Signed evidence for regulated software
Ship AI-written software your auditor can sign off.
Jagora turns every AI-generated artifact into cryptographically signed evidence, mapped to your standard — for regulated and safety-critical software, from the design intent to the runtime that actually ran.
● Rust core · runs in your perimeter · verifiable offline
From intent to proof
One signed chain, from the design intent to what actually ran.
Every AI-generated artifact is designed, reviewed, and sealed — each link signed with BLAKE3 and Ed25519, verifiable offline with no server in the loop.
Design before code
TRIZ-driven blueprints with adversarial critique catch ambiguity before a line is generated. The intent is signed first.
AST-level review
Multi-LLM codegen, your key. Every artifact gets structural review across 8 languages — not another model's opinion.
Sealed & mapped
Each step is signed, timestamped, and mapped to your clause. The artifact you ship is the artifact the auditor reads.
Coverage you can defend
A model claims “requirement covered.” Jagora checks structure, not phrasing — and reports the real number.
A chain, not a report
Requirement → spec → code → test, each link BLAKE3-signed and Ed25519-sealed. Tamper-evident; one byte breaks it.
Standards as data
IEC 62304 §5.5 today, its sub-clauses tomorrow. Standards ship as versioned plugins — not code rewrites.
QA/RA leads get a signed evidence chain and audit-ready reports — no “covered” without proof.
Ship LLM-assisted code reviewed by something stricter than another LLM, and reject any step before it lands.
TalaSala Control Room
Every step approved, signed, and mapped to a clause — live.
Approve or reject each step as it runs. What you sign off is exactly what gets sealed into the bundle.
Terminal TUI
Ratatui + Axum. SSH-friendly, air-gap ready.
Desktop app
Native on macOS, Windows, Linux.
VS Code
Dashboard, feature tracker, run page.
Runs in your perimeter
Your machine, your model, your keys.
Rust core, local services, open cryptography — the same run on your laptop, in CI, or air-gapped in an OT estate. No phone-home, no SaaS lock-in.
Open cryptography
BLAKE3 + Ed25519 on every record. Verifiable offline, no server in the loop.
Signed gates
Every design, codegen step and git push is signed before it runs. The evidence is the artifact.
Sandboxed execution
Four trust tiers, bwrap to Firecracker, with eBPF egress filtering — built for OT/ICS and air-gapped estates. Apache-2.0.
Bring your own model
OpenAI, Anthropic, Mistral, Google, xAI, DeepSeek — or fully local via Ollama / vLLM.
Pricing by deployment shape
What changes is who runs it, and what gets signed.
Prism
- Friction detection
- Quality gates (10 checks)
- BLAKE3 evidence logs
Alchemy
- Blueprints + TRIZ
- Project memory across runs
- TalaSala Control Room
Harmony
- Signed evidence chain
- Multi-LLM orchestration
- Team seats (up to 10)
Sovereignty
- All 10 standards
- Air-gapped · OT/ICS · cyber-physical
- Custom SLA + maintenance
Built in the open
An open, auditable foundation — not a black box.
Jagora runs on four Apache-2.0 components you can read and verify yourself — rolling out as open source.
Zelo
Sandbox4-tier trust isolation with eBPF egress enforcement.
Apache-2.0 · soonLitatoli
EvidenceBLAKE3-signed, chain-linked, tamper-evident audit trails.
Apache-2.0 · soonPimatika
Egress judgeSign egress intent at build; judge every outbound call at runtime.
Apache-2.0 · soonCodemap
Graph layerCode as a typed graph across 10 languages.
Apache-2.0 · soonTwo ways to start
The artifacts speak for themselves.
$ pip install jagora
Run the validators on your repo this afternoon.