Flux - AI Goal Management

Jan 29, 2026 · 1 min read
projects

Flux is an AI-powered goal and task management application built as the capstone of the Outskill AI Engineering Fellowship (Cohort 3, Team 8), where I served as Technical Lead.

Technical contributions

I designed the monorepo architecture and implemented three agents from scratch: the GoalPlannerAgent, Scheduler Agent, and Classifier Agent, orchestrated with LangGraph. The RAG pipeline runs on Pinecone with text-embedding-3-small, and source citations are surfaced directly in the UI.

Debugging under deadline

Drove all 24 integration tests to green by diagnosing JWT HS256/ES256 mismatches, auth sync gaps, and route contract divergences. Resolved a critical silent failure where VITE_USE_MOCK=true masked every backend call. Managed the team’s Git branch strategy using archival tags to preserve contribution history.

AI Systems Full-Stack
Kavish Jaiswal
Authors
Kavish Jaiswal
AI & Full-Stack Software Engineer
Software engineer building AI systems and full-stack web applications. I design multi-agent LLM architectures, RAG pipelines, and automation workflows, and ship them to production with FastAPI, React, and n8n.