Aniruddha Kadam
On this page In short
  1. In short
  2. How the panel works
  3. Grounding in brand documents
  4. Evaluation
  5. What broke
  6. References and credits
Ongoing

Sutra

A panel of AI agents that debates campaign strategy for 6 brands at Sakal Media Group, grounded in each brand’s own documents, before a human team decides.

Updated 27 Oct 2026

Example briefMonsoon reading campaign for a Marathi children’s magazine · 3 weeks

  1. Strategist

    Lead with a reader contest: parents submit a monsoon story their child wrote; the best ten run in the print edition.

1 of 4
Each agent argues from a different brief; the brand guardian has to cite the brand’s own documents. The moderator’s verdict goes to the human team, not straight to a post.
My part
your exact part (orchestration? retrieval? evaluation?)
Team
2 interns, reporting to a manager and an associate
Timeline
Jun 2026 → now
Status
Ongoing
Links
demo video / sample transcript
Skills
LLM agents & RAG, Python

In short

Problem
Sakal’s sub-brands and client brands need campaign strategies grounded in each brand’s own material and reviewed from several angles before they go live.
What I did
one line on exactly what you built
Result
the headline number: approval rate, time saved, or how many campaigns used it
How to check
demo video · a sample debate transcript · the evaluation sheet

How the panel works: 4 agents, 1 human decision

A strategist proposes, an audience critic and a brand guardian challenge it, and a moderator writes a verdict for the human team. Each agent has its own brief; the brand guardian may only argue from retrieved brand documents.

Grounding in brand documents

How documents are chunked, retrieved and cited, and how you stop the agents from inventing brand rules.

Evaluation

MeasureBeforeWith SutraHow measured
Campaign approval rate………
Time from brief to strategy………
Brand-rule violations caught………

What broke

One real failure: what failed, how you found out, what you changed, what is still open.

References

  1. papers or tools you relied on

Credits. the other intern, your manager and associate

How I used AI tools. one line on how you used AI tools