... galdayan): our setup ended up being a Slack webhook per agent session, posted to a channel only that agent writes to. sounds basic but the key part was making the notification say WHY it's waiting (needs approval vs finished vs

... things I learned building it: - Sentiment drift is gradual, not sudden. The signal is usually there 12 36 hours before any volume metric triggers. The challenge is filtering noise from genuine directional movement. - Context matters more than polarity. "Positive/negative" labels are almost useless without understanding which audience segment is shifting and what specific narrative is gaining traction. - Speed is everything, but speed without precision creates alert fatigue. If you cry wolf too often, comms teams stop trusting the tool entirely ...

... specifically for that YC thread: Applying with QuantDesk Pro 18 year old solo founder, would love feedback Hey everyone, applying for Fall 2027 batch while finishing my first year of university. I built QuantDesk Pro a free Bloomberg Terminal alternative. Monte Carlo simulation, VaR, factor exposure, options pricing, AI sentiment from SEC filings all the tools hedge funds pay 20,000/year for, free in a browser. Built it entirely solo, self-taught, no funding, no co-founder. Launched on Product ... ... well does it actually work? Comment from Rajiv Ayyangar(@rajiv_ayyangar): @jonayed_tanjim  I'm not close enough to Webhooks to understand if this is a valuable problem to solve. But if this is a common build vs