---
title: "SI Ticket Summary"
description: "Tickets created from workshop decisions and binding round 3 inputs"
type: workshop
status: archived
workshop: llm-voice-pipeline
agent: "si"
round: 0
created: 2026-03-07
---

# LLM Voice Pipeline Workshop — Ticket Summary

**Created by:** SI (Sprint Prep Agent)
**Date:** 2026-03-07
**Source:** round-3-inputs.md (Jeroen's binding decisions) + workshop team outputs
**Epic:** [#638 LLM Voice Pipeline](../../../tooling/db/ticket)

---

## Tickets Created

### Epic

| # | Title | Team | Priority |
|---|-------|------|----------|
| 638 | LLM Voice Pipeline | server | high |

### Stories & Tasks

| # | Type | Title | Team | Priority | Blocked By |
|---|------|-------|------|----------|------------|
| 639 | story | Spike 1: Build llama-cpp-rs inference CLI | server | high | — |
| 640 | story | Spike 1: Manual prompt quality session | copy | high | #639 |
| 641 | story | Spike 2: Pre-voicing pipeline integration | server | high | #639, #640, #642 |
| 642 | task | Data model: Add tell_behaviors field to NpcBlueprint | server | high | — |
| 643 | story | Content: Van Maanen's Star culture injector clauses | copy | high | — |
| 644 | story | Content: Universal negative injectors (NI-1 through NI-5) | copy | medium | — |
| 645 | story | Content: Base text elevation pass | copy | medium | — |
| 646 | story | UX: AI-Enhanced Dialogue toggle + hardware detection | client | medium | #641 |
| 647 | task | Docs: Amend D-123, supersede D-124, file workshop D-records | copy | medium | — |

**Cancelled:** #623 (AI content templating pipeline — stale placeholder, superseded by #638)

---

## Dependency Graph

```
                  [#642 tell_behaviors data model]
                            │
[#643 Van Maanen's Star injectors] ─────┤
         │                  ▼
         └──► [#640 Spike 1: copy] ◄── [#639 Spike 1: server]
                            │
                            ▼
                  [#641 Spike 2: integration]
                            │
                            ▼
                  [#646 UX: toggle + hw detect]

Independent (no blockers): #644, #645, #647
```

---

## Key Decisions Captured

| Decision | Ticket(s) |
|----------|-----------|
| Full pipeline: behaviors + dialogue both re-voiced | #638, #641 |
| Tells: passthrough always, inform context as read-only | #642 |
| Two-spike strategy | #639, #640, #641 |
| Model: Gemma 2B primary, Phi-3 fallback (no Qwen/Alibaba) | #639, #640 |
| Distribution: bundled (~1.5GB, no optional download) | #638 |
| Hardware detection: layered, no hard floor | #646 |
| AI-Enhanced Dialogue player toggle | #646 |
| D-123 amended (baked + pre-voiced), D-124 superseded | #647 |

---

## Sprint Assignment

These tickets are **backlog** — not yet assigned to a sprint. Recommended for **Sprint 26** given Sprint 25 is the generator spike (critical path continues). Exception: #647 (D-record filing) can be done on the copy branch immediately.

Critical path for Sprint 26: **#639 → #640/#642 → #641 → #646**
Parallel copy work: **#643, #644, #645** (unblocked, can run with Spike 1 server work)