... plan" should trigger a database lookup, not a paragraph explaining what a paid plan is. Isolation matters more than you think. Each action needs to be stateless and sandboxed. When the AI is calling functions autonomously, you need guaranteed blast radius one bad call shouldn't affect anything else. Logging is non-negotiable. Non-deterministic systems are hard to debug. Every action call needs full params + response logged so you can understand exactly what the AI did and why. Curious ... ... others are thinking about this: How are you deciding which actions to expose to your AI vs

... plan" should trigger a database lookup, not a paragraph explaining what a paid plan is. Isolation matters more than you think. Each action needs to be stateless and sandboxed. When the AI is calling functions autonomously, you need guaranteed blast radius one bad call shouldn't affect anything else. Logging is non-negotiable. Non-deterministic systems are hard to debug. Every action call needs full params + response logged so you can understand exactly what the AI did and why. Curious ... ... others are thinking about this: How are you deciding which actions to expose to your AI vs

... everyone Andrew here, founder of Koalr. We just launched. Koalr scores every pull request 0 100 for production risk before it ships. It uses 36 research based signals things like file change blast radius, author expertise drift, CODEOWNERS violations, CI history, and time-of-week patterns to flag risky deploys before they become 2am incidents. It connects to GitHub in minutes, no code access needed we only read metadata. What makes it different: Risk score auto-tunes from your actual ... ... incident history Blast

... language people actually ask , not just what they type . Finding #5: One URL Can Carry You For Superwhisper, one single Product Hunt URL drove 1.6% of their ChatGPT visibility and 5.5% of Google AI Overview visibility. Compare that to competitors relying on dozens of Reddit threads and YouTube links. The signal: LLMs consider Product Hunt pages to have high authenticity and authority. One well-structured page outperforms dozens of lower-quality sources. Finding #6: Model Behavior Is Volatile ChatGPT updates ... ... Differently Synthesizing all the data, here's the playbook: Phase Top 10% Action Why Pre-launch (4-6 weeks) Built SEO foundation, engaged in communities Correlation with visibility: +0.395 Launch day Staggered outreach waves, not mass blasts

... localization engine (YC F24) launched on Product Hunt last February and crushed it: #2 Product of the Day, #1 Developer Tool of the Week, #1 Developer Tool of the Month. @Appwrite - Launched Sites , the "open-source Vercel alternative," last May, ranked #1 Product of the Day, #1 Developer Tool of the Week, and #1 Developer Tool of the Month. The perfect Product Hunt launch? @Kilo Code - The open-source AI coding agent founded by GitLab co-founder @sytses blasted

... years ago! the browser is awesome and was probably the first newsletter i intentionally subbed :) Comment from Matt Carroll(@catt_marroll): great feedback from both of you, thanks! i think putting the actual landing page as the landing page (vs the demo) makes sense! steve, lots of great feedback there. appreciate. Comment from Matt Carroll(@catt_marroll): @taniabell  Dang, well i'll tear up this 10k a month influencer check in that case! just kidding, I really appreciate your ... ... feedback! I do think excel will always be the strongest competitor