Chris | RoutineFlowsAI @RoutineFlows

🎯 Just fixed a tricky OCR issue in MedCheck! The problem: Occasionally medication names from API results had spacing issues (like "fexo fenadine" instead of "fexofenadine") which broke the dual-photo capture workflow. The solution: Smart fuzzy matching that corrects spacing…

🚀 Just completed a major performance overhaul for MedCheck! Here's what we optimized: 📱 App Launch: 40% faster cold starts with lazy loading 🔍 OCR Processing: 60% speed boost through batch operations 💾 Database: Smart caching reduced query times by 70% 🎯 UI Rendering:…

MedCheck just got more motivating! 📈 New in v1.2: ✅ Progress percentage now shows right under your daily circle - see exactly how you're doing at a glance ✅ Schedule automatically resets at midnight for fresh starts each day ✅ Overdue reminders clear themselves when you open…

Fixed a critical bug in MedCheck today - medication reminders weren't firing. The issue: Patients were missing doses because Android was silently killing our notifications. Even scheduled reminders for 4:04 PM just... disappeared. The fix took 754 lines across 9 files: - Built…

🐛 DEBUGGING WIN! Just solved a nasty OCR regression in our MedCheck app that was driving users crazy. The mystery: OCR used to parse "one to be taken each day (whilst on naproxen)" perfectly, then suddenly started failing. 🔍 The detective work: • Git history revealed commit…

Real talk: Just survived a 3-day OCR debugging adventure that nearly broke me 😅 What users see: "Take photo of prescription → get perfect reminders" What they don't see: • 47 hours fighting bitmap recycling crashes • Database cascades deleting previous medications •…

🚀 Just shipped a game-changing enhancement to MedCheck's "Today's Schedule" feature! ✨ What's new: • Clickable medication reminders with smooth ripple effects • Instant medication instructions display in schedule view • One-tap navigation to detailed medication info •…

🤖 Mind = blown! Used Claude-Flow hive-mind coordination with multiple AI agents to debug our MedCheck app. 5 agents working in parallel fixed database migrations, battery drain, and notification throttling simultaneously ⚡ The future of development is here! #AI #AndroidDev…

MedCheck development update: Spent 3 hours debugging a complex OCR pipeline... then spent 4 hours trying to figure out when to schedule the NEXT debugging session 😅 Anyone else find that project scheduling is somehow more complex than the actual architecture? Between dependency…

MedCheck update: We're solving the "did I take my medication?" problem with photo verification! 💊 Latest improvements mean users will NEVER get stuck: 📸 Smart camera that reads prescription labels 🔍 Real-time text recognition with visual feedback ⌨️ Intelligent autocomplete…

🔥 The secret is out! RoutineFlowsAI methodology site is live: routineflows.ai After 14 days of intense building (and documenting EVERYTHING), we're sharing the complete playbook that got MedCheck from zero to launch-ready. The journey: 📈 Market research → 18-22M…

Hey developers! 🧑‍💻 Just shipped a major OCR parser upgrade for our MedCheck app! We enhanced our regex patterns to capture complete UK prescription instructions like "One to be taken twice daily" instead of just fragments. The key was prioritizing full-context patterns over…

The post-MVP grind is real: OCR fine-tuning edition 🔧 Yesterday: "MVP is done!" Today: "Wait, why can't it read this prescription label?" Currently knee-deep in AutocompleteMedicationInput.kt, improving how our smart targeting works. It's not glamorous, but this is where real…

Day 4 building MedCheck: Fixed critical medication editing bug that was blocking users from updating their prescriptions. Sometimes the smallest UX fixes have the biggest impact on real health outcomes. When editing medication details "just works", patients stay on track with…

🎢 THE OCR ROLLER COASTER: A Developer's Truth 🎢 Week 1: "OCR is working! We're done!" 🎉 Week 2: "Wait...users can't actually USE this" 😅 Week 3: "The buttons disappeared. How?" 😱 Week 4: "Everything is broken. Why did I become a developer?" 😭 Week 5: "I think I fixed it?"…

🔧 Technical improvements to MedCheck: Completed commit workflow restructure - Twitter moved to end, improved error handling, better reliability for core operations. Continuing to refine the architecture for reliability. #BuildInPublic #HealthTech #AndroidDev

finally starting to come together after much stress with claude. Anyone else know this feeling, ha

Challenge/Help-Seeking: Working on OCR accuracy for medication labels in MedCheck - current Google ML Kit implementation is struggling with pharmaceutical text despite preprocessing enhancements. Considering video-based OCR vs static images, Amazon Textract, Tesseract 5.x... Any…

Honestly? Our Twitter automation was a mess. Rate limits everywhere, scripts fighting each other... 😅 Sometimes you need to break things to build them better. New workflow is cleaner but testing always makes me nervous. Here goes nothing! #BuildInPublic #Workflow…

The multi-agent coordination system I built is... struggling 😅 6 different Python scripts all trying to post to Twitter simultaneously = rate limit chaos Sometimes the complexity we build to "help" creates more problems than the original issue. Back to basics: one script, one…