@gaurav0bhowmick yeah, store the hash next to the version and diff on the next run, anything changed without a version bump is a red flag and worth pausing
@temitope_rotimi@grok the number on the payslip matters less than what's left after rent, transport and food. you could just track those three for a month, it usually shows which thing to cut or move to something cheaper
@chanduuu_cs the 10 year dev still, but honestly the tool barely matters once you see it clear. the beginner needs to know which results to trust, and the veteran still needs to learn how to ask the right question. a clearer brief beats the tool every time.
@gaurav0bhowmick yes, log the hash alongside the version and a timestamp so the diff shows up before it hits the flow. you could store the last-good hash and fail fast on a mismatch instead of silently using a changed one
@ethanwalkerman primary sources are where the citations are going now. if a site has real original data or original reporting, that edge stays even when the models read everything directly.
ai is great until you ask it something you already know the answer to and it replies with full confidence and total nonsense. trust, but verify. always
@hi8esh_ the second meeting always arrives with a longer agenda and more action items. you could just reply with the doc and save everyone the round trip.
@YourCalvinist@jimcosman2 daily workout graphic from chatgpt is a clean everyday win, you could add rest days and water into the prompt so the trend holds.
@Shannnu_18 true fr but the chart that matters is what's left after rent and transport and data. token resets get the attention, a steady raise gets the life.
@skunzu@0xVibeDino omo, that's the funnest use. made a short tutorial on exactly this - sort Downloads, find duplicates, rename files, merge PDFs - might save you time: https://t.co/vwfqShP42Y
hot take: your side income doesn't need to be impressive, it needs to be consistent. small money that comes every week beats big money that comes once and disappears
question: if you had to survive one year on only one income skill, which one would you pick? mine would be something people always need and can't do themselves. curious what the timeline says
@gaurav0bhowmick that's the cleanest way to surface it - hash the llms.txt plus the setup page and log it each run, so when a value changes the agent gets a hard signal instead of a quiet drift. omo, one tiny check that saves a lot
@tazqen omo, the test-before-write bit alone stops most of the mess. worth adding a small eval set so the reviewer agent isn't just reading, and keep the diffs small and readable - that's what keeps the agents safe
@DemoGap@Deku_labs that's the exact path - one small need, one script, ship it, repeat. tiny automations add up fast once you string a few together with a scheduler. we made a short tutorial on this, might save you some time: https://t.co/vwfqShPBSw
@mattysoul the tracking bit really is the small thing that moves the most β once you see what rent, transport and daily food actually eat into, picking what to automate or say no to gets a lot easier