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Built Decision Memory Assistant—an evidence-first AI memory for teams. It ingests docs, answers with citations, detects conflicts, and abstains when evidence is weak. React + FastAPI + PostgreSQL + pgvector + Gemini. github.com/saurav-cgr/dec… #AI #RAG
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@J_srv001 Curious to know how are you thinking about this scenario: if the existing memory is “I use MongoDB” and the user later says “I switched to PostgreSQL,” would you update the existing memory, or keep both
Retrieval can fail even when every result looks relevant. Semantic search, full-text search, and decision search each find different evidence. The hard part is ranking the right evidence into small answer set. The approach, results, and lessons: csauravz.substack.com/p/why-the-righ… #AI #RAG
I wrote about building a document chunker—and why structure and provenance matter more than simply splitting text. substack.com/@csaurav80/not… #RAG #llm #AI #SoftwareEngineering
Teams document decisions. Months later, no one remembers why.That isn’t a documentation problem. It’s a decision-memory problem.I’m building a tool to recover the reasoning and evidence behind a team’s decisions.👇 csaurav80.substack.com/p/your-team-do… #DecisionMemory #ProductManagement
@PaulSolt True, it brings out so many scenarios when planning. I have been playing with plan for the past few days, and I’m absolutely loving it.
Saurav retweeted
Nowadays,big desire of students is to buy an iPhone but in our times buying this pen was more than anything to us.
Saurav retweeted
One of the best cricket pics... Anyone knows the name of the photographer. The batsman, the bowler, the catcher, the agony, the ecstacy...the captain's reaction
.@AkasaAir I had cancelled my flights having 2 separate PNRs on 20th October, 2023. But I have not received the refunds yet, neither did i receive any confirmation that the refund has been initiated.
Saurav retweeted
Nostalgia moment. Used to say "Choo mantra" before bowling.
@SwiggyCares Yes, the order eventually got cancelled. The order which was supposed to be delivered within 20 mins, got finally cancelled after 2 hours ☹️
Saurav retweeted
What a messed up democracy we are..
Saurav retweeted
In 1954, a crowd gathered to witness an unusual fight in Baroda. The challenger was Baba Pehelwan, a towering figure, pitted against a Muslim woman. The stakes were staggering -if she lost,she had to marry him. But what unfolded next was nothing short of legendary. A thread. 1/14
Saurav retweeted
Unbelievable footage captured by tourists. Avalanche from the Tian Shan mountains in Kyrgyzstan…
Saurav retweeted
After an historic victory against Germany at the #FIFAWorldCup on Match Day 4, Japan fans cleaned up their rubbish in the stadium, whilst the @jfa_samuraiblue left their changing room at Khalifa International Stadium like this. Spotless. Domo Arigato.👏🇯🇵
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