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14 changes: 11 additions & 3 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -88,9 +88,17 @@ riskkernel audit export <run-id> # the cost ledger as JSON
riskkernel audit tools <run-id> # governed tool calls as JSON
```

Prefer a binary? `go build -o riskkernel ./cmd/riskkernel` (or `make build`), then
`riskkernel serve`. Deeper control (loops, checkpoints, approval gates) is the
Python SDK — install it from source (PyPI publish is on the roadmap):
Prefer a native binary to Docker? Install the CLI with one command — no clone
needed — and run it:

```bash
go install github.com/prashar32/riskkernel/cmd/riskkernel@latest
riskkernel serve
```

(or `make build` from a clone). Deeper control (loops, checkpoints, approval
gates) is the Python SDK — install it from source (PyPI publish is on the
roadmap):

```bash
pip install "git+https://github.com/prashar32/riskkernel.git#subdirectory=sdks/python"
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3 changes: 2 additions & 1 deletion sdks/python/README.md
Original file line number Diff line number Diff line change
Expand Up @@ -8,7 +8,8 @@ SDK just makes governed runs ergonomic from Python. **Core install is stdlib-onl
(no third-party dependencies).

```bash
pip install riskkernel
# Not on PyPI yet — install from source (the core is stdlib-only, so this is light):
pip install "git+https://github.com/prashar32/riskkernel.git#subdirectory=sdks/python"
```

## Quickstart
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