laserbrain · goal-alignment harness for AI agents

About laserbrain · goal-alignment harness for AI agents

What it is A drift detector for AI agents. It watches a running agent and tells you when it has stopped working on what you asked for — while the run is still happening, not after you read the transcript. Free and open source on one machine. A hosted service when you have several. What it does Agents don't fail loudly. They keep going — competently, expensively — on something adjacent to the request, reporting progress the whole way. Nothing errors. The logs look like success. Asking the agent doesn't help, because the faculty that would notice the drift is the one that drifted. Self-assessment is the single measurement a system can't make about itself. laserbrain is the outside observer. Every step it returns one of nine verdicts — grounded, drifting, spiralling, oscillating, wrong-problem and others — plus how far the agent has moved from where it started. It also catches the failure a threshold can't: an agent bouncing between two goals scores fine at every individual step, because the problem is the sequence, not any one reading. How it works One idea, and everything follows from it: The agent states its goal on step one. That statement is frozen where the agent can't reach it. Every later step is scored against it. The freezing is the product. A reference the measured thing can revise isn't a reference — it drifts along with whatever it's measuring and every reading comes back healthy. It's a grammar, not a model. No second LLM judging the first, no network call in your loop, no training, no tuning. Verdicts computed locally in single-digit milliseconds. pip install laserbrain Or one line in an MCP client config, and any MCP-speaking agent picks up the whole toolkit. Why use it Agents checked within a minute of stating their goal drifted 0% of the time in our corpus. Left unchecked past thirty minutes: 67.9% — about two runs in three. A drifting agent isn't idle. It's working, and you're paying for every token of it. Free tier is the whole instrument, not a trial — the complete detector, offline, MIT, on one machine, forever. ~20,000 downloads so far. Paid tiers don't add a better detector. They add a place several machines can meet: laptop, server and CI on one account, drift you can be paged for, history you can read. $20 solo · $40 group · $400 pro · enterprise on contract with an isolated store. Group and up also unlock laserbrain analytics — upload arbitrary CSV or JSON and the same grammar reads it as a corpus: which vocabulary is rising, which is fading, how far the language has moved from where the data began, and whether it's still moving or has settled. For anyone running agents unattended — coding agents, research loops, long pipelines. If your agent can burn an hour before a human reads a word, this tells you when that hour went somewhere else. As a tool in the Artificial Intelligence, Developer Tools, SaaS space, laserbrain · goal-alignment harness for AI agents is purpose-built for founders who need to run a leaner startup without unnecessary complexity. It's designed for speed — most founders can get started within minutes and see tangible results within their first week of use. laserbrain · goal-alignment harness for AI agents works well for solo founders running lean operations as well as small teams looking to scale efficiently. Whether you're bootstrapping or backed by investors, the core value proposition remains the same: helping you run a leaner startup with less friction and fewer resources than traditional alternatives.

How Founders Use laserbrain · goal-alignment harness for AI agents to Run a leaner startup

Here's how founders use laserbrain · goal-alignment harness for AI agents to run a leaner startup:

• Use laserbrain · goal-alignment harness for AI agents to run a leaner startup by integrating it into your daily workflow from day one.
• Leverage laserbrain · goal-alignment harness for AI agents's AI capabilities to make smarter decisions faster and stay ahead of competitors.
• Pair laserbrain · goal-alignment harness for AI agents with your existing stack to run a leaner startup without overhauling your workflow.

Key Features for Founders

• What it is A drift detector for AI agents
• It watches a running agent and tells you when it has stopped working on what you asked for — while the run is still happening, not after you read the transcript
• Free and open source on one machine
• Built for founders who want to run a leaner startup using artificial intelligence tools
• Minimal setup — start seeing results in minutes, not weeks
• Scales with your team from solo founder to growing startup

laserbrain · goal-alignment harness for AI agents Pricing

Pricing details for laserbrain · goal-alignment harness for AI agents are available on their official website. Many tools in this category offer free tiers or trials.

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