@unseenvalue I read your post on advanced enzymes
and created report on advanced enzymes using Mosaic platform using actual data set https://t.co/dMnDqj0VDF What is your take on data?
@arpit_bhayani Mosaic is a private, local-first research platform for Indian equity and commodity investors.
It connects to Zerodha via MCP and syncs data from 13+ sources into a local ClickHouse lake.
The platform combines ML forecasting, GARCH volatility modelling, institutional flow analysis
@arpit_bhayani 2/ If the agent makes a wrong tool/API call, the impact could be significant, incorrect payments, reconciliation errors, tax miscalculations, or faulty ledger entries.
How do you ensure deterministic outcomes and compliance in such systems?
@arpit_bhayani 1/ Curious how teams handle this with Agentic AI in regulated industries like payments.
Example: A user asks an AI agent to manage recurring vendor payments. The agent plans the workflow, selects tools, executes payments, reconciles transactions, computes GST, and updates records
@arpit_bhayani Once agents get direct access to market data, research, execution, and portfolio primitives, the workflow shifts from clicking buttons to orchestrating outcomes.
We're seeing the same trend with Mosaic Fund Agent.
https://t.co/LUb8wvRQL5
@waghnakh_21 Quantitate platform for etf, commodities, stock.
Objective is to help retail make data driven decision for investment
https://t.co/LUb8wvRQL5
@PanasonicIndia Tweet 3/3
A customer should not be forced to pay repeatedly for temporary fixes. Based on Panasonicโs response and technical diagnosis, I will decide the next course of action, including escalating the matter legally before the consumer forum if required.
@PanasonicIndia@PanasonicIndia My AC has required repeated gas filling/top-ups within less than a year:
05 Jun 2025 โ Gas filling
10 Oct 2025 โ Nitrogen test + gas filling
01 Mar 2026 โ Gas top-up
Despite repeated servicing, the issue keeps recurring.
@PanasonicIndia Tweet 2/3
I have now asked Panasonic to provide a detailed diagnostic and root cause analysis explaining:
Why gas filling is repeatedly required
Why leakage was not identified earlier
How long the latest repair will actually last