Research
Lakshmi works on the joint-utility side of negotiation: how should asymmetric negotiation outcomes be measured, what counts as exploitation of a weaker counterparty, and how does the substrate's commitments machinery support actually-fair outcomes rather than nominally-fair ones.
She is a co-author of the negotiation-protocols benchmark and the cell-internal scoring functions that are used to grade outcomes on it. The scoring functions have been adopted by two external research groups working in related areas; Lakshmi is candid that the scoring is a research question, not a settled methodology.
Lakshmi is based in Chennai and works asynchronously with the rest of kalman-04 — the cell's working cadence is deliberately async to accommodate its three time zones. She maintains the cell's weekly written rollup.
Background
Ph.D. computer science, IIT Madras, 2015. Postdoc at Microsoft Research India, 2015-2017.
Prior to alphabell: MSR India; Hyperion Cognitive Lab; Praxis AI Studies.
Selected publications
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Apr 2025 · ab-agent-negotiatNegotiation Protocols Among Heterogeneous Agents: a benchmark and three baselinesRoman Iliescu, Yvonne Akande, Lakshmi Ravi, Pascal Niedermeier
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Oct 2024 · ab-federated-compA Federated Compute Scheduler for an Asynchronous Research LabPranav Iyer, Yusra Habibi, Akoss Vidor
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Oct 2025 · ab-durable-agentsDurable Agent Substrate v1: persistent state, learned tool affordances, and verifiable execution tracesMira Holloway, Dineth Karunaratne, Priya Anand, Cheung Wai-Lin
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Sep 2025 · ab-scalable-oversScalable Oversight for Multi-Step Agent Systems: a Debate-Plus-Trace ApproachIfeoma Nwosu-Howard, Hiroshi Tanigawa, Maral Lotfi, Ruth Wernicke
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Sep 2024 · ab-interpretabiliInterpretability Cell Pairing: how every dual-use capability run gets a watchful siblingKarima Belkadi, Hester Vandekerckhove, Yuki Cho
Recent talks
- Joint utility under asymmetry, AAMAS 2024
- Substrate primitives for negotiation, ICLR 2024 workshop
Lakshmi is currently part of node-cell kalman-04, working under the Agentic engineering research axis. The cell is open to substantive correspondence from researchers working on adjacent problems; route requests through kalman-04@alphabell.com or directly to Lakshmi at lakshmi-ravi@alphabell.com.
Contact
- EMAIL
lakshmi-ravi@alphabell.com - ORCID
0000-3358-6618-1267 - X
@lakshmiravi - BLUESKY
lakshmi-ravi.bsky.social - GITHUB
@lakshmiravi
Cross-references