The Industrial-Grade AI Orchestrator
Template-first, validate-second, LLM-last. Your code is reviewed by strict rules, ASTs, and TRIZ principles before any AI touches it. Attestation-grade audit logs on every decision.
$ pip install jagora
Jagora orchestrates structured pipelines. Your architecture is built on verified templates and AST analysis, ensuring that every design decision can be audited, reproduced, and certified for production.
Pattern catalog, entity generator, and rules engine run systematically before any LLM is invoked. We guarantee deterministic scaffolding, every single time.
Our engine scans for auth gaps, hardcoded secrets, and architectural bottlenecks using deep Abstract Syntax Tree analysis and Shannon entropy. Pure, mathematical validation.
AI deployed as a surgical tool. We use LLMs specifically for TRIZ-driven design challenges and complex logic resolution, while the deterministic core handles your foundation. Bring your own LLM, local or cloud.
Cryptographic decision receipts. Every architectural choice is logged with BLAKE3-signed evidence via Jagora Ushahidi. An append-only audit trail allows you to reproduce and verify any past build.
Two products, one engine. Identical deterministic core, packaged for software teams and industrial systems alike.
For software teams
Web developers, startups, consulting firms, DevOps teams
For industrial & sovereign systems
Defense, aerospace, automotive, factories, sovereign infrastructure (ePassport, SCADA)
You remain in absolute command of your repository. TalaSala gives you the ultimate control room to observe, validate, or reject every step of the pipeline.
Ratatui + Axum API. 4 views. SSH-friendly, air-gap ready.
Electrobun + React. Native feel on macOS, Windows, Linux.
Dashboard, feature tracker, run page. In-editor pilot.
Powered by local Rust binaries, secure isolation, and enterprise-grade infrastructure.
Sawabona licensing, Jagora Ushahidi attestation, Jagora Worker parallel jobs. PyO3 bindings for Python integration.
Reproducible environments with PostgreSQL, Qdrant, and LiveKit. The exact same build on your dev laptop and in CI.
Every git push, hypothesis gate, and code generation step is signed in our evidence log.
4-tier trust levels (bwrap, unshare, gVisor, Firecracker) and eBPF egress enforcement. Apache 2.0.
ASMIS activity memory + RAG document retrieval. 6-phase consolidation pipeline with a unified Vector + Graph knowledge store.
OpenAI, Anthropic, Mistral, Google, xAI, Alibaba, DeepSeek, Meta, Moonshot, MiniMax, NVIDIA. Or fully local.
Core orchestration is free forever. Scale up when you need blueprints, compliance, or air-gapped deployment.
Free forever
Starter
/month per seat
Pro
/month per seat
Enterprise & OT
annual license
A Control Room where you dictate the rules.