Teams of Agents Shouldn't Repeat Each Other's Mistakes
Multiple agent teams contradict each other and rediscover the same bugs without shared memory. A shared knowledge base keeps every team aligned and coherent.
Multiple agent teams contradict each other and rediscover the same bugs without shared memory. A shared knowledge base keeps every team aligned and coherent.
Most AI agents forget everything between sessions. Three patterns — session, preference, and knowledge memory — make agents genuinely useful over time.
Build-context delivers a structured briefing — active work, key facts, gotchas, recent activity — before your agent starts. One command. No cold starts.
We benchmarked MCP vs CLI across three AI agents. GPT-based agents were 2x faster with MCP. Claude-based Kiro performed equally well with CLI. Choose wisely.
We built and tested an agent-help feature for our CLI. AI agents ignored it. Here's what actually helps agents use CLI tools effectively.
Memory Digest assembles complete project briefings in one command. Gathers up to 100 memories, expands via topic and entity graphs, and synthesizes with LLM.