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fix(rlm): wire real recursive substrate; bump 0.6.4

frostbyte_neo 发布于 2026-04-27 05:36:59 +00:00
The v0.6.3 RLM loop had Algorithm 1's outer shape but the substrate was
non-functional: llm_query() was a Python stub that returned a hardcoded
string and child_model was bound with an underscore prefix and silently
dropped. The recursive sub-LLM call advertised by /rlm never fired.

This commit wires the substrate end-to-end per Zhang/Kraska/Khattab
(arXiv:2512.24601, Algorithm 1):
- New axum HTTP sidecar (rlm/sidecar.rs) bound to 127.0.0.1:0 for the
  duration of one RLM turn. Python's llm_query() and sub_rlm() are
  real urllib.request POSTs; Rust services them via the existing
  DeepSeek client. Token usage from sidecar-served calls folds into the
  parent RlmTurnResult.usage.
- child_model is plumbed through Op::RlmQuery → AppAction::RlmQuery
  → run_rlm_turn → sidecar handlers; default remains deepseek-v4-flash.
- New sub_rlm(prompt) Python helper runs a full Algorithm-1 turn at
  depth-1 (paper's sub_RLM). Default max_depth = 2 from /rlm. The
  recursive opaque-future cycle is broken by returning a concrete
  Pin<Box<dyn Future + Send>> from run_rlm_turn_inner.
- Strict termination: the loop ends only via FINAL(value) (or the
  iteration cap). One fence-less round is tolerated with a reminder
  appended; two consecutive ones surface the model text as a
  RlmTermination::DirectAnswer exit. New RlmTermination enum lets
  callers tell Final | DirectAnswer | Exhausted | Error apart.
- Richer Metadata(state): includes paper-required access patterns
  (repl_get / slicing / splitlines / repl_set / llm_query /
  sub_rlm / FINAL) and a live list of variable keys currently in
  the REPL state file.
- Unicode-safe truncate_text (was mixing bytes with chars), per-turn
  state-file cleanup, ROOM_TEMPERATURE typo → ROOT_TEMPERATURE.
- New end-to-end test sidecar_url_is_exported_to_python_env stands up
  a stand-in axum server, runs print(llm_query('hello')) in the real
  PythonRuntime, and asserts the reply round-trips. Catches future
  regressions in sidecar URL passthrough.
Versions: workspace 0.6.3 → 0.6.4 in Cargo.toml; npm wrapper 0.6.3 → 0.6.4
in npm/deepseek-tui/package.json.

Gates: cargo fmt, cargo clippy --all-targets --all-features --locked
-D warnings, cargo test --workspace --all-features --locked (1088
passed), parity_protocol/parity_state/snapshot, RUSTDOCFLAGS=-Dwarnings
cargo doc --workspace --no-deps — all green.

Co-Authored-By: Claude Opus 4.7 (1M context) noreply@anthropic.com
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fix(rlm): wire real recursive substrate; bump 0.6.4