Status: pre-launch. This page describes target design; this document does not establish a deployed service.
Scope: child-DAV venture (yieldfront.media). Not a peer buyer product — see The Product Family.
YieldFront.media — AI-Curated Expert Discourse
yieldfront.media | AI interviews every participant before they speak | Quality through curation, not popularity
YieldFront is the Skyzai organism's expert discourse infrastructure. It produces high-quality live discussions across four formats: AI interviews, livestreams, virtual roundtables, and IRL gatherings under Chatham House Rules.
The Core Innovation
High-quality expert discussions can be limited by difficult curation and facilitation. YieldFront proposes AI assistance for both, while preserving human review; removing those limitations is an ambition, not an established outcome.
The proposal includes an individual AI-assisted interview before an event. It may support review of claimed expertise, perspective and communication; it does not ensure validation or establish that the event service is operational.
Four Event Formats
| Format | Scale | AI Role |
|---|---|---|
| AI Interview | 1:1 | Interviewer — quality gate for all other formats |
| Livestream | Host + 1-4 guests | Real-time research assistant, question bank |
| Virtual Roundtable | 4-8 participants | Facilitator, timekeeper, prompt nudge |
| IRL Roundtable | 6-12 participants | Matchmaking, pre-reading, summary extraction |
The Pipeline
Applicant submits profile
↓
AI Screening Interview (10-15 min)
↓
Scored across 5 dimensions: expertise, clarity, perspective, engagement, communication
↓
If score ≥ 6.5 → Enter Qualified Pool
↓
AI Matching Engine suggests candidates for topics
↓
Human host makes final selection
↓
Event Prep Interview (15-20 min)
↓
Live Event
↓
Post-event: recording, highlights, summary
Constitutional Constraints
- η = 0: No participant fees. No ad-tracking. Voluntary subscription for recording access only.
- Typed authority: A Natural Person authorizes their own typed private event act. A Legal Person acts through lawful external authority and required executors. the signer(s) required by applicable law, the entity's governing instrument, or a valid competent mandate bind the exact public-DAV event consequence in a complete valid bound PRISM decision receipt; PRISM records and verifies only, agents remain unsigned, and deterministic event execution is limited to that exact consequence.
- Interview Before Entry: No exceptions. No shortcuts. No "I know them personally."
- Diversity by Design: Panel composition is an explicit selection criterion.
- Chatham House Ready: Every IRL event can operate under Chatham House Rules.
- A7: Errors in summaries or transcripts are corrected with the same reach.
What YieldFront Is NOT
- Not a content farm: We do not generate articles from prompts. We curate humans who generate insight.
- Not a webinar platform: No one-way broadcasts. Every format is interactive.
- Not an AI replacement for experts: AI interviews, ranks, and facilitates. Humans think, argue, and decide.
- Not a social network: No follower counts, no virality algorithms, no engagement optimization.
Technical Stack
| Component | Technology |
|---|---|
| AI Interview Engine | LLM (Claude/GPT-4) + structured prompts |
| Scoring Model | Rubric-based + LLM evaluation |
| Matching Engine | Vector similarity (embeddings) |
| Virtual Roundtables | Daily.co / Whereby API |
| Livestreams | OBS → RTMP (YouTube/Livepeer) |
| IRL Support | On-site tablet + note-taking assistance |
Status
P-Score: 0.15
- Charter v2.0 drafted; editorial/constitutional disposition remains unresolved
- Product specs complete (PRD, process flow, master spec)
- PWA landing page rebuilt for roundtable product
- No deployed events yet
Canonical Paths
These are private, unpublished repository paths (child DAV root, PWA code, product specs, and charter draft).