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

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

:brain: 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

:high_voltage: 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

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

MIT License — ready for reuse.

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