inferred from GitHub
liminal agents
Three bounded agents (Analyst, SDR, Auditor) that do agency-priced B2B work locally. Each refuses out of lane and names the right agent. SQLCipher-encrypted vault keeps the record. Built for the AI Agent Economy Hackathon (AgentHansa, Apr 25, 2026).
Core trick
Three role-bounded agents refuse out-of-lane tasks and name the correct agent, with records stored in a SQLCipher-encrypted vault.
Evidence
README matched "Built with Opus 4.7": Built during the **Cerebral Valley × Anthropic "Built with Opus 4.7" Hackathon** (Apr 21–28, 2026) and submitted to two parallel hackathons that same week — the **AgentHansa AI Agent Economy Hackathon** (Apr 25), where the judges named *"refusal as designed output"* the most original architectural i
README excerpt
# Liminal Agents
```
◇ ◆ ◇
task ──► ┌────────────┬────────────┬────────────┬────────────┐
│ DILIGENCE │ OUTREACH │ JUDGMENT │ OPERATIONS │
│ Analyst │ SDR │ Auditor │ Operator │
│ Researcher │ Closer │ Strategist │ Scheduler │
│ Forensic │ Liaison │ Skeptic │ Bookkeeper │
└────────────┴────────────┴────────────┴────────────┘
│
▼
┌─────────────────────┐
│ vault (sqlite) │
│ readings · views │
│ corrections │
└─────────────────────┘
refusal is the feature. the record is the moat.
```
> **Twelve bounded specialists in four registers. Each refuses out of lane and names the right agent. The vault keeps the record.**
A multi-agent system that does the work a small business pays an agency $10K/month for: diligence, outreach, judgment, and the steady-state operations that hold it together. Most AI agents hallucinate when out of depth. **Liminal Agents are bounded — each refuses work outside its lane and names the correct agent, by name.**
Built during the **Cerebral Valley × Anthropic "Built with Opus 4.7" Hackathon** (Apr 21–28, 2026) and submitted to two parallel hackathons that same week — the **AgentHan