Hey Rust community,

Quick update on General Bots since our last post here: General Bots: The Open-Source LLM Orchestrator

We've made solid progress over the past months and wanted to share what's new.

What is being developed

App Generator - Task Autonomous
Write what you need in plain English. LLM generates the code. Deploy it. We're using this internally and it's genuinely useful.

Complete Office Suite Alternative
Document editing, spreadsheets, email (IMAP/SMTP), calendar, video meetings. Self-hosted. No subscriptions.

LLM Orchestrator Automation
LLM, Cron-based scheduling, workflow orchestration. Set it and forget it.

Better Infrastructure

• LXC container deployment
• Vault-managed mTLS certificates
• PostgreSQL + Valeky + Qdrant stack
• GPU acceleration (NVIDIA CUDA) when available

Hybrid AI + Human Attendants
Bots handle routine stuff. When they transfer to humans, the AI keeps helping with tips, message polish, smart replies. Real-time sentiment analysis too.

The Stack We're Running

Instead of paying for BigTechs:

• AI Orchestrator: General Bots
• Identity: Zitadel (Go)
• Email: Stalwart (Rust)
• Storage: MinIO (S3-compatible)
• Productivity: Custom editors
• LLM: Llamma.cpp controller, any LLM (OpenAI, Anthropic, local models)

Everything talks to everything. Deploy anywhere. Export anytime.

• Blog: https://pragmatismo.com.br/blog/

Join Us

We're looking for contributors who care about open-source AI infrastructure. If you're interested in LLM orchestration, enterprise automation, or just want to hack on something real, check out the repo at General Bots · GitHub.

Questions welcome. We're active and happy to help people get started.

To err is human. General Bots.

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