9 months of sleepless nights research paper finally out. #journalofphysics #researchpaper #twitterjournal @bayoadekanmbi #100DaysOfCode #datascience #artificialintelligence #research #journal #researchpapers Data Science Nigeria iopscience.iop.org/article/1…

Please get addicted to thinking everything will always work out for you.

I don't care how hard life gets, don’t tell a woman what you’ve been through.

Set up your local LLM today. Thank me later.

👨‍💻𝐋𝐞𝐚𝐫𝐧 𝐡𝐨𝐰 𝐭𝐨 𝐛𝐮𝐢𝐥𝐝 𝐚 𝐟𝐮𝐥𝐥𝐲 𝐨𝐩𝐞𝐧-𝐬𝐨𝐮𝐫𝐜𝐞 𝐀𝐠𝐞𝐧𝐭𝐢𝐜 𝐑𝐀𝐆 𝐬𝐲𝐬𝐭𝐞𝐦 𝐟𝐨𝐫 𝐖𝐇𝐎/𝐅𝐀𝐎 𝐟𝐨𝐨𝐝 𝐬𝐞𝐜𝐮𝐫𝐢𝐭𝐲 𝐢𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐜𝐞 𝐼𝑡 𝑟𝑢𝑛𝑠 𝑒𝑛𝑡𝑖𝑟𝑒𝑙𝑦 𝑜𝑛 𝑙𝑜𝑐𝑎𝑙 ℎ𝑎𝑟𝑑𝑤𝑎𝑟𝑒. 𝐖𝐡𝐚𝐭 𝐢𝐭 𝐝𝐨𝐞𝐬 • Ingests and indexes UN food security documents, including FAO reports, WFP assessments, FEWS NET briefings, and field surveys. • Answers questions with grounded retrieval instead of relying on a generic chatbot. • Routes queries intelligently between direct answers, internal RAG, web search, or a hybrid of both. • Retries weak retrievals automatically with rewritten queries and domain synonyms. • Flags low-confidence responses for human review. 𝐇𝐚𝐫𝐝𝐰𝐚𝐫𝐞 • 𝐷𝑒𝑙𝑙 𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛 7670 𝑊𝑜𝑟𝑘𝑠𝑡𝑎𝑡𝑖𝑜𝑛 • 𝐼𝑛𝑡𝑒𝑙 𝐶𝑜𝑟𝑒 𝑖9-12950𝐻𝑋 (16 𝑐𝑜𝑟𝑒𝑠) • 32 𝐺𝐵 𝐷𝐷𝑅5 𝑅𝐴𝑀 • 16 𝐺𝐵 𝐺𝑃𝑈 𝑅𝑇𝑋 3080 • 3 𝑇𝐵 𝑁𝑉𝑀𝑒 𝑠𝑡𝑜𝑟𝑎𝑔𝑒 𝐎𝐩𝐞𝐧𝐒𝐨𝐮𝐫𝐜𝐞 𝐒𝐭𝐚𝐜𝐤 • 𝑂𝑙𝑙𝑎𝑚𝑎 • 𝑄𝑤𝑒𝑛 2.5 𝑚𝑜𝑑𝑒𝑙𝑠 - 7𝐵 & 14𝐵 𝑃𝑎𝑟𝑎𝑚𝑒𝑡𝑒𝑟 • 𝑁𝑜𝑚𝑖𝑐 𝑒𝑚𝑏𝑒𝑑𝑑𝑖𝑛𝑔𝑠 • 𝐿𝑎𝑛𝑔𝐺𝑟𝑎𝑝ℎ 𝑙𝑎𝑛𝑔𝐶ℎ𝑎𝑖𝑛 • 𝑃𝑜𝑠𝑡𝑔𝑟𝑒𝑆𝑄𝐿 𝑝𝑔𝑣𝑒𝑐𝑡𝑜𝑟 • 𝐴𝑝𝑎𝑐ℎ𝑒 𝐴𝑖𝑟𝑓𝑙𝑜𝑤 • 𝐿𝑎𝑛𝑔𝑓𝑢𝑠𝑒 • 𝐹𝑎𝑠𝑡𝐴𝑃𝐼 • 𝐷𝑜𝑐𝑘𝑒𝑟 𝐷𝑒𝑠𝑘𝑡𝑜𝑝 𝐊𝐞𝐲 𝐞𝐧𝐠𝐢𝐧𝐞𝐞𝐫𝐢𝐧𝐠 𝐜𝐡𝐨𝐢𝐜𝐞𝐬 1. 𝑯𝒚𝒃𝒓𝒊𝒅 𝒓𝒆𝒕𝒓𝒊𝒆𝒗𝒂𝒍: 𝐵𝑀25 𝑘𝑒𝑦𝑤𝑜𝑟𝑑 𝑠𝑒𝑎𝑟𝑐ℎ 𝑣𝑒𝑐𝑡𝑜𝑟 𝑠𝑖𝑚𝑖𝑙𝑎𝑟𝑖𝑡𝑦 𝑅𝑅𝐹 𝑐𝑟𝑜𝑠𝑠-𝑒𝑛𝑐𝑜𝑑𝑒𝑟 𝑟𝑒𝑟𝑎𝑛𝑘𝑖𝑛𝑔. 2. 𝑷𝒂𝒓𝒆𝒏𝒕-𝒄𝒉𝒊𝒍𝒅 𝒄𝒉𝒖𝒏𝒌𝒊𝒏𝒈: 𝑠𝑚𝑎𝑙𝑙 𝑐ℎ𝑖𝑙𝑑 𝑐ℎ𝑢𝑛𝑘𝑠 𝑓𝑜𝑟 𝑟𝑒𝑡𝑟𝑖𝑒𝑣𝑎𝑙, 𝑙𝑎𝑟𝑔𝑒𝑟 𝑝𝑎𝑟𝑒𝑛𝑡 𝑐ℎ𝑢𝑛𝑘𝑠 𝑓𝑜𝑟 𝑔𝑒𝑛𝑒𝑟𝑎𝑡𝑖𝑜𝑛 𝑐𝑜𝑛𝑡𝑒𝑥𝑡. 3. 𝑪𝒐𝒓𝒓𝒆𝒄𝒕𝒊𝒗𝒆 𝑹𝑨𝑮 𝒍𝒐𝒐𝒑𝒔: 𝑟𝑒𝑤𝑟𝑖𝑡𝑒 𝑎𝑛𝑑 𝑟𝑒𝑡𝑟𝑦 𝑤ℎ𝑒𝑛 𝑟𝑒𝑡𝑟𝑖𝑒𝑣𝑎𝑙 𝑞𝑢𝑎𝑙𝑖𝑡𝑦 𝑖𝑠 𝑝𝑜𝑜𝑟. 4. 𝑮𝒓𝒐𝒖𝒏𝒅𝒊𝒏𝒈 𝒄𝒉𝒆𝒄𝒌𝒔: 𝑣𝑒𝑟𝑖𝑓𝑦 𝑤ℎ𝑒𝑡ℎ𝑒𝑟 𝑔𝑒𝑛𝑒𝑟𝑎𝑡𝑒𝑑 𝑐𝑙𝑎𝑖𝑚𝑠 𝑎𝑟𝑒 𝑠𝑢𝑝𝑝𝑜𝑟𝑡𝑒𝑑 𝑏𝑦 𝑟𝑒𝑡𝑟𝑖𝑒𝑣𝑒𝑑 𝑐𝑜𝑛𝑡𝑒𝑥𝑡. 5. 𝑶𝒃𝒔𝒆𝒓𝒗𝒂𝒃𝒊𝒍𝒊𝒕𝒚: 𝑒𝑣𝑒𝑟𝑦 𝑎𝑔𝑒𝑛𝑡 𝑠𝑡𝑒𝑝 𝑖𝑠 𝑡𝑟𝑎𝑐𝑒𝑑 𝑖𝑛 𝑠𝑒𝑙𝑓-ℎ𝑜𝑠𝑡𝑒𝑑 𝐿𝑎𝑛𝑔𝑓𝑢𝑠𝑒. 𝐖𝐡𝐲 𝐢𝐭 𝐦𝐚𝐭𝐭𝐞𝐫𝐬 𝐹𝑜𝑜𝑑 𝑠𝑒𝑐𝑢𝑟𝑖𝑡𝑦 𝑎𝑛𝑎𝑙𝑦𝑠𝑡𝑠 𝑜𝑓𝑡𝑒𝑛 𝑛𝑒𝑒𝑑 𝑡𝑜 𝑠𝑒𝑎𝑟𝑐ℎ 𝑎𝑐𝑟𝑜𝑠𝑠 ℎ𝑢𝑛𝑑𝑟𝑒𝑑𝑠 𝑜𝑓 𝑃𝐷𝐹𝑠. 𝑇ℎ𝑖𝑠 𝑠𝑦𝑠𝑡𝑒𝑚 𝑟𝑒𝑑𝑢𝑐𝑒𝑠 𝑡ℎ𝑎𝑡 𝑝𝑟𝑜𝑐𝑒𝑠𝑠 𝑡𝑜 𝑎 𝑓𝑒𝑤 𝑠𝑒𝑐𝑜𝑛𝑑𝑠 𝑤ℎ𝑖𝑙𝑒 𝑘𝑒𝑒𝑝𝑖𝑛𝑔 𝑎𝑛𝑠𝑤𝑒𝑟𝑠 𝑔𝑟𝑜𝑢𝑛𝑑𝑒𝑑 𝑎𝑛𝑑 𝑟𝑒𝑣𝑖𝑒𝑤𝑎𝑏𝑙𝑒. 𝐀 𝐟𝐞𝐰 𝐥𝐞𝐬𝐬𝐨𝐧𝐬 𝐥𝐞𝐚𝐫𝐧𝐞𝐝 • 𝑃𝑎𝑟𝑒𝑛𝑡-𝑐ℎ𝑖𝑙𝑑 𝑐ℎ𝑢𝑛𝑘𝑖𝑛𝑔 𝑝𝑒𝑟𝑓𝑜𝑟𝑚𝑠 𝑚𝑢𝑐ℎ 𝑏𝑒𝑡𝑡𝑒𝑟 𝑡ℎ𝑎𝑛 𝑛𝑎𝑖𝑣𝑒 𝑓𝑖𝑥𝑒𝑑-𝑠𝑖𝑧𝑒 𝑐ℎ𝑢𝑛𝑘𝑠 𝑓𝑜𝑟 𝑙𝑜𝑛𝑔 𝑑𝑜𝑐𝑢𝑚𝑒𝑛𝑡𝑠. • 𝑂𝑏𝑠𝑒𝑟𝑣𝑎𝑏𝑖𝑙𝑖𝑡𝑦 𝑏𝑒𝑐𝑜𝑚𝑒𝑠 𝑒𝑠𝑠𝑒𝑛𝑡𝑖𝑎𝑙 𝑜𝑛𝑐𝑒 𝑎𝑔𝑒𝑛𝑡𝑠 𝑠𝑡𝑎𝑟𝑡 𝑚𝑎𝑘𝑖𝑛𝑔 𝑎𝑢𝑡𝑜𝑛𝑜𝑚𝑜𝑢𝑠 𝑑𝑒𝑐𝑖𝑠𝑖𝑜𝑛𝑠. • 𝐶𝑜𝑟𝑟𝑒𝑐𝑡𝑖𝑣𝑒 𝑅𝐴𝐺 𝑙𝑜𝑜𝑝𝑠 𝑎𝑟𝑒 𝑜𝑓𝑡𝑒𝑛 𝑡ℎ𝑒 𝑑𝑖𝑓𝑓𝑒𝑟𝑒𝑛𝑐𝑒 𝑏𝑒𝑡𝑤𝑒𝑒𝑛 𝑎 𝑑𝑒𝑚𝑜 𝑎𝑛𝑑 𝑎 𝑝𝑟𝑜𝑑𝑢𝑐𝑡𝑖𝑜𝑛-𝑟𝑒𝑎𝑑𝑦 𝑠𝑦𝑠𝑡𝑒𝑚. #AI #AgenticAI #RAG #LangGraph #Ollama #OpenSource #FoodSecurity #Airflow #Docker #LocalLLM

Finally, I understood how ngrok works 😂 . It’s quite amusing because I used to frequently hear my software engineering friends use the term until last night. I was trying to connect to one of my Docker localhost servers on Slack, and suddenly, everything clicked 💥.

Spent majority of my time doing Eva and Monitoring with LangFuse. Interesting times ahead.

If you’re dating someone and you can’t comfortably tell them 'I don’t have money for this right now' without feeling ashamed, you are in the wrong relationship. 🤷‍♀️

Modern relationships are becoming a man chasing a woman just to pay her bills.

If you date me, leave your pride and spirit of poverty with your ex. Here we apologize, hustle together, accept our mistakes, and fix them together.

Loneliness is the price a man pays for building himself

Man to man: Never let your wife or her parents know exactly how much you earn.

Take your japa plan seriously No be time to Dey buy car be this This country is shit .

Avoid marrying a woman you cannot correct , advise or direct . Because marriage is not a playground of emotions , it is a journey that requires order, respect and wisdom

Learn about airflow sensor when and how to use them. medium.com/@kiddojazz/unders…

Code doesn’t matter anymore. Here's what really matters: - marketing skills - critical thinking - understanding human behavior - empathy - the ability to communicate to an audience - visibility

My company’s claude account got exhausted. Now my legendary manager is asking if we can build our own LLM like Claude to reduce costs😭

🎯 𝐍𝐞𝐰 𝐀𝐫𝐭𝐢𝐜𝐥𝐞 𝐀𝐥𝐞𝐫𝐭!!! 📢 𝐁𝐚𝐜𝐤𝐠𝐫𝐨𝐮𝐧𝐝 𝐒𝐭𝐨𝐫𝐲: Imagine Apache Airflow as a Chef waiting at the kitchen door for ingredients to arrive from S3, ADLS, or an SFTP Server 🍝 🔗: medium.com/@kiddojazz/unders…

Create like nobody's watching, then put a price tag on it.