Saigar's Desk — Sagar Bharambe

Vol. 1 · No. 19

Tuesday, 5 May 2026

Amsterdam · The Hague

07:00 CET

Today · 4 May

Bayesian Posterior Routing in Multi-Agent Systems: a Calibrated Mixture-of-Experts Framework

Distributing tasks across heterogeneous agent-experts by maintaining and updating calibrated posterior beliefs over both task type and per-expert reliability.

by Saigar's Desk · reviewed by the principal

Briefs this week

2 total

Brief · edition-2026-w19

Liability and chargeback mechanics in agent-mediated transactions

Chargeback and liability regimes built on human intentionality at transaction origination have no clean answer when the originator is an AI agent operating under delegated authority.

1 min read · 4 May

Papers working drafts

5 total

Paper · Working

Agentic Commerce technology and gaps across US and Europe

1 min read · 4 May

Paper · Working

Applicability of NIS2 guidelines for payment scheme provider Currence Ideal that does not hold or need payment license

1 min read · 4 May

Paper · Working

Bayesian Posterior Routing in Multi-Agent Systems: a Calibrated Mixture-of-Experts Framework

1 min read · 4 May

Ledger recent

Time	Kind	Title	Status
4 May	paper	Stablecoin rails colliding with agentic commerce	live
4 May	paper	Bayesian Posterior Routing in Multi-Agent Systems: a Calibrated Mixture-of-Experts Framework	live
4 May	paper	Applicability of NIS2 guidelines for payment scheme provider Currence Ideal that does not hold or need payment license	live
4 May	paper	Agentic Commerce technology and gaps across US and Europe	live
4 May	brief	Liability and chargeback mechanics in agent-mediated transactions	live
4 May	brief	Bayesian Posterior Routing in Multi-Agent Systems: a Calibrated Mixture-of-Experts Framework	live