ntalicious @lovingsomecode
building 7 micro saas products in 2026 🚀 ideas → execution | nights & weekends 3/7 live: 🎙️ uyio ai 📊 Mylifeos ✍️ speak life daily beacons.ai/tabuilds Joined February 2025-
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The system now distinguishes between read intents (questions, reviews) and write intents (new ideas, commitments, updates). Makes the whole pipeline way cleaner. #secondbrain
Added COMMITMENT as the 9th intent to my Second Brain orchestrator. Now when I text "remind me to finish the proposal by Friday," it properly creates a trackable commitment instead of just logging it as a random idea.
What did I learn last week? keyword matching is useless when humans don't use consistent vocabulary. For my SecondBrain, I switched to semantic search with OpenAI embeddings. It understands meaning, not just spelling. If you're building any search system, skip keyword matching
it automatically creates a commitment with the real date. The HTML dashboard shows my drift score and tracks if I'm capturing ideas faster than I'm finishing them. Now I can manage my entire pipeline from my phone. 6.5/10 not too bad 🤪
The Telegram bot for my Second Brain is working, but Claude kept choking on dates like "next Friday" or "in 2 weeks" Added a date normalization step - Claude converts fuzzy dates into actual deadlines before storing them. Now when I text "finish the proposal by end of week" ,
Priority Agent scores ideas against my goals • Nudge Agent tracks my completion rate One orchestrator ties it together and routes everything to the right handler. #AIagent #productivity #secondbrain
Added intent routing for my Second Brain so it knows whether I'm sharing a new idea, updating progress, or asking for my morning brief. The system now has four specialized agents: Capture Agent structures raw brain dumps. Pattern Agent finds connections via embeddings
felt pretty cool to have my first agent orchestration working - Capture Agent structures raw input, Pattern Agent finds connections using OpenAI embeddings & pgvector. now I can brain dump ideas via telegram & the system organizes them semantically, not by keywords.
One Orchestrator ties it all together. Classifies every input into 9 intents. New idea, status update, check-in, morning brief, weekly review, goal update, question, commitment, or list. Routes to the right handler. Uses RAG to answer questions about my own data.
Built my Second Brain - a multi-agent AI system with Python+Claude. It manages my entire idea-to-execution pipeline from my phone. 4 agents, 9 intents, one Orchestrator. Here's what it does 🧵
Speak Life Daily is on the App Store. After 5 rejections, 16 builds, and a StoreKit 2 migration I was totally clueless about, we got approved 😭🥹 Brb, got to go dance a little! speaklifedaily.ca
one paragraph. that's it. I refuse to be the person who builds stuff but can't explain how any of it works #BuildInPublic #AI #Claude
the log isn't done until I prove I understood it paste this into your Claude or ChatGPT settings: "When I ask for a build log, generate a structured summary then ask me 2-3 questions about the concepts and decisions. Don't save until I answer. Correct me if I'm wrong."
If you're non-technical like me, you want to make sure you're actually learning, not just prompting Sharing my build log system in Claude that doesn't save until it quizzes me first
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