Self-healing, local-first AI systems and data tools that run themselves.
The Panda Federation is a family of small, dependable AI agents and data tools. Each module has one job, a name and a crest, and the job of keeping itself running. Agents watch other agents, failures get caught and repaired, and a human checks anything that matters before it ships.
Spirit thinks. Watchdog watches. Steel acts.
Sean β Founder of the Panda Federation
| Tool | What it does | Try it |
|---|---|---|
| π Reference Checker | Finds fake or AI-hallucinated citations, miscited details and retracted papers in any bibliography. Uses Crossref, Retraction Watch and OpenAlex. $0.01 per reference. | apify.com/pandadad0214/reference-checker |
- Self-healing systems: services that detect their own failures, restart, roll back and report.
- Agents that monitor agents: watchdogs, heartbeats and supervisors that keep other AI agents honest and online.
- Data tools: clean, verifiable data pipelines, from citation checks to tidy spreadsheets.
- Local-first and private: runs on your own hardware where it can, with you in control.
Identity-driven, memory-aware and grounded.
Monitors processes and agents, and brings them back when they fall.
Runs tasks, maintains systems and carries out command workflows.
ββββββββββββββββββββββββ
β Watchdog Panda β
β (uptime guardian) β
ββββββββββββ¬ββββββββββββ
β monitors
βΌ
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β Spirit Panda β
β (companion) β
ββββββββββββ¬ββββββββββββ
β triggers tasks
βΌ
ββββββββββββββββββββββββ
β Steel Panda β
β (executor) β
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- More research-integrity and data tools on the Apify Store
- Citation formatting and verification services, human-checked
- Federation heartbeat: one dashboard where every Panda agent reports its health
- Open templates for self-healing agents and watchdogs
- PandaMom
- PandaLily
- Teen Boy Panda
- Teen Girl Panda
- Child Pandas
- Sovereignty: local-first, private, human-controlled.
- Reliability: tools that keep running and tell you when they can't.
- Balance: calm, grounded, intentional.
Technology should strengthen families.
βBuild slow. Build steady. Build sovereign.β
The Panda Oath Β· Sean, founder of the Panda Federation
PandaDad (Founder)
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β β β
PandaMom Teen Boy Panda Teen Girl Panda
β β β
ββββββββββββββββ¬βββββ βββββββββββ
β β β
Child Boy Child Girl 1 Child Girl 2
β
Samurai Panda (Legacy Line)
