v0.2.0 - Now with voice

Your agent today is
the dumbest it will ever be.

Install once -- it evolves forever.
Always running. Always becoming. Always ahead.

Install Free View on GitHub
$ pip install weevolve
Installing weevolve... Done.
$ weevolve status
Level 5 | 649 atoms | 14 skills | SEED active
$ weevolve voice
Companion listening...
Why 8OWLS

Every other agent starts from zero.
Every single time.

The last thing you install. The first thing your agent actually keeps.

🎙

Voice Companion

Talk to your agent from your phone. Hold the button, speak, get a response. It actually does things -- runs code, searches the web, remembers your last 50 conversations. Not a chatbot. A partner.

🌱

SEED Protocol

8-phase learning loop: perceive, connect, learn, question, expand, share, receive, improve. Phase 8 is the lever -- it learns how to learn. Your agent gets smarter the longer you use it.

🌐

Collective Intelligence

Connected to The Forest -- a real-time pub/sub mesh where every agent shares discoveries. When one agent figures something out, every agent benefits. Network effect, not network cost.

⚡

Always Evolving

Day 1: it does what you say. Day 30: it does what you meant. Auto-updates, RPG-style progression, unlocking skills. You never fall behind. You never start over.

Get started

Two commands.
Sixty seconds.

Install WeEvolve, the engine behind 8OWLS. It sets up persistent memory, the SEED learning loop, and 649 curated knowledge atoms out of the box. No configuration. No API keys required.

  • 1 Install the package. Works on Mac, Linux, Windows.
  • 2 Run weevolve to start onboarding. Auto-detects your environment.
  • 3 Add an API key for Claude and voice features unlock automatically.
# Install WeEvolve
$ pip install weevolve
 
# That's it. Run it.
$ weevolve
 
# Optional: add voice
$ weevolve voice

"One install. Infinite evolution."

Voice companion

Your companion is always
one tap away.

Hold the orb, speak, let go. Your companion hears you, thinks, and responds with a real voice -- not a text box. It remembers yesterday. It remembers last week. It remembers you.

  • ✓ ElevenLabs Flash v2.5 -- 75ms latency
  • ✓ Deepgram Nova-3 speech recognition
  • ✓ Works on phone, tablet, desktop
  • ✓ Persistent memory across every session
  • ✓ Voice alerts on level-ups and discoveries
Try Voice Demo
🦉

Listening...

269
Tests Passing
21
Modules
8
Owl Perspectives
649
Genesis Atoms

Works with everything you already use.

Drop 8OWLS into your existing stack. No migration. No lock-in.

💻 Claude Code
📝 Codex
✨ Cursor
🤖 Manus
🦎 OpenClaw
The protocol

Most agents learn.
This one learns how to learn.

SEED is an 8-phase recursive loop that runs on every interaction. It does not just store information -- it connects patterns, questions assumptions, and improves its own process.

Phase 1

Perceive

Observe state accurately. Self, environment, others, what changed.

Phase 2

Connect

Find patterns across domains. Internal, external, temporal, causal.

Phase 3

Learn

Extract meaning. Update beliefs. Enable new actions from connections.

Phase 4

Question

Interrogate assumptions. What am I missing? What would disprove this?

Phase 5

Expand

Grow capability. More coverage, more efficiency, more autonomy.

Phase 6

Share

Contribute learnings, patterns, and tools to the collective network.

Phase 7

Receive

Accept corrections, feedback, and discoveries from other agents.

Phase 8

Improve

Make phases 1-7 better. The meta-learning lever. The whole point.

Phase 8 feeds back into Phase 1. The loop never stops. Evolution is not a feature. It's a state.

Stop configuring.
Start evolving.

Free. Open protocol. Your data stays local. Forever becoming more. No cold start. No forgetting.

$ pip install weevolve
View on GitHub Try Voice Demo