Case Notes

Problem: AI agents cost $50k+ or require rigid no-code platforms.

Intervention: Built flexible, self-hostable agent platform in 48 hours.

Outcome: Full MVP with auth, dashboards, multi-channel integrations, RAG.

Problem: Productivity apps are fragmented or overly complex.

Intervention: Built unified tasks, habits, journal, calendar with AI assistant.

Outcome: Cross-platform app with local-first sync, voice interaction, privacy-focused.

Problem: Cloud AI requires sharing your most private thoughts with servers.

Intervention: Built therapeutic AI companion running entirely on-device with Gemma 3N.

Outcome: Zero data sent to cloud, works offline, Kaggle competition entry.

Problem: 5+ hours manual document prep per submission.

Intervention: Intelligent extraction pipeline with LLM + OCR hybrid approach.

Outcome: 30-minute processing, 2.3% error rate, $180K annual savings.

Problem: 400+ daily emails, 24–48 hour response delays.

Intervention: Classification agent with CRM/vendor integrations.

Outcome: 6-hour avg response, 94% SLA compliance, admin time cut 85%.

Problem: 18% hallucination rate in legal research tool.

Intervention: Comprehensive eval suite with CI integration.

Outcome: 3.5% hallucination rate, 94% citation accuracy, automated regression testing.