VKVibhanshu Karninblog.memgram.io·Jun 3 · 8 min readStorage Isn't the Hard Part Anymore. Deciding What Stays Relevant Is. Real-World Failure A legal research assistant ships to a mid-size law firm. Lawyers use it daily across months-long cases. The agent accumulates memory fast — case facts, client preferences, jurisdict10
VKVibhanshu Karninblog.memgram.io·Jun 3 · 8 min readYou Can Trace Every LLM Call. You Have No Idea What Your Agent Remembers.Real-World Failure A fintech company ships a personal finance agent. Three months in, a user files a complaint: the agent recommended reallocating retirement savings into equities — advice that contra00
VKVibhanshu Karninblog.memgram.io·Jun 3 · 8 min readLong Context Windows Are Not a Memory SystemReal-World Failure Your team is building a coding assistant. You hear that Gemini now supports 1M token context. The instinct is immediate: just stuff everything in. All previous conversations, all us00
VKVibhanshu Karninblog.memgram.io·May 30 · 9 min readEvery Memory System Works in Week One Real-World Failure Your team ships a customer success agent in Q1. The demo is clean. Early users love it. The agent remembers context, references past conversations, feels genuinely personalized. By 10
VKVibhanshu Karninblog.memgram.io·May 30 · 10 min readYour Agent Remembers Everything. It Has No Idea What's Still True. Real-World Failure Your agent is a personal financial assistant. In January, a user mentions they're saving for a house down payment — $50,000 goal, 18 months out. The agent stores it. Every subsequen00
