Stop your AI agents from making the same mistake twice.
Your agents never regress.
RecallBricks records every action, learns from every failure, and deterministically blocks known-bad paths before execution. Works with any model. One integration.
import { AgentRuntime } from 'recallbricks'
const agent = new AgentRuntime({
agentId: 'invoice-processor',
apiKey: 'rb_...',
llmProvider: 'anthropic'
})
// Your agent runs normally. RecallBricks handles the rest.
const response = await agent.chat("Process today's invoices")No credit card required. Free tier includes 1,000 state entries.
This keeps happening.
Monday
Your invoice agent calls the Stripe API directly. Gets rate limited. Invoices fail. You fix it — switch to the batch endpoint.
Thursday
A model update resets the behavior. Same agent. Same mistake.Same failed invoices. Same 2am Slack alert. Same angry customers.
With RecallBricks
The first failure creates a constraint. The constraint isenforced forever. Thursday's failure never happens.
Because your agents aren't probabilistic anymore. They're governed systems.
The problem every agent team hits
Session amnesia
Every session starts from zero. Your agent forgets what it learned yesterday. Users repeat themselves. Context is lost between runs.
Repeated failures
Your agent hit a rate limit on Monday. Fixed it. Thursday it hits the same rate limit. There's no system preventing known failures from recurring.
Zero visibility
When memory goes wrong, you find out from users. Stale context causes hallucinations. Conflicting state causes bad outputs. You have no way to see it coming.
RecallBricks fixes all three
Track
Every action your agent takes is recorded as structured operational state. Not logs — structured intelligence your agent reads before every decision. Goal, action, outcome, reasoning, lesson learned.
Enforce
Failures become constraints. Constraints start in observe mode — you see what would be blocked. Promote to enforce when ready. Enforced constraints deterministically block known-bad actions before execution. No prompt. No temperature. No probability.
Recover
Blocked actions automatically trigger re-planning. Your agent doesn't just stop — it finds an alternative path that doesn't violate any constraint. Autonomous recovery without human intervention.
Five minutes to production-grade agents
Install
npm install recallbricksWrap your agent
const agent = new AgentRuntime({
agentId: 'support-bot',
apiKey: 'rb_...',
llmProvider: 'openai'
})Your agent runs normally
RecallBricks automatically tracks every action, captures failures, and builds operational intelligence.
Failures become constraints
When your agent fails, RecallBricks captures the failure signature and creates an observed constraint. Review it in your dashboard.
One click to enforce
Promote any constraint from observe to enforce. That failure path is now permanently blocked. Your agent adapts automatically.
Why not just…
…fix the prompt?
Prompts are probabilistic instructions. RecallBricks isdeterministic execution control. Your agent might follow a prompt rule. It cannot bypass an enforced constraint.
…add logging?
Logging explains yesterday's outage. RecallBricks prevents tomorrow's. Logs are read by humans after failure. Constraints are enforced by the runtime before execution.
…use bigger context windows?
More tokens ≠ better behavior. A million-token context window full of conversation history doesn't prevent your agent from repeating a known failure. RecallBricks changes what your agent is allowed to do.
Works with every major model
Not a framework. A runtime. Use whatever tools you already use.
See everything your agents do
Active goals, lessons learned, constraints, enforcement log, and full reasoning traces. Know exactly what your agents attempted, why, and whether it worked.
Real enforcement data from a test agent.
Failure captured · Lesson extracted · Constraint enforced · Action blocked
Simple, predictable pricing
Starter
- Unlimited active constraints (never expire)
- 50,000 state entries/month
- 30-day detailed state history
- Basic enforcement analytics
- Recovery engine
- Email support
Growth
- Unlimited active constraints (never expire)
- 250,000 state entries/month
- 90-day detailed state history
- Advanced analytics
- Failure dedup insights
- Slack alerts
- Priority support
Scale
- Unlimited active constraints (never expire)
- 1,000,000 state entries/month
- 1-year detailed state history
- Audit export
- Full enforcement analytics
- API export
- Dedicated support
14-day free trial on your first plan. No credit card required. Upgrades are billed immediately. Constraints never expire on any plan.
Built for teams running agents in production. Not for prototypes.
Give your agents a memory they can't ignore.
One install. One integration. Your agents never repeat mistakes again.
Start Building Free