Control without orchestration
Keep your CLI. Skip the heavyweight agent platform.
Denshin sits beside Claude Code, Codex, OpenCode and Pi. It does not require you to move the job into a new harness just to reach it remotely.

The provider still runs the job. Denshin makes the existing session observable and reachable.
What changes in practice.
No provider rewrite
Use the CLIs and project setup your team already understands.
Optional enrichment
Structured projections load separately from the raw terminal runtime.
Provider-specific fidelity
Native data stays native, derived data is labeled and missing data stays missing.
Terminal as source of truth
If an adapter cannot express an action, the original PTY is one tap away.