) of dharma is adharma (“not dharma”). In common usage, adharma means that which is against nature, immoral, unethical, wrong, or unlawful. In Buddhism, dharma integrates the teachings & doctrines of the founder of Buddhism, the Buddha.

In the mid-20th century, an inscription of the Indian Mauryan Emperor Asoka from the year 258 BCE was found in Afghanistan, the Kandahar Bilingual Rock Inscription. This rock inscription contains Greek & Aramaic texts.

After a bloody conquest of Kalinga, Ashoka was struck by/with remorse. He converted to Buddhism & replaced the policy of Dig-vijaya (conquest by force) with Dharma-vijaya (conquest by piety). He carved “Dharma Edicts” onto massive stone pillars & rocks throughout the Indian subcontinent.

They weren’t just religious texts. They were also administrative orders promoting religious tolerance, animal welfare, & the planting of medicinal herbs.

The evolving literature of Hinduism links dharma to 2 other important ideals: Rta & Maya. Rta, in the Vedas, is the truth, & cosmic principle which regulates & coordinates the operation of the universe & everything within it. Maya, in the Rig-veda & later literature, means illusion, fraud, deception, magic that misleads & creates disorder. Thus is contrary to reality, laws, & rules that establish order, predictability & harmony.

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2 new #jina models have entered the embedding arena — v5 multilingual:
* small: 1024 dim, 32K context
* nano: 768 dim, 8K context
both support matryoshka dimension truncation (32+) and are at the top of current benchmarks — especially for their parameter size
publicly accessible (non-commercial)

full announcement blog post: https://jina.ai/news/jina-embeddings-v5-text-distilling-4b-quality-into-sub-1b-multilingual-embeddings/
hugging face: https://huggingface.co/collections/jinaai/jina-embeddings-v5-text
paper for even more details: https://arxiv.org/abs/2602.15547

#VoyageAI introduces voyage-context-3, a contextualized chunk #embedding #llm that captures both chunk details and full document context 🔍 #ai

🔄 Outperforms #OpenAI-v3-large by 14.24% on chunk-level and 12.56% on document-level retrieval tasks

📊 Beats #Cohere-v4 by 7.89% and 5.64% respectively, and #Jina-v3 late chunking by 23.66% and 6.76%

🛠️ Drop-in replacement for standard embeddings without requiring downstream workflow changes

🧵👇

How to hot reload FastAPI and Flask apps on HTML, CSS, and Javascript changes | Verdant Fox

5 min read | In this tutorial, I'll show you how to **automatically** _hot-reload_ your FastAPI and Flask projects that use template engines like Jinja with web servers like uvicorn or gunicorn. After reading, you will be able to **automatically** restart your server _and_ refresh your browser when Python, HTML, CSS, and other files change—no manual intervention required.

However, the distances were always similar without really getting any significant differences or ranking. So, I improved the embeddings with context (author notes from the account), tags, etc. I also tried different #jina models (base, small, large), with different max-tokens configuration. But the embeddings seems to be ok, the clusters were mostly random, but after some try and error I got some configuration I like it. So, what could be bad?
@raccoonbits Because my work I have been involved in other "AI" #LLM #RAG projects, and once I found #jina I thought it would be fun to integrate it using embeddings.

RT by @Khani2Mina: Enrique Piñeyro, der argentinische Aktivist berichtete heute in seinem X , dass die ägyptische Regierung das Bild von #Jina #MahsaAmini von dem Flugzeug entfernen ließ, um eine humanitäre Hilfe für Gaza zu fliegen zu erlauben.
Beschämend. So fördert man keine Solidarität
@epineyro_ok

Quelle: https://nitter.cz/Khani2Mina/status/1740048077950468147#m

@SmartmanApps @dansup You are welcome to join testing my algo with #jina!

„Mehr als 10 Tage sind seit ihrer Verhaftung vergangen“, schreibt Goldbären-Gewinner @JafarPanahi . #LeilaNaghdipari, seine Setdesignerin, wurde o Vorwarnung festgenommen. Sie leidet unter Asthma. Hunderte IranerInnen sind um 16.9.- Jahrestag von #Jina Amini- festgenommen worden

Quelle: https://nitter.services.woodland.cafe/NatalieAmiri/status/1707039728162238489#m

Natalie Amiri (@NatalieAmiri)

„Mehr als 10 Tage sind seit ihrer Verhaftung vergangen“, schreibt Goldbären-Gewinner @JafarPanahi . #LeilaNaghdipari, seine Setdesignerin, wurde o Vorwarnung festgenommen. Sie leidet unter Asthma. Hunderte IranerInnen sind um 16.9.- Jahrestag von #Jina Amini- festgenommen worden

Nitter

Ein Jahr und einen Tag ist sie nun tot, hat so viel ausgelöst, und viele wollen immer noch nichts davon wissen, dass ihr Name #Jîna war, nicht Mahsa, nicht Jina, sondern Jîna, mit langem i.

(Das richtet sich nicht an die Menschen, die nicht wissen, wie man das î schreibt)

#JînaAmînî #IranRevolution #Kurdistan