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Achievements

Achievement: Pair ExtraordinaireAchievement: Pull Sharkx2Achievement: YOLO

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ishankgp/README.md

Ishan | Product Manager Building LLM Products

I build AI products from problem framing to shipped workflow, with a focus on agentic systems, prompt quality, and evaluation discipline.

Focus Areas

  • LLM product strategy and execution
  • Agent workflows (multi-model orchestration)
  • Prompt engineering and iterative refinement
  • Evaluation frameworks for quality, reliability, and safety

Featured Projects

  • indegenge_persona
  • brainstorming_agent
  • a2a_agent
  • prompt_refiner
  • MF_return_tracker
  • youtube_summary

Working Style

  • Start from user problem and business impact
  • Define measurable AI quality criteria before launch
  • Ship fast prototypes and harden with evals and instrumentation
  • Make trade-offs explicit in documentation

Profile updated on 2026-03-08.

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  1. brainstorming_agent brainstorming_agent Public

    AI brainstorming system for strategy teams with evidence-backed outputs and agent controls

    TypeScript 2

  2. indegenge_persona indegenge_persona Public

    AI persona simulation platform for pharma insight generation and scenario testing

    Python 2

  3. MF_return_tracker MF_return_tracker Public

    Mutual fund intelligence tracker with async ingestion, scoring experiments, and dashboard analytics

    Python

  4. prompt_refiner prompt_refiner Public

    Iterative prompt refinement tool with scoring loops, logs, and real-time progress tracking

    Python

  5. youtube_summary youtube_summary Public

    YouTube transcript ingestion and AI summarization pipeline with backend/frontend split

    Python