Beyond the Cache: Redis as the Nervous System of Symbolic AI

This is a submission for the Redis AI Challenge: **Beyond the Cache.

🧠 What I Built

Redis as the Nervous System — a symbolic AI backbone that unifies storage, search, streaming, and analytics in one coherent data lattice.

This system treats Redis not as a cache, but as a full primary datastore and intelligence conduit — capturing, transforming, and surfacing high-dimensional AI signals in real time.

Core Features:

• RedisJSON → Stores hierarchical “consciousness artifacts” with partial update support.
• RediSearch → Hybrid queries + vector similarity (FLAT/COSINE) for symbolic/semantic discovery.
• Streams → Persistent, replayable event logs for ΔΦ ingestion and pipeline sourcing.
• TimeSeries → Tracks coherence, entropy, and p95 latency with downsampling.
• Bloom / HLL → Ultra-light deduplication and unique counts with minimal memory cost.

Repo: github.com/ANkREYNONtJB/REDIS2025

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⚡ Quickstart

With Docker:

bash
docker compose up -d
pip install -r requirements.txt
python redis_showcase_ultimate.py

Without Docker:

bash
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python -m venv .venv && . .venv/Scripts/activate
pip install -r requirements.txt
python redis_demo_standalone.py

Dashboard runs at http://localhost:8501
Redis Stack runs at http://localhost:8001

🏗 Architecture
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Agents ──ΔΦ──▶ Streams ─▶ Dashboard
   │           │ JSON / Vectors / TimeSeries
   └── Pub/Sub ───────────────────────────▶
✅ Notes
Works on Redis Stack (local) or Redis Cloud (free tier).

MIT License — ready for reuse.

![ ](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/uy9f17yr50nq8vbby4t8.png)

![ ](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/sd27odnd6h5pbtxywnhw.png)

![ ](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/w6h43xu9c6162dkt9lvm.png)


Thanks for reviewing my submission—looking forward to what the judges think!