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17/08/2026

Hats off to your dedication Prof. Marshall 👏🙏
Gastric ulcers are a common illness, but their cause was long unknown. It was discovered that the most common cause is bacterial infection. After Robin Warren discovered colonies of bacteria at gastric ulcer sites, he was contacted by his colleague Barry Marshall, who then successfully cultivated the previously unknown bacteria Helicobacter pylori. Robin Warren and Barry Marshall proved in 1982 that patients could only be cured if the bacteria were eliminated. This is now achieved by treatment with antibiotics, and gastric ulcers are no longer a chronic illness.

15/08/2026

Evolution of Intellectual Freedom 😁
Publish or perish 😓

Image credit: Phdcomics

14/08/2026

𝗪𝗮𝗻𝘁 𝘁𝗼 𝗟𝗲𝗮𝗿𝗻 𝗔𝗜 𝗔𝗴𝗲𝗻𝘁𝘀? 𝗛𝗲𝗿𝗲’𝘀 𝘁𝗵𝗲 𝗖𝗼𝗺𝗽𝗹𝗲𝘁𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗥𝗼𝗮𝗱𝗺𝗮𝗽. 🤖
Building AI agents is not just about writing better prompts.
It requires an understanding of programming, machine learning, language models, data, tools, memory, orchestration, deployment and evaluation.

𝗛𝗲𝗿𝗲’𝘀 𝘁𝗵𝗲 𝗹𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗽𝗮𝘁𝗵 👇

🧱 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗙𝗼𝘂𝗻𝗱𝗮𝘁𝗶𝗼𝗻𝘀

Data types, control flow, logical decision-making and file handling.

🔌 𝗗𝗮𝘁𝗮 & 𝗧𝗼𝗼𝗹 𝗨𝗻𝗱𝗲𝗿𝘀𝘁𝗮𝗻𝗱𝗶𝗻𝗴

LLM types, APIs, authentication and application integrations.

🧠 𝗠𝗟 & 𝗟𝗮𝗻𝗴𝘂𝗮𝗴𝗲 𝗠𝗼𝗱𝗲𝗹 𝗘𝘀𝘀𝗲𝗻𝘁𝗶𝗮𝗹𝘀

Machine learning fundamentals, transformers, Mixture of Experts, fine-tuning and inference.

🎯 𝗣𝗿𝗼𝗺𝗽𝘁𝗶𝗻𝗴 & 𝗥𝗲𝗮𝘀𝗼𝗻𝗶𝗻𝗴

Structured prompting, task decomposition, planning, few-shot techniques and tool selection.

🗄️ 𝗔𝗱𝘃𝗮𝗻𝗰𝗲𝗱 𝗗𝗮𝘁𝗮 & 𝗧𝗼𝗼𝗹 𝗜𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻

SQL, NoSQL, APIs, SaaS connectors, data extraction and pipelines.

📚 𝗥𝗔𝗚, 𝗠𝗲𝗺𝗼𝗿𝘆 & 𝗥𝗲𝘀𝗽𝗼𝗻𝘀𝗶𝗯𝗹𝗲 𝗔𝗜

Embeddings, vector databases, retrieval pipelines, agent memory and reliable AI practices.

⚙️ 𝗔𝗴𝗲𝗻𝘁 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲 & 𝗙𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸𝘀

Agent types, design patterns, orchestration, planning and feedback loops.

🚀 𝗗𝗲𝗽𝗹𝗼𝘆𝗺𝗲𝗻𝘁, 𝗠𝗟𝗢𝗽𝘀 & 𝗠𝗼𝗻𝗶𝘁𝗼𝗿𝗶𝗻𝗴

Testing, logging, performance, latency, reliability and cost optimisation.

🌐 𝗠𝘂𝗹𝘁𝗶-𝗔𝗴𝗲𝗻𝘁 𝗖𝗼𝗹𝗹𝗮𝗯𝗼𝗿𝗮𝘁𝗶𝗼𝗻

Specialised agents, communication patterns, handoffs and agent-to-agent protocols.

𝗔𝗴𝗲𝗻𝘁𝗶𝗰 𝗔𝗜 𝗶𝘀 𝗻𝗼𝘁 𝗷𝘂𝘀𝘁 𝗮 𝘁𝗼𝗼𝗹 𝘂𝗽𝗴𝗿𝗮𝗱𝗲.

𝗜𝘁 𝗶𝘀 𝗮 𝘀𝘆𝘀𝘁𝗲𝗺𝘀 𝗮𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲 𝘀𝗵𝗶𝗳𝘁.

Which stage of this roadmap are you currently learning? 👇

13/08/2026

🌿 Darwin was right: The alpine flower that eats insects, finally confirmed after 150 years 😮🧬
More than a century ago, Charles Darwin suspected that certain Saxifraga species might be carnivorous — but he couldn't prove it. Now, an international team has cracked the case, revealing that Saxifraga candelabrum, a flowering plant from the Qinghai-Tibet Plateau, is a true predator in disguise.

Key findings:

🪰 Active insect attraction — The plant emits volatile compounds like β-myrcene and eucalyptol that lure insects in, proving it doesn't just wait for prey to stumble by

🧲 Glandular hair traps — Mature plants capture an average of 71 insects on their sticky inflorescence branches, with 43 out of 45 herbarium specimens showing trapped prey across decades

🧪 Digestive enzymes confirmed — Phosphatase activity detected in glandular hairs proves the plant actively digests its catch, not just traps it

🔬 15N isotope proof — Labeled nitrogen from fruit flies was tracked directly into plant tissues, with the highest enrichment in flowers — confirming nutrient absorption

🐝 Smart predator — The plant selectively traps small non-pollinating gnats while sparing larger effective pollinators, elegantly balancing carnivory with reproduction

🧬 Genomic convergence — Expanded gene families linked to prey attraction, digestion, and nutrient absorption are shared with other carnivorous plants across independent evolutionary origins

📜 Darwin vindicated — His 1875 hypothesis that some Saxifraga species may be carnivorous has finally been validated with definitive, multidisciplinary evidence

This discovery suggests carnivory may be far more widespread among flowering plants than we ever imagined.

🔗 Read the full Nature Communications paper: [link in comments]

12/08/2026

🌾 From Himalayan wilds to your bowl: The buckwheat breakthrough that could change high-altitude farming 🧬😮
Scientists have unlocked the genetic secrets of Tartary buckwheat, paving the way for crops that thrive where others fail.

Key findings:

🧬 Pangenome unveiled — A telomere-to-telomere reference genome + 16-accession pangenome spanning wild Himalayan populations and global landraces

🔍 123,131 structural variations identified, including hard-to-detect gene copy-number variations

🌄 Wild gene FtRNH discovered — a secret weapon for high-altitude adaptability lost in cultivated varieties

🌱 FtPLATZ gene controls seed size — a copy-number variation + 28-bp insertion drive seed-size differences across wild and cultivated buckwheat

🏆 New buckwheat lines developed that combine enhanced high-altitude adaptation with improved yields — breaking the age-old trade-off between stress tolerance and productivity

This pangenome-guided strategy proves we can recover valuable wild alleles and supercharge crops for the world's most challenging environments.

🔗 Read the full Cell paper: [link in comments]

10/08/2026

Understanding hydrocarbons
The alkanes are saturated hydrocarbons—that is, hydrocarbons that contain only single bonds.
Alkenes contain one or more carbon-carbon double bonds.
Alkynes contain one or more carbon-carbon triple bonds. Aromatic hydrocarbons contain ring structures with delocalized π electron systems

10/08/2026

𝐀𝐈 𝐉𝐮𝐬𝐭 𝐒𝐢𝐦𝐮𝐥𝐚𝐭𝐞𝐝 𝟓𝟎𝟎 𝐌𝐢𝐥𝐥𝐢𝐨𝐧 𝐘𝐞𝐚𝐫𝐬 𝐨𝐟 𝐄𝐯𝐨𝐥𝐮𝐭𝐢𝐨𝐧 🧬🤖
Meet ESM3, an AI that designs proteins by understanding their sequence, 3D structure, and function.

Trained on 2.78 billion proteins, ESM3 created a new green fluorescent protein called esmGFP. When tested in bacteria, it actually glowed ✨

Scientists estimate that this protein is so different from known fluorescent proteins that it could have taken nature more than 500 million years to produce.

This technology could transform the discovery of medicines, enzymes, biosensors, and other biological tools.

The future of protein design is here 🔬

Paper: Hayes et al. “Simulating 500 million years of evolution with a language model.” Science, 2025. DOI: 10.1126/science.ads0018

09/08/2026

Interview Guide: How to Answer The 64 Commonly Asked Interview Questions

Save this Document it will help you answer almost any question that the interviewer might ask you in the interview.

Btw, Hit a Like if it was helpful 👍, tag and share it with others.

Free download linkhttps://www.ohsu.edu/sites/default/files/2019-04/How-to-Answer-the-64-Toughest-Interview-Questions.pdf

Follow for more such resources and tips❤️

07/08/2026

POV: Your old paper gets a new journal, a new date, and a higher quartile… but the content forgot to change 🤔🤣😲

06/08/2026

💯% true 😂👍

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