From Adotob Solutions
Stop Your AI Agent From Lying, Looping, or Burning Budget
Production-tested supervision patterns, heartbeat configs, eval templates, e-stop controls, and anti-fabrication protocols for autonomous AI agents.
You shipped agents. They mostly work. Sometimes they fabricate work they did not do, send the wrong email, or burn budget reasoning over an empty queue. We run an autonomous AI fleet for a 501(c)(3) nonprofit — five named agents, $3 a week in LLM spend, real customer-facing output every day — and packaged the supervision-layer patterns into a framework-agnostic kit. Plus OpenClaw-specific config bundles for two production pipelines.
For OpenClaw users specifically — the hidden tax of a default setup
“$25 in 9 hours, help”
The most common OpenClaw support thread is someone watching their token budget melt while the heartbeat loops every 15 minutes on an expensive model. It’s almost always the same three problems stacked on top of each other.
On a different agent framework? The Reliability Kit below is framework-agnostic — the cost-tuning section here is OpenClaw-specific but the supervision-layer patterns are not.
Interval too short
15-minute heartbeats re-pay for the full prompt every cycle. Most provider prompt caches have a 60-minute TTL. Land inside that window and you reuse the cache instead of re-billing it.
Wrong model on the loop
Heartbeat checks don’t need reasoning. Running gpt-4o on the loop is 10× the cost of gpt-4o-mini or Haiku for the same “is there anything urgent?” check.
Always-on
Running 24 hours when you only need 12. An activeHours window of 7am–8pm cuts overnight cost to zero.
Reference setup — production box at MACONA (a nonprofit we volunteer with)
5 specialist agents running 7am–8pm ET: inbox scan, calendar awareness, content writer, editor with Playwright QA, and orchestrator. 55-minute heartbeat, gpt-4o-mini on the loop, budget cap in the config.
The free sample has the fix. The bundles are the system around it.
The free trial ships a production HEARTBEAT.md template with the 55-minute / gpt-4o-mini / activeHours config already wired in. Drop it in a workspace, point your agent at it, and your heartbeat spend stops bleeding. That’s genuinely useful on its own.
The Starter, Pro, and Enterprise bundles are what lets you safely do more than heartbeat— budget caps, e-stop controls, risk scoring, bounce circuit breakers, eval frameworks, and the constitutional rule patterns that keep an agent from freelancing with your API keys or credit card. Heartbeat tuning is step one. Running an agent that touches real systems without an e-stop is the step most people skip until the bill or the bug forces them to come back.
Pricing
Choose Your Plan
Production-tested agent configurations from real organizations. Not tutorials — battle-hardened configs.
Starter
For trying one pipeline
Choose your bundle:
- ✓Pick 1 bundle: Reliability Kit, Nonprofit, OR SDR
- ✓All config files, templates, and patterns
- ✓Cron + eval configs (for the pipeline bundles)
- ✓Setup README + sanitized real examples
- ✓Point-in-time snapshot — no updates
Pro
All bundles + updates
- ✓All three bundles: Reliability Kit + Nonprofit + SDR
- ✓All future bundles as we release them
- ✓Automatic updates as we iterate
- ✓New verticals (daycare, pharmacy, more)
- ✓Email support
Enterprise
Hands-on onboarding
- ✓Everything in Pro
- ✓1-hour onboarding call with founder
- ✓Custom templatization for your org
- ✓Priority email support
- ✓Early access to new bundles
Agent Reliability Kit
The supervision layer for vibe-coded agents. Wrapper pattern (kills natural-language-action fabrication), LLM-as-judge architecture, six-dimension eval framework, closed-loop bug protocol, corrections-panel retrospective, anti-fabrication brief template, and the RCA format. Sanitized real examples from a running production fleet included.
- ✓ WRAPPER-PATTERN.md — the rule that ended fabricated action reports
- ✓ LLM-AS-JUDGE-TEMPLATE.md — 4-bucket risk + 4-way decision scope
- ✓ EVAL-FRAMEWORK.md — 6-dimension declarative evals + kanban ops
- ✓ CLOSED-LOOP-BUG-PROTOCOL.md — incident → PR → RCA → monitor
- ✓ CORRECTIONS-PANEL-RETRO-TEMPLATE.md — same-day self-audit
- ✓ ANTI-FABRICATION-BRIEF-TEMPLATE.md — constraints in the brief, not at QA
- ✓ RCA-TEMPLATE.md + 5 sanitized real examples (PR diff, RCA, corrections panel, 2 eval configs)
Nonprofit Content Pipeline
4-agent system: orchestrator briefs a writer, editor QAs with Playwright, campaign manager publishes to Brevo. Blog-to-email on autopilot. Pairs with the Reliability Kit—wrapper-pattern exemplars and anti-fabrication brief callouts applied to these specific configs.
- ✓ 12 agent configs (IDENTITY + SOUL + TOOLS per agent)
- ✓ 3 shared configs (USER, AGENTS, MEMORY)
- ✓ 3 cron job + 8 eval configs
- ✓ Architecture doc + setup README
B2B SDR Pipeline
Full autonomous SDR agent: domain verification, contact enrichment via Exa, personalized outreach via Brevo, bounce tracking, weekly reporting. Engineering is sound. Conversion is audience-dependent — cold outreach to strangers converts at near-zero regardless of pipeline quality. Buy the plumbing, supply your own warm list. Includes the honest-receipt addendum.
- ✓ 6 agent configs (IDENTITY, SOUL, USER, TOOLS, AGENTS, MEMORY)
- ✓ 6 cron job + 6 eval configs
- ✓ E-stop, risk scoring, bounce circuit breaker patterns
- ✓ Agent config JSON + setup README + receipts addendum
Already a customer?
Access your past invoices, update payment methods, and manage your account. Enter your email and we'll send you a secure login link.
Open Customer PortalBuilt by Adotob Solutions
We run AI agents for real organizations every day — a nonprofit serving communities in West Africa and a B2B consultancy. These configs are extracted from that production experience, templatized, and packaged for you to adapt to your own organization.
Bundles include constitutional rule frameworks, cron patterns, eval schemas, and architecture docs — templatized with placeholders for your details. API keys, credentials, contact data, and proprietary scripts are not included.