... know whether our recommendations helped anyone. Generating advice is trivial. Proving that someone saw it, acted on it, corrected it, or got a result is hard, and we'd been shipping the easy half. Three things went out. A permanentrecord of every meaningful recommendation, so it doesn't vanish when the underlying item gets reclassified. What we said, when we said it, whether it was viewed, what happened after. Separate tracking for exposure and action. This ...

... actually betting? What I'm interested in stress-testing isn't whether you like football or betting. It's the product assumption underneath it: If an AI product is making recommendations, does showing its reasoning and keeping a permanentrecord of its outcomes actually make it more trustworthy or does it just create more information for the user to process? What would you want to see before you trusted a system like that ...

... months were writing shorter entries. Less personal. More surface-level. "Had a good day." "Feeling okay." We ran user interviews. The pattern was clear: the longer people used Murror, the more aware they became that they were building a permanentrecord of their most vulnerable moments. One user said, "I want to be honest, but I also know this is all being saved somewhere." So we tried something radical: a 30-day memory window. After 30 days, raw journal entries ... ... days. anonymous is doing a lot of work there - if the summary says something like "recurring conflict with a sibling around money" that's still identifiable to the user even with names stripped, it just moved the

... forms.gle/aExEefMf332hr4An6 Comment from Johnson Gill(@johnsongill): Hi Salim, Thank you for this and congrats on your product. We recently launched Takivo . It's an AI Native Workplace Communication platform. Comment from Mustafa Arian(@thenameisarian): TAM Network. an alternative to linkedin we are building. receipts replace resumes. one peer signs your code shipped. one customer signs your job landed. trades vertical includes plumbers, nurses, electricians. agent identity row lets an AI agent be signed for too. v1 has 22 real ... ... middle ground for indie devs and SMEs: drop in a dataset, or paste a URL into our AI Semantic Web Scraper, and get a full, interactive dashboard with Claude-generated insights in minutes. Finally, a way to map out competitor