muthu🧑‍💻

Apple

[aether @bluewdrift]

This line from Atomic Habits isn't ready to leave my head:

"It doesn't make sense to continue wanting something if you're not willing to do what it takes to get it. If you don't want to live the lifestyle, then release yourself from the desire. To crave the result but not the process is to guarantee disappointment."

[diva @divaagurlxw]

As an AI Engineer. Please learn

>Harness engineering, not just prompt engineering

>Context engineering, not just long prompts

>Prompt caching vs. semantic caching tradeoffs

>KV cache management, eviction, reuse, and memory pressure at scale

>Prefill vs. decode latency and why they optimize differently

>Continuous batching, paged attention, and throughput optimization

>Speculative decoding vs. quantization vs. distillation tradeoffs

>INT8, INT4, FP8, AWQ, GPTQ, and when quantization hurts quality

>Structured output failures, schema validation, repair loops, and fallback chains

>Function calling reliability, tool contracts, argument validation, and idempotency

>Agent guardrails, loop budgets, tool budgets, and termination conditions

>Model routing, graceful fallback logic, and degraded-mode UX

>RAG architecture: chunking, embeddings, hybrid search, reranking, and freshness

>Retrieval evals: recall, precision, grounding, attribution, and citation quality

>Evals: golden sets, regression tests, adversarial tests, LLM-as-judge, and human evals

>LLM observability as a first-class discipline: traces, spans, tokens, latency, errors, and drift

>Cost attribution per feature, workflow, tenant, and user journey not just per model

>Safety engineering: prompt injection defense, data leakage prevention, and permission boundaries

>Multi-tenant isolation, cache safety, and cross-user context contamination prevention

>Fine-tuning vs. in-context learning vs. RAG vs. distillation and when each is the wrong tool

>Latency, quality, cost, and reliability tradeoffs across the full inference stack

>Production failure modes: hallucinated tool calls, malformed JSON, stale retrieval, runaway agents, and silent eval regressions

[Chubby♨️ @kimmonismus]

The alliance I did not see coming in the world of ai

[Andrew Case @attrc]

To summarize: HuggingFace got autonomously compromised by a model from an American company. HF then tried to use American frontier model(s) to defend themselves, but were blocked by guardrails. HF then had to turn to open source Chinese models to defend themselves from another American company.

[Max Weinbach @mweinbach]

Siri can help you do your expenses

[Ministry of Culture @MinOfCultureGoI]

This 4,500-year-old terracotta dice from the Indus-Saraswati Civilization is a powerful reminder of India’s living heritage. Dicing is also mentioned as a popular game in Rig and Atharva Vedas (two of the four sacred Vedic scriptures).

From symbols and craftsmanship to rituals, yogic practices, and collective memory, numerous elements of ancient Indian civilization continue to thrive in the daily social and religious life of Indian society across regions and communities.

Civilizational inheritance is not just about geography or ruins, it is defined by living customs, symbols, rituals, and unbroken cultural consciousness. India is the enduring living continuity of the Indus-Saraswati Civilization.

#IndusSaraswatiCivilization #AncientIndianHeritage

[Momentos Virales @momentoviral]

El pequeño celebró sus primeros pasos junto a mamá y papá, y la escena captada por la cámara de seguridad derritió a todos por lo tierna y cálida que fue 😍

[pH @pHequals7]

https://t.co/noKIgZK9aG

[Dissident Media @DissidentMedia]

Men, this is your goal.

[Crazy Moments @Crazymoments01]

During a tense bullfight, matador Alvaro Munero suddenly stopped and walked away from the bull. As the crowd watched in silence, he looked into the animal’s eyes and felt sadness and compassion instead of fear.

He later said the bull did not look angry, only innocent and wanting to live. That moment changed his life forever. He dropped his sword, left the arena, and from that day on, he never took part in bullfighting again. His story later spread worldwide as a powerful message of compassion and respect for animals.

[muthu🧑‍💻 @muthu24901]

https://t.co/YvKl018iuZ

[Sam Peak 🇺🇸💡 @SpeakSamuel]

This H-1B worker has lived in the US for nearly 20 years and built a family here. His mom was dying in India. To visit her, he would need to wait months to book a consular appointment--with the soonest one available likely being scheduled one year out.

He made the difficult choice of not visiting his dying mom because leaving without an appointment would mean separation from his children, job, and his other obligations.

Much of the commentary around immigration focuses on how such bureaucratic burdens undermine immigrants’ ability to contribute and innovate. But we must remember that this red tape also prevents these people from being fully engaged with their own lives and meaningfully present in the lives of others. This matters too, and these seemingly non-economic problems will eventually translate into economic costs.

If America is no longer a place where people feel empowered to be the best versions of themselves as they celebrate, struggle, and grieve, it ceases not just being the land of opportunity, but also the land of dignity and purpose.
https://t.co/k17YL25nc5

[AhMad 𝕏 Ansari @Ahmadansari2233]

MacBook Neo vs Others Brand Laptop

[NASA @NASA]

Sky full of stars.

Following a successful lunar flyby, the Artemis II astronauts captured this breathtaking photo of our galaxy, the Milky Way, on April 7, 2026.

[Narendra Modi @narendramodi]

Today, India takes a defining step in its civil nuclear journey, advancing the second stage of its nuclear programme.

The indigenously designed and built Prototype Fast Breeder Reactor at Kalpakkam has attained criticality.

This advanced reactor, capable of producing more fuel than it consumes, reflects the depth of our scientific capability and the strength of our engineering enterprise. It is a decisive step towards harnessing our vast thorium reserves in the third stage of the programme.

A proud moment for India. Congratulations to our scientists and engineers.

[Alex Svan @AlexSvanArt]

This thought just hit me hard…
Left photo, my father is somewhere there and I’m not.
Right photo - I’m there but he isn’t.
Time moves forward slowly and quietly replacing us - temporary passengers on this beautiful spaceship

[Cern Basher @CernBasher]

Comedians preparing the public for autonomous vehicles: “I’m so excited for self-driving cars…”