# Day 7: GitHub Issue Creation Summary

**Date:** 2026-03-10
**Retreat:** 7-Day Advisory Council Strategic Retreat
**Document:** Post-retreat GitHub issue creation ledger

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## Summary

The 7-Day Advisory Council Strategic Retreat produced **162+ GitHub issues** across 10 categories, spanning issue numbers #504–#666. Issues are distributed across 6 milestones reflecting the Wave 1–6 implementation roadmap.

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## Issue Totals by Category

| Category | Label | Issues Created | Description |
|----------|-------|---------------|-------------|
| 1. Inference Engine | `inference-engine` | ~40 | LLMHosts Core Rust engine, PagedAttention, Flash Attention, speculative decoding, GPU platforms |
| 2. Relay Tunnel | `relay-tunnel` | ~15 | Relay M1–M5 milestones, Noise NK, yamux, jitter, metering |
| 3. Router + Cache | — | ~12 | Tier 1-3 router, vCache tiers, accuracy benchmarks |
| 4. HIM + Collective Intelligence | — | ~15 | LDP, k-anonymity, neural HIM, static seeding, consent flows |
| 5. Marketplace | `marketplace` | ~15 | Dispute resolution, SLA enforcement, search, verified nodes, analytics |
| 6. UX + Frontend | `frontend` | ~15 | Savings ticker, onboarding, dashboard v2, fleet analytics |
| 7. Fine-Tuning Pipeline | — | ~10 | LoRA adapter loading, QLoRA orchestration, checkpoint management |
| 8. Security & Compliance | `privacy-security` | ~15 | GDPR DPIA, NVIDIA EULA, Meta license, SOC 2, HIM threat model |
| 9. Developer Experience | — | ~15 | Python SDK, TypeScript SDK, OpenAPI, VS Code extension, MCP server |
| 10. Community & GTM | — | ~15 | Show HN prep, Discord, CONTRIBUTING.md, benchmarks, viral loops |
| **Novel Innovations (15)** | `inference-engine` | 15 | All 15 innovations from Day 4 session, Issues #600–#615 |

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## Issues by Milestone

| Milestone | Issues | Wave Scope |
|-----------|--------|------------|
| Vision 2026 — Planning (#15) | ~100 | Cross-wave planning, P0 blockers, foundations |
| Wave 2: Concurrent Inference + PagedAttention (#16) | ~30 | Concurrency, Flash Attn, PyO3 wheels, benchmarks |
| Wave 3: Privacy + Intelligence (#17) | ~15 | LDP, HIM, collective intelligence, GDPR |
| Wave 4: Scale + Relay M2/M3 (#18) | ~5 | Innovations 1, 3, 9, 13, 14 |
| Wave 5: Fine-Tuning + LoRA (#19) | ~10 | LoRA, QLoRA, hot-swap, alignment |
| Wave 6: Marketplace Maturity (#20) | ~10 | Dispute resolution, verified nodes, capacity planning |

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## P0 Blocker Issues (Launch Gates)

These issues must be resolved before any public launch:

| Issue | Title | Blocks |
|-------|-------|--------|
| #485 | Concurrent inference: Arc<RwLock<weights>> + InferenceSession refactor | Wave 2, Show HN |
| #486 | Relay M2: Noise NK encryption implementation | All public launches |
| #590 | GDPR DPIA for collective intelligence | Wave 4 EU launch |
| #591 | NVIDIA GeForce EULA legal analysis | Marketplace GA |
| #592 | Meta Llama 3 Community License review | Marketplace GA |

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## The 15 Novel Innovations (Issues #600–#615)

All 15 innovations are tracked in dedicated issues:

| Issue | Innovation | Wave |
|-------|-----------|------|
| #600 | Innovation 1: Prefill/Decode Disaggregation | Wave 4 |
| #601 | Innovation 2: Predictive KV Cache Warming | Wave 3 |
| #602 | Innovation 3: Cross-Device Tensor Parallelism | Wave 4 |
| #603 | Innovation 4: Global Semantic Deduplication | Wave 3 |
| #604 | Innovation 5: Inference-Time Constitutional Alignment | Wave 5 |
| #606 | Innovation 6: Adaptive Quantization Selection | Wave 2 |
| #607 | Innovation 7: FedAttn | Wave 6 |
| #608 | Innovation 8: Neural HIM | Wave 3 |
| #609 | Innovation 9: io_uring Zero-Copy Relay | Wave 4 |
| #610 | Innovation 10: Model-Mesh Routing | Wave 2 |
| #611 | Innovation 11: Differential Cache Privacy | Wave 3 |
| #612 | Innovation 12: Streaming LoRA Hot-swap | Wave 5 |
| #613 | Innovation 13: Consensus Model Validation | Wave 4 |
| #614 | Innovation 14: Latent Prompt Compression | Wave 4 |
| #615 | Innovation 15: Autonomous Capacity Planning | Wave 6 |

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## Labels Used

| Label | Applied To |
|-------|-----------|
| `advisory-retreat` | All retreat-created issues |
| `retreat:day1-audit` | Gap analysis and foundation issues |
| `retreat:day2-journeys` | User journey and UX issues |
| `retreat:day4-innovation` | Novel innovation and technical research issues |
| `retreat:day5-gtm` | GTM and go-to-market issues |
| `retreat:day6-risk` | Risk mitigation and compliance issues |
| `retreat:day9-devex` | Developer experience issues |
| `retreat:day10-community` | Community and GTM execution issues |
| `inference-engine` | LLMHosts Core Rust engine issues |
| `relay-tunnel` | Relay M1–M5 issues |
| `privacy-security` | Security, compliance, GDPR issues |
| `frontend` | Frontend dashboard and UX issues |
| `marketplace` | Marketplace operator/buyer issues |

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*Generated: 2026-03-10 | Advisory Council Strategic Retreat — Day 7*
*Total GitHub issues in repo: 200+ open*
