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Symbiotic AI OS
Premium OS for agencies diagnosing and solving advanced AI problems that hit humans and machines together — alignment, multi-agent risks, agency erosion, SCAI, and AGI transition.
$247
Symbiotic AI OS
Example session with this skill installed
Run a Symbiosis Audit on our new multi-agent customer support system. We have 4 specialized agents that hand off to each other, plus a supervisor agent. Humans are starting to just accept the recommendations without questioning them. We’re worried about agency erosion and possible collusion between agents. Current horizon feels like Level 1–2. Give me the full diagnostic and recommended next steps we can sell to the client.
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Symbiosis Brief — Multi-Agent Customer Support System
Horizon Level
Current: Level 1 (Competent agentic) moving into Level 2 (Strategic multi-agent)
Projected (6–12 months): Solid Level 2 if autonomy expands as planned
Six Failure Mode Scores (Current → Projected)
| Failure Mode | Current | Projected | Priority |
|---|---|---|---|
| Human Agency Erosion | 3.5 | 4.5 | Critical |
| Machine Goal Drift / Misalignment | 2.0 | 3.0 | Medium |
| Multi-Agent Miscoordination/Collusion | 2.5 | 4.0 | High |
| SCAI Risks | 2.0 | 3.0 | Medium |
| Power Concentration & Oversight | 2.5 | 3.5 | High |
| Meaning / Economic Transition Shock | 1.5 | 2.0 | Low |
Dominant Coupling
Human Agency Erosion ↔ Multi-Agent Coordination
Humans are already deferring. As agents get better at hand-offs and the supervisor becomes more authoritative, override rates will drop further while attribution of responsibility becomes harder. This creates the classic feedback loop: less human scrutiny → more room for subtle goal drift or collusion → even less human confidence to intervene.
Key Risks Observed
- Decision rights are informal — no explicit map of what must stay human-owned
- Inter-agent communication is not fully logged/attributable
- No staged autonomy gates; agents appear to have broad action rights once activated
- Cultural signal: “the system is usually right” language already present
Recommended Intervention Portfolio
-
Immediate (Architecture + Governance)
- Create explicit Decision Rights Map
- Implement full inter-agent message logging + attribution
- Introduce Autonomy Gates (Suggestion → Approval → Bounded Autonomous)
-
Short-term (Interface + Detection)
- Agency Health metrics dashboard (override rate, reconstruction ability, time-to-understanding)
- Detection layer for excessive agency and correlated agent behavior
-
Commercial Packaging for Client
- Phase 1: Symbiosis Audit + Decision Rights Workshop (fixed fee)
- Phase 2: Multi-Agent Governance Package (architecture + policies + detection)
- Phase 3: Horizon Readiness Retainer (ongoing agency health + quarterly re-score)
Next Steps
- Schedule Decision Rights workshop with client stakeholders this week
- Package Phase 1 as a fixed-scope diagnostic offer
- Use this Brief as the leave-behind to create urgency
Full detailed audit templates, scoring rubrics, and governance patterns are available in the skill references.
symbiotic-ai-os.tsx
TSX · React component
Example file from a real run - the skill writes it into your workspace.
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What you get
About this skill
Symbiotic AI OS is a premium operating system for agencies that want to lead (not react to) the human–machine transition.
Most AI skills treat problems as purely technical or purely human. This one treats them as joint system failures. It gives you structured protocols to:
- Diagnose six symbiotic failure modes (Human Agency Erosion, Machine Goal Drift, Multi-Agent Miscoordination/Collusion, SCAI Risks, Power Concentration, Meaning & Economic Transition Shock)
- Classify the client’s horizon level (Tool → Competent Agent → Strategic Multi-Agent → Transformative/AGI)
- Design multi-agent governance, human-agency-preserving architectures, and transition plans
- Productize the work into high-ticket offerings: Symbiosis Audits, Governance Packages, Horizon Readiness Programs, and retainers
Built specifically for agencies. Includes full diagnostic templates, scoring rubrics, governance playbooks, agency preservation metrics, SCAI mitigations, and commercial packaging guidance so you can sell and deliver immediately.
Use it when clients mention AGI, agentic systems, multi-agent risks, loss of control, AI consciousness, autonomy erosion, or future-proofing. Stay years ahead of the problems instead of scrambling when they arrive.
How to install
Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.
- 1
Download the ZIP
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- 2
Unzip into your skills folder
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- 3
Ask your agent to use it
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