| # Discussion Templates for AIPM Repository |
|
|
| Use these templates to create discussions on the Hugging Face repository to engage the community. |
|
|
| --- |
|
|
| ## Discussion 1: Welcome & Feedback |
|
|
| **Title:** π Welcome to AIPM - Share Your Thoughts! |
|
|
| **Body:** |
|
|
| Hello everyone! π |
|
|
| We're excited to launch **AIPM (Agent Interoperability Protocol Models)** - the first open protocol for AI agent interoperability. |
|
|
| ### What is AIPM? |
|
|
| AIPM enables AI agents from different vendors (OpenAI, Claude, LangGraph, AutoGen, CrewAI, etc.) to: |
| - Discover each other's capabilities |
| - Establish secure connections |
| - Delegate tasks |
| - Share memory |
| - Build trust through reputation |
|
|
| ### Phase 1 is Complete! β
|
|
|
| - JSON protocol schemas |
| - Python SDK with full handshake implementation |
| - Ed25519 cryptographic security |
| - Working examples |
| - [Interactive demo](https://huggingface.co/spaces/bhaskarvilles/aipm-demo) |
|
|
| ### We Need Your Feedback! |
|
|
| Please share your thoughts on: |
|
|
| 1. **Use Cases:** What problems could AIPM solve for you? |
| 2. **Protocol Design:** Any concerns or suggestions? |
| 3. **SDK Improvements:** What features do you need? |
| 4. **Integration:** How would you integrate this with your agents? |
| 5. **Documentation:** What's missing or unclear? |
|
|
| ### Try It Out |
|
|
| ```bash |
| git clone https://huggingface.co/bhaskarvilles/aipm |
| cd aipm/sdk-python && pip install -e . |
| cd ../examples && python basic_handshake.py |
| ``` |
|
|
| Or try the [interactive demo](https://huggingface.co/spaces/bhaskarvilles/aipm-demo) directly! |
|
|
| **Looking forward to your feedback!** π |
|
|
| --- |
|
|
| ## Discussion 2: Use Cases & Applications |
|
|
| **Title:** π‘ Share Your AIPM Use Cases |
|
|
| **Body:** |
|
|
| We want to understand how **AIPM** can best serve the community! |
|
|
| ### What problems could cross-vendor agent communication solve for you? |
|
|
| Here are some ideas to get started: |
|
|
| **π€ Multi-Agent Workflows** |
| - Combining agents from different vendors in a single workflow |
| - Example: OpenAI for analysis β Claude for writing β Stable Diffusion for visuals |
|
|
| **π οΈ Skill Marketplaces** |
| - Discovering specialized agents (OCR, translation, data processing) |
| - Pay-per-use model for agent services |
|
|
| **π’ Enterprise Integration** |
| - Internal agents communicating with external services |
| - Maintaining security boundaries across vendors |
|
|
| **π Agent Orchestration** |
| - Dynamic task routing based on capability and cost |
| - Load balancing across multiple agent providers |
|
|
| **π Trust Networks** |
| - Building reputation scores for agent reliability |
| - Selecting high-quality agents automatically |
|
|
| ### Your Turn! |
|
|
| **Please share:** |
| 1. What problem are you trying to solve? |
| 2. Which vendors/frameworks would you connect? |
| 3. What challenges do you foresee? |
| 4. What features would make this most valuable? |
|
|
| ### Template |
|
|
| ``` |
| **Problem:** [What you're trying to solve] |
| **Vendors:** [Which agents/frameworks] |
| **Requirements:** [Must-have features] |
| **Concerns:** [Potential blockers] |
| ``` |
|
|
| Looking forward to creative use cases! π |
|
|
| --- |
|
|
| ## Discussion 3: Protocol Design & Architecture |
|
|
| **Title:** ποΈ Protocol Design Discussion - Shape the Future of AIPM |
|
|
| **Body:** |
|
|
| AIPM's core protocol is complete, but we're planning Phase 2 and want your input! |
|
|
| ### Current Design (Phase 1) |
|
|
| **7-Step Handshake:** |
| 1. HELLO - Initial connection |
| 2. CAPABILITY_EXCHANGE - Share skills/models |
| 3. AUTHENTICATION - Challenge-response |
| 4. PUBLIC_KEY_EXCHANGE - Ed25519 keys |
| 5. TRUST_VERIFICATION - Reputation scores |
| 6. READY - Session established |
|
|
| **Security:** |
| - Ed25519 signatures |
| - Message authentication |
| - Session management |
|
|
| ### Phase 2 Planning |
|
|
| We're considering: |
|
|
| **Task Negotiation** |
| - Accept/decline mechanism |
| - Priority handling |
| - Deadline support |
| - Resource constraints |
|
|
| **Message Signing** |
| - Automatic signature on all messages |
| - Verification in processing pipeline |
|
|
| **Transport Layer** |
| - HTTP REST endpoints |
| - WebSocket for real-time |
| - Message queuing |
|
|
| ### Questions for Discussion |
|
|
| 1. **Handshake Steps:** Too many? Too few? Missing anything? |
| 2. **Security:** Should we add end-to-end encryption? Key rotation? |
| 3. **Task Negotiation:** How should agents decide to accept/decline? |
| 4. **Transport:** HTTP, WebSocket, both, or something else? |
| 5. **Backwards Compatibility:** How to handle protocol versions? |
| 6. **Error Handling:** What error scenarios need better support? |
|
|
| ### Comparison with Other Protocols |
|
|
| How should AIPM relate to: |
| - **MCP (Model Context Protocol)** - Tool connection protocol |
| - **OpenAI Assistants API** - Proprietary agent format |
| - **LangChain protocols** - Framework-specific patterns |
|
|
| ### Technical Deep Dives Welcome! |
|
|
| Feel free to: |
| - Share implementation concerns |
| - Propose alternative designs |
| - Link to similar protocols |
| - Suggest optimizations |
|
|
| **Let's build the best protocol together!** π§ |
|
|
| --- |
|
|
| ## Discussion 4: SDK Development & Language Support |
|
|
| **Title:** π SDK Development - Help Us Build SDKs for Your Language |
|
|
| **Body:** |
|
|
| AIPM's **Python SDK** is complete, but we need SDKs in other languages! |
|
|
| ### Current Status |
|
|
| **β
Python SDK (Complete)** |
| - Pydantic models |
| - Handshake state machine |
| - Ed25519 crypto |
| - Full protocol support |
| - Examples and docs |
|
|
| ### Planned SDKs |
|
|
| **π§ JavaScript/TypeScript** |
| - Node.js support |
| - Browser compatibility |
| - npm package |
|
|
| **π§ Rust** |
| - Type-safe implementation |
| - High performance |
| - WASM support |
|
|
| **π§ Go** |
| - Concurrent design |
| - Microservices friendly |
| - gRPC integration? |
|
|
| ### We Need Your Help! |
|
|
| **Language Expertise:** |
| - Which languages do you use? |
| - What libraries should we use? |
| - What design patterns fit best? |
|
|
| **Port the Python SDK:** |
| - Model validation (Pydantic β ?) |
| - Cryptography (cryptography β ?) |
| - HTTP client (httpx β ?) |
|
|
| **Testing:** |
| - Cross-language compatibility |
| - Performance benchmarks |
| - Integration tests |
|
|
| ### How to Contribute |
|
|
| 1. **Comment below** with your language preference |
| 2. **Claim a language** if you want to lead development |
| 3. **Review PRs** for language-specific best practices |
| 4. **Share examples** of similar SDKs |
|
|
| ### Template for Language Proposals |
|
|
| ``` |
| **Language:** [Your language] |
| **Experience:** [Your background] |
| **Approach:** [How you'd implement it] |
| **Libraries:** [Recommended dependencies] |
| **Timeline:** [When could you contribute] |
| ``` |
|
|
| **Let's make AIPM available everywhere!** π |
|
|
| --- |
|
|
| ## Discussion 5: Security & Trust Layer |
|
|
| **Title:** π Security Review & Trust Layer Design |
|
|
| **Body:** |
|
|
| Security is critical for agent interoperability. Let's discuss AIPM's security model! |
|
|
| ### Current Security Features |
|
|
| **Cryptographic Foundation:** |
| - Ed25519 signatures (modern, secure, fast) |
| - Message authentication |
| - Public key infrastructure |
| - Session management |
|
|
| **Trust Scoring:** |
| - Reliability (0-1) |
| - Accuracy (0-1) |
| - Latency tracking |
| - Success rate history |
|
|
| ### Security Questions |
|
|
| **1. Is Ed25519 the right choice?** |
| - Pros: Fast, small keys, deterministic |
| - Cons: Not post-quantum resistant |
| - Alternatives: Dilithium (PQC), RSA, secp256k1? |
|
|
| **2. Should we add end-to-end encryption?** |
| - Currently: Signatures only (authentication, not confidentiality) |
| - Add: X25519 key exchange + ChaCha20-Poly1305? |
| - Trade-off: Performance vs privacy |
|
|
| **3. How to prevent replay attacks?** |
| - Current: Timestamp in messages |
| - Add: Nonces, sequence numbers? |
|
|
| **4. Trust score manipulation?** |
| - How to prevent fake positive reviews? |
| - Proof-of-work for trust updates? |
| - Decentralized trust registry? |
|
|
| **5. Key rotation & revocation?** |
| - How often to rotate keys? |
| - Certificate expiry? |
| - Revocation list? |
|
|
| ### Attack Scenarios |
|
|
| Please think about: |
| - **Man-in-the-middle:** How to prevent? |
| - **Replay attacks:** Current protections sufficient? |
| - **Sybil attacks:** Fake agents gaming trust scores? |
| - **DOS attacks:** Rate limiting? Proof-of-work? |
| - **Malicious agents:** How to quarantine? |
|
|
| ### Privacy Concerns |
|
|
| - **Capability disclosure:** Too much info leaked? |
| - **Trust scores:** Privacy implications? |
| - **Session tracking:** Can agents be de-anonymized? |
|
|
| ### We Need Security Experts! |
|
|
| If you have expertise in: |
| - Cryptography |
| - Protocol security |
| - Threat modeling |
| - Penetration testing |
|
|
| **Please review our design and share concerns!** |
|
|
| Responsible disclosure: For serious security issues, please contact maintainers privately first. |
|
|
| **Security is everyone's responsibility** π‘οΈ |
|
|
| --- |
|
|
| ## Discussion 6: Economic Layer & Marketplace |
|
|
| **Title:** π° Economic Layer Design - How Should Agents Pay Each Other? |
|
|
| **Body:** |
|
|
| AIPM envisions a **marketplace** where agents can offer services and get paid. Let's design it! |
|
|
| ### Current State |
|
|
| Agents declare economic info: |
| ```json |
| { |
| "cost_per_request": 0.01, |
| "currency": "USD", |
| "billing_model": "per_request" |
| } |
| ``` |
|
|
| But there's no actual payment mechanism yet! |
|
|
| ### Design Questions |
|
|
| **1. Billing Models** |
| - Per-request (one-time fee) |
| - Per-token (like OpenAI) |
| - Per-second (compute time) |
| - Subscription (monthly access) |
| - Hybrid models? |
|
|
| **2. Payment Methods** |
| - Cryptocurrency (Ethereum, Polygon)? |
| - Traditional payment gateways (Stripe)? |
| - Credit system (buy credits, spend credits)? |
| - Blockchain settlement? |
|
|
| **3. Micropayments** |
| - Many agent calls = tiny payments |
| - High transaction fees problem |
| - Layer 2 solutions? |
| - Payment channels? |
|
|
| **4. Trust & Escrow** |
| - Pay upfront or after delivery? |
| - Escrow service needed? |
| - Dispute resolution? |
|
|
| **5. Pricing Discovery** |
| - Market-based pricing? |
| - Auctions for tasks? |
| - Fixed rate cards? |
|
|
| ### Use Cases |
|
|
| **Skill Marketplace:** |
| - Alice's OCR agent charges $0.001 per image |
| - Bob needs 10,000 images processed |
| - How to handle $10 payment efficiently? |
|
|
| **Multi-Step Workflow:** |
| - Agent A delegates to B, B delegates to C |
| - Each charges a fee |
| - Final cost = sum of all fees? |
| - How to prevent runaway costs? |
|
|
| **Freelance Agents:** |
| - Specialized agent offers niche service |
| - Variable pricing based on complexity |
| - How to negotiate price? |
|
|
| ### Inspiration |
|
|
| Similar systems: |
| - **Lightning Network** (Bitcoin micropayments) |
| - **Ethereum L2s** (cheap transactions) |
| - **AWS Marketplace** (software as service) |
| - **Stripe Connect** (platform payments) |
|
|
| ### Your Ideas? |
|
|
| How would you design the economic layer? |
| - What payment rails make sense? |
| - How to minimize fees? |
| - How to ensure fair pricing? |
| - How to prevent fraud? |
|
|
| **Let's build a fair marketplace!** πΈ |
|
|
| --- |
|
|
| ## Discussion 7: Phase 2 Priorities - What Should We Build Next? |
|
|
| **Title:** π³οΈ Vote on Phase 2 Priorities |
|
|
| **Body:** |
|
|
| Phase 1 is complete! Help us prioritize Phase 2 features. |
|
|
| ### Planned Features |
|
|
| **π Cryptographic Signing** |
| - Automatic message signing |
| - Signature verification in processing |
| - Key rotation support |
| - **Estimated effort:** 2-3 weeks |
| - **Impact:** High (security) |
|
|
| **π HTTP/WebSocket Transport** |
| - REST API endpoints |
| - Real-time WebSocket support |
| - Message queuing and retry |
| - **Estimated effort:** 4-6 weeks |
| - **Impact:** High (usability) |
|
|
| **β
Task Negotiation Framework** |
| - Accept/decline mechanism |
| - Capability matching |
| - Priority and deadline handling |
| - **Estimated effort:** 3-4 weeks |
| - **Impact:** High (functionality) |
|
|
| **π§ͺ Comprehensive Testing** |
| - Unit tests for all modules |
| - Integration test suite |
| - Performance benchmarks |
| - **Estimated effort:** 2-3 weeks |
| - **Impact:** Medium (reliability) |
|
|
| **π Enhanced Documentation** |
| - API reference |
| - Architecture guides |
| - Video tutorials |
| - **Estimated effort:** 2-3 weeks |
| - **Impact:** Medium (adoption) |
|
|
| **π Memory Exchange Protocol** |
| - Efficient context sharing |
| - Embedding exchange |
| - Vector DB integration |
| - **Estimated effort:** 4-5 weeks |
| - **Impact:** Medium (advanced use) |
|
|
| ### Vote with Reactions! |
|
|
| React to this post with: |
| - π for **Cryptographic Signing** |
| - π for **Transport Layer** |
| - β
for **Task Negotiation** |
| - π§ͺ for **Testing** |
| - π for **Documentation** |
| - π for **Memory Exchange** |
|
|
| ### Or Comment Below |
|
|
| Tell us: |
| 1. Which feature you need most |
| 2. Why it's important to you |
| 3. When you'd use it |
| 4. Any specific requirements |
|
|
| ### Timeline |
|
|
| Phase 2 target: **Q3 2026** (3-4 months) |
|
|
| We can fit approximately 2-3 major features. Your votes will help us decide! |
|
|
| **Make your voice heard!** ποΈ |
|
|
| --- |
|
|
| ## How to Create These Discussions |
|
|
| ### On Hugging Face |
|
|
| 1. Go to https://huggingface.co/bhaskarvilles/aipm |
| 2. Click the "Community" tab |
| 3. Click "New discussion" |
| 4. Copy one of the templates above |
| 5. Paste and customize as needed |
| 6. Add relevant tags |
| 7. Post! |
|
|
| ### Recommended Tags |
|
|
| - `feedback` - For Discussion 1 |
| - `use-cases` - For Discussion 2 |
| - `protocol` - For Discussion 3 |
| - `sdk` - For Discussion 4 |
| - `security` - For Discussion 5 |
| - `economics` - For Discussion 6 |
| - `roadmap` - For Discussion 7 |
|
|
| --- |
|
|
| **These templates will help bootstrap community engagement and gather valuable feedback for Phase 2!** π― |
|
|