Oracle.

The problem

On decentralized platforms like Bluesky, a manually configured feed reflects a user's past preferences, not their current mood — so relevance is unreliable session to session. New users without an established follow graph land on an empty or politics-heavy discovery feed and never experience the product's value.

Getting a relevant feed demands significant upfront setup that goes stale over time, driving both new-user churn and returning-user frustration. Compounding this, the AT Protocol community is deeply skeptical of AI: after the "Attie" backlash, users will not opt into any AI feature without a clear, credible explanation of what data is used and why.

The solution

Auracle is a mood-first social feed generator for people who want content that matches how they feel right now, not a stale follow graph. Users describe their vibe in natural language, and the system interprets it, confirms the interpretation in plain words, retrieves candidate posts, and curates a feed — steering away from negative clusters like news and politics.

Transparency is the differentiator. Every explanation references only the stated vibe, never behavior or history, and the assistant is warm, concise, and free of technical jargon. A vibe banner, "Why am I seeing this?" explanations, and search history keep users in control, directly countering the community's trust barrier.

How it works

Auracle uses Claude Haiku 4.5 to interpret prompts, request one targeted clarification when input is ambiguous, and generate plain-language explanations — chosen for low latency and cost, with schema adherence reinforced through prompt design.

Content is indexed with multimodal embeddings: text directly, video from alt text plus Whisper-transcribed audio and sampled keyframes, and images from the visual plus captions, concatenated into a unified per-post vector. Confirmed vibe parameters become a structured vector query; nearest-neighbor search returns the top 50 posts, filtered to 20 for the feed, with firehose content indexed within 15 minutes. AI quality is tracked across schema compliance (target 100%), clarification rate (8–12%), and hallucination rate (target 0%); an early eval scored 48% due to schema failures, which drove prompt and test-case hardening.

Who it's for

Auracle is a B2C product for tech-savvy digital natives shifting toward decentralized platforms — users deeply skeptical of algorithmic rage-bait who want intentional, mood-aligned consumption.

Revenue is a dual-sided freemium subscription. On the consumer side, Auracle Pass offers a free tier of three daily text refreshes, with premium unlocking unlimited searches, global indexing, and CLIP visual matching. On the creator side, Auracle Studio sells priority ingestion, deep CLIP image scanning, and vibe discoverability analytics.

Why it matters

The decentralized social sub-segment is the fastest-growing social networking category, projected to expand at a 15.2% CAGR through 2031, as political and platform turbulence drives migration toward privacy-first, community-governed alternatives.

Auracle's bet is that consent-first, multimodal semantic understanding can win a community that reflexively rejects AI — making transparency delivered in the user's own vocabulary the most credible antidote to Attie-style rejection. A phased rollout moves from a 200-user closed beta to general availability, gated on D7 retention lift, a ≥85% vibe confirmation rate, and legal review of the consent flow before launch.

At a glance

Project

Oracle

Built by

Sadiq Saleh

One-liner

Oracle is a social feed generator for decentralized social media users who want content that matches their current mood rather than a stale follow graph.