Honcho Just SOLVED the AI Memory Problem

Honcho replaces dumb SQL retrieval with a profile-based memory engine that intercepts every agent message

The core problem: traditional agent memory just dumps embeddings into a SQL database. As Boxmining puts it, a database is "designed to just store information" but "not great as memory for people." Retrieve 40 Five Guys orders, feed them all to the LLM, and the agent still suggests pineapple pizza you ordered once for a friend six months ago.

How Honcho actually works

Honcho sits between you and the agent as an add-in — native in Hermes, installable as a plugin in OpenClaw and Claude Code. It intercepts every message, runs "reasoning every certain amount of tokens," and uses "sleep" (a memory-promotion pass) to surface useful context. Instead of returning raw records, it builds a *profile* — who you are, what you like, how you want to be interacted with. It also profiles people you mention: "if you're like having like a hard time with your girlfriend, Honcho will remember that and it will say, 'Hey, look, let's not send her flowers this time.'"

Neuromancer — their own LLM

Honcho does not pipe your messages to Opus. It runs its own model called "Neuromancer," "specifically trained for understanding humans and understanding how you like your preferences and then updating that as time progresses." Reasoning runs on every message, factual extraction runs on a cheaper tier.

Pricing and open-source reality

Honcho is "not free" and has a hosted tier. "It is open source, but the neuromancer engine is not open source." Paid = easy install with Neuromancer doing the work. Free self-host = you wire it into OpenClaw and look at the JSON/dream files yourself. Boxmining's framing: "if you're willing to pay, you get a better experience. If you're not willing to pay, you still get a good experience, but you just have to look at the memory files."

Skip vs. use it

If you run one agent, vanilla OpenClaw dreaming is "the cheap option." If you run Hermes + OpenClaw + Claude Code and want one shared memory across all of them, Honcho's cross-platform profile is the actual sell — "if you have just one memory that stores all your preferences that updates all the time, that's powerful."