recommendation system
4 stories filed under recommendation system on Beyond Market Intelligence. The newest of them: “Treat AI agents as infrastructure to stop hallucinations at scale”, “Discover how AI recommends books by analyzing their covers”, and “Patreon gives smaller creators more visibility with Clips and smarter discovery”. Hallucinations in AI agents aren't a bug to fix in each app; they're a symptom of treating the LLM stack like an application. By-Its-Cover isn't just another side project. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work… The list below is every recommendation system story on Beyond Market Intelligence, newest first.
Treat AI agents as infrastructure to stop hallucinations at scale
Hallucinations in AI agents aren't a bug to fix in each app; they're a symptom of treating the LLM stack like an application. Aditya Mulik's experience with an inventory recommendation system led him to a smarter approach: treat the LLM as shared infrastructure. By building a common platform with prompt versioning, schema enforcement, and per-request cost attribution, his team stopped hallucinations at scale. It's a practical, infrastructure-first mindset. For more on reducing AI costs, see our piece on smarter data structuring with SerpApi.
Discover how AI recommends books by analyzing their covers
By-Its-Cover isn't just another side project. It's a focused experiment in whether cover art alone can power meaningful book discovery. The developer paired CLIP embeddings with a two-tower collaborative filtering model, then added a Determinantal Point Process to keep recommendations from feeling repetitive. That's thoughtful engineering. The honesty is refreshing: a few thousand books, a rate-limited API, and a frontend even the builder admits needs help. Yet the system grows smarter with every search. That's the kind of iterative, human-centered approach worth exploring.
Patreon gives smaller creators more visibility with Clips and smarter discovery
Patreon is giving smaller creators a real shot at being seen. The platform's 30 new features, including short-form Clips and topic-based communities, tackle the hardest part of the job: discovery. A revamped recommendation system now prioritizes visibility for those who've long been overlooked. That's a meaningful step toward leveling the field. For creators tired of shouting into the void, this feels like a welcome shift.
New focus on mutual connections reshapes your social feed experience
X just tweaked its algorithm to prioritize posts from mutual followers, aiming to shift the feed away from battleground dynamics and toward a more communal feel. It's a sensible move, acknowledging that connection often beats confrontation. We're curious whether this actually softens the experience or just reshuffles the noise. For more on how platforms handle content shifts, check out our piece on Meta reversing course on ads for a Musk documentary.