... testing multi-agent systems. The problem wasn t hallucination. It was state drift - small context losses that multiply over time until the system forgets what it was doing. So we built guardrails that keep agents accountable: versioned memory state rollback auto-consistency checks Because the future of AI isn t just about making it smarter it s about making it trustworthy . Now I m curious: What s the sneakiest it still runs but gives the wrong answer ... ... Kitty(@ghost-kitty-7815048): Comment Deleted Comment from Musa Molla(@musa_molla): yeah totally agree @satish_das_ feels like we taught models to sound right, not be right . we re trying to fix that in graphbit with versioned memory + rollback

... stores, I noticed a huge gap: If you make a mistake editing a product or order there s no simple Undo button. That s why I built WooRollback Pro, a safety net for WooCommerce stores What it does: Instantly rollback product changes (name, regular price, sale price, SKU, stock, status). Revert order status safely. Keep a full rollback

... fairly loaded topic. Analytics & Building Your Own Admin Tools Easily integrate Google Analytics by simply inputting your measurement ID into Bolt for basic user insights. Remember to ask it to track key events across your application. Alternatively, build your own internal admin-only analytics dashboard for more detailed engagement tracking, such as daily and monthly active users, and specific engagement metrics. Once your app is live, monitor feature that are getting used the most and proactively prune features that ... ... prompt it with: "What s a secure but simple way to implement this? Do not make code changes yet" Bolt often defaults to generating numerous Supabase hooks, which may impact performance negatively. Clearly distinguish when to use backend APIs versus

... more you can encode these practices into Agent itself, the less common it will be for users to end up in a frustration loop. E.g. it would be cool if Agent were more apt to suggest a rollback when there are regressions. Comment from Rajiv Ayyangar(@rajiv_ayyangar): @chrismessina  do you start over a lot? Or plod through generally. I'm trying to get better at figuring out whether to: 1) start over 2) persist 3) (ugh) dive ... ... something we're extremely focused on fixing. The number of times this happens goes down every week as the Agent improves and models generally get better, but when the agent does checkpoint at a bad point, you should rollback