Skip to main content

switchyard_libsy/algorithms/
advisor_gate.rs

1// SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
2// SPDX-License-Identifier: Apache-2.0
3
4//! Executor gated by a once-per-session advisor review.
5//!
6//! The executor answers every client-visible turn. Turns with tool calls pass
7//! through unreviewed; the first *terminal* turn — no tool calls (or a text
8//! match under the `pattern` trigger) — is buffered and shown to a stronger
9//! advisor model together with the full transcript. `APPROVE` releases the
10//! buffered turn unchanged; `REDO` appends the discarded turn's text and the
11//! advisor's plan as feedback, then re-invokes the executor so it keeps
12//! working. Each budget scope (one benchmark evaluation, one session, or the
13//! whole instance — see [`budget::budget_scope`]) is reviewed at most
14//! `max_reviews` times; afterwards every call is a pure passthrough.
15//!
16//! This design is a near-superset of solo executor behavior: identical until
17//! the executor first claims to be done, plus one quality gate that catches
18//! premature convergence. Front-loading advice was measured to suppress the
19//! executor's own test-and-iterate loop, so no advice is injected up front.
20//!
21//! Failure posture: executor errors always propagate (including
22//! `ContextWindowExceeded`, which hosts map to a client-visible 400 so agent
23//! harnesses can compact). Advisor errors honor `fail_open` — the buffered
24//! turn passes through as an implicit APPROVE — refund the consumed review,
25//! and count toward a per-scope failure cap that stops consulting a down
26//! advisor entirely.
27//!
28//! Structure: [`AdvisorGate`] is a thin orchestrator — the [`signals`]
29//! processor folds each event's facts into per-turn state, the [`trigger`]
30//! classifier reads them after the executor call, and the [`budget`] ledger
31//! holds the only mutable state.
32
33use std::sync::Arc;
34use std::time::Instant;
35
36use switchyard_protocol::{
37    Category, ContentBlock, InstructionBlock, LlmRequest, Message, ModelId, OutputParams, Request,
38    Role, SamplingParams,
39};
40
41use crate::core::algorithm::{Algorithm, Driver, RoutingOutcome};
42use crate::core::processor::{Event, Processor};
43use crate::{LibsyError, Result};
44
45mod budget;
46mod signals;
47mod telemetry;
48#[cfg(test)]
49mod tests;
50mod transcript;
51mod trigger;
52mod turn;
53
54use budget::{ReviewBudget, ScopeKey, budget_scope, stall_key};
55use signals::{GateSignalProcessor, GateSignals};
56use telemetry::{
57    ReviewAudit, emit_discarded_audit, emit_review_audit, record_consult_failure, record_discarded,
58    record_review,
59};
60use transcript::{VERDICT_PATTERN, Verdict, advisor_reply_text, parse_verdict, review_transcript};
61use trigger::TriggerClassifier;
62#[cfg(test)]
63use turn::has_tool_use;
64use turn::{GatedTurn, buffer_turn, reasoning_text, visible_text};
65
66/// APPROVE/REDO reviewer contract sent as the advisor's system prompt.
67pub const REVIEWER_SYSTEM_PROMPT: &str =
68    include_str!("../prompts/advisor-gate/reviewer-system-prompt.md");
69
70/// Prepended to the advisor's REDO plan when it is fed back as a user turn,
71/// instructing the executor to continue rather than stop.
72pub const REDO_FEEDBACK_PREFIX: &str = concat!(
73    include_str!("../prompts/advisor-gate/redo-feedback-prefix.md"),
74    "\n"
75);
76
77/// Labels the executor's internal reasoning when a turn has no visible text,
78/// so the advisor still has evidence to review (reasoning models on vLLM/NIM
79/// can emit turns whose only output is reasoning).
80const REASONING_TAIL_LABEL: &str =
81    "(the executor produced no visible text this turn; its internal reasoning follows)\n";
82/// REDO echo when the discarded turn had neither text nor reasoning; strict
83/// endpoints (Anthropic) reject empty text blocks, so never echo "".
84const EMPTY_ECHO_PLACEHOLDER: &str = "(the executor produced no output this turn)";
85/// Benchmark harnesses stamp every request of one evaluation — sub-agents
86/// included — with this header, so it is the review budget's first-choice
87/// scope: "reviews for *this* task" survives gateways shared by many tasks.
88const BENCH_SESSION_HEADER: &str = "proxy_x_session_id";
89
90/// How the gate decides a buffered executor turn is terminal.
91#[derive(Clone, Debug, PartialEq)]
92pub enum GateTrigger {
93    /// First turn without tool calls (subject to `gate_min_tool_results`).
94    NoToolCall,
95    /// First turn whose visible text matches this regex (searched, not anchored) —
96    /// for text-protocol harnesses where every turn lacks tool calls and
97    /// completion is declared with a textual marker instead.
98    Pattern(String),
99}
100
101/// Gate knobs; defaults mirror the benchmarked Python advisor configuration.
102#[derive(Clone, Debug)]
103pub struct AdvisorGateConfig {
104    /// System prompt for the advisor's review call; states the APPROVE/REDO contract.
105    pub reviewer_system_prompt: String,
106    /// Prepended to the advisor's REDO plan when fed back to the executor.
107    pub redo_feedback_prefix: String,
108    /// What fires the review.
109    pub gate_trigger: GateTrigger,
110    /// Reviews allowed per budget scope. 1 keeps the original once-per-task
111    /// gate; higher values re-review later terminal turns, making the gate a
112    /// sequential best-of-(N+1) with the advisor as judge.
113    pub max_reviews: u32,
114    /// When > 0, additionally review (once per conversation, consuming budget)
115    /// the first request already carrying at least this many assistant turns —
116    /// a mid-task checkpoint for executors that grind without declaring
117    /// completion. 0 disables.
118    pub gate_stall_turns: u32,
119    /// For the `no_tool_call` trigger: only review once the conversation
120    /// carries at least this many tool results, skipping early commentary
121    /// turns on chatty harnesses. 0 reviews from the first terminal turn.
122    pub gate_min_tool_results: u32,
123    /// Cap on the advisor's output per consult.
124    pub advisor_max_tokens: u64,
125    /// Sampling temperature for the consult; `None` omits the field on the wire.
126    pub advisor_temperature: Option<f64>,
127    /// Cap on the serialized transcript handed to the advisor; the middle of
128    /// an over-cap conversation is dropped (task head + recent tail survive).
129    pub transcript_max_chars: usize,
130    /// When true (default), an advisor failure degrades to APPROVE; when
131    /// false, it propagates as the turn's error.
132    pub fail_open: bool,
133}
134
135impl Default for AdvisorGateConfig {
136    fn default() -> Self {
137        Self {
138            reviewer_system_prompt: REVIEWER_SYSTEM_PROMPT.to_string(),
139            redo_feedback_prefix: REDO_FEEDBACK_PREFIX.to_string(),
140            gate_trigger: GateTrigger::NoToolCall,
141            max_reviews: 1,
142            gate_stall_turns: 0,
143            gate_min_tool_results: 0,
144            advisor_max_tokens: 2048,
145            advisor_temperature: None,
146            transcript_max_chars: 200_000,
147            fail_open: true,
148        }
149    }
150}
151
152/// Advisor review gate: executor turns pass through until the first terminal
153/// turn, which a stronger advisor reviews once per scope budget (APPROVE
154/// releases it, REDO feeds the plan back and re-invokes the executor).
155pub struct AdvisorGate {
156    config: AdvisorGateConfig,
157    /// Folds request- and response-side facts into the per-turn [`GateSignals`].
158    signals: GateSignalProcessor,
159    /// Decides, from the signals, whether the buffered turn warrants review.
160    trigger: TriggerClassifier,
161    /// Reserve/refund review ledger and stall latch — the gate's only mutable state.
162    budget: ReviewBudget,
163    verdict_re: regex::Regex,
164}
165
166impl AdvisorGate {
167    /// Validates the config. Models are supplied when each request runs.
168    pub fn new(config: AdvisorGateConfig) -> Result<Self> {
169        if config.max_reviews < 1 {
170            return Err(algorithm_error("max_reviews must be at least 1"));
171        }
172        if config.advisor_max_tokens < 1 {
173            return Err(algorithm_error("advisor_max_tokens must be at least 1"));
174        }
175        if config.transcript_max_chars < 256 {
176            return Err(algorithm_error("transcript_max_chars must be at least 256"));
177        }
178        let trigger = TriggerClassifier::new(&config)?;
179        let verdict_re = regex::Regex::new(VERDICT_PATTERN).map_err(|error| {
180            algorithm_error(format!("verdict pattern failed to compile: {error}"))
181        })?;
182        let budget = ReviewBudget::new(config.max_reviews);
183        Ok(Self {
184            config,
185            signals: GateSignalProcessor,
186            trigger,
187            budget,
188            verdict_re,
189        })
190    }
191
192    // ── Gate flow ───────────────────────────────────────────────────────────
193
194    async fn route_inner(
195        &self,
196        driver: &Driver,
197        request: Request,
198        scope: &ScopeKey,
199    ) -> Result<RoutingOutcome> {
200        let executor_models = driver.models_for(&Category::Efficient).to_vec();
201        let executor = executor_models
202            .first()
203            .ok_or_else(|| LibsyError::AlgorithmError {
204                message: "no models available for category Efficient".to_string(),
205            })?;
206
207        // Spent budget (or failure cap): pure passthrough — live stream,
208        // verbatim preserved-body replay, zero buffering. Executor errors
209        // (including ContextWindowExceeded) propagate for the host's
210        // client-visible mapping.
211        if self.budget.check_exhausted(scope) {
212            return Ok(RoutingOutcome::route_to(
213                executor.clone(),
214                executor_models[1..].to_vec(),
215                request,
216            ));
217        }
218
219        // Request-side signals fold in before the executor runs.
220        let mut request = request;
221        let mut signals = GateSignals::default();
222        self.signals
223            .process(
224                &mut signals,
225                Event::Request {
226                    request: &mut request,
227                    driver,
228                },
229            )
230            .await?;
231
232        // Gated phase: generate the turn once, fully buffered, so the gate
233        // can inspect it before the client sees anything.
234        let response = driver
235            .call_model(request.clone(), executor_models.clone())
236            .await?;
237        let served_executor = response
238            .served_model()
239            .cloned()
240            .unwrap_or_else(|| executor.clone());
241        let turn = buffer_turn(served_executor.as_str(), response).await?;
242
243        // Response-side signals fold in after it: the terminal turn never
244        // appears on a later request, so the trigger runs on this event.
245        self.signals
246            .process(&mut signals, Event::ModelResponse(&turn.agg))
247            .await?;
248
249        let decision = self.trigger.classify(&signals);
250        // The stall checkpoint fires once per conversation regardless of the
251        // turn's shape. Only a stall with no simultaneous trigger latches
252        // (atomically — one winner per conversation), so a refunded review
253        // leaves the checkpoint re-armed.
254        let stall = decision.fired.is_none()
255            && decision.stalled
256            && self.budget.try_mark_stall_fired(stall_key(&request));
257        if decision.fired.is_none() && !stall {
258            return Ok(RoutingOutcome::answered(
259                served_executor.clone(),
260                request,
261                turn.into_response(),
262            ));
263        }
264        if !self.budget.try_reserve(scope) {
265            return Ok(RoutingOutcome::answered(
266                served_executor.clone(),
267                request,
268                turn.into_response(),
269            ));
270        }
271
272        let trigger_label = decision.fired.unwrap_or("stall");
273        let review_tail = visible_text(&turn.agg).or_else(|| {
274            reasoning_text(&turn.agg).map(|reasoning| format!("{REASONING_TAIL_LABEL}{reasoning}"))
275        });
276        match self
277            .consult(driver, &request, review_tail.as_deref(), trigger_label)
278            .await
279        {
280            Ok(ConsultOutcome::Approve) => {
281                driver.set_evidence(serde_json::json!({
282                    "source": "advisor",
283                    "verdict": "approve",
284                    "trigger": trigger_label,
285                }));
286                Ok(RoutingOutcome::answered(
287                    served_executor.clone(),
288                    request,
289                    turn.into_response(),
290                ))
291            }
292            Ok(ConsultOutcome::Redo { plan }) => {
293                driver.set_evidence(serde_json::json!({
294                    "source": "advisor",
295                    "verdict": "redo",
296                    "trigger": trigger_label,
297                }));
298                Ok(self.redo(
299                    executor,
300                    &executor_models[1..],
301                    &served_executor,
302                    request,
303                    turn,
304                    &plan,
305                ))
306            }
307            Ok(ConsultOutcome::Failed { reason }) => {
308                self.budget.refund_failure(scope);
309                driver.set_evidence(serde_json::json!({
310                    "source": "advisor",
311                    "verdict": "fail_open",
312                    "trigger": trigger_label,
313                    "reason_code": reason,
314                }));
315                Ok(RoutingOutcome::answered(
316                    served_executor,
317                    request,
318                    turn.into_response(),
319                ))
320            }
321            Err(error) => {
322                self.budget.refund_failure(scope);
323                Err(error)
324            }
325        }
326    }
327
328    /// REDO: the client never sees the gated turn. Its text (or reasoning) is
329    /// echoed as an assistant message, the advisor's plan follows as user
330    /// feedback, and the executor continues as a pure passthrough call.
331    fn redo(
332        &self,
333        executor: &ModelId,
334        executor_fallbacks: &[ModelId],
335        served_executor: &ModelId,
336        request: Request,
337        turn: GatedTurn,
338        plan: &str,
339    ) -> RoutingOutcome {
340        record_discarded(&turn.agg.usage);
341        emit_discarded_audit(served_executor.as_str(), &turn.agg.usage);
342        let echo = visible_text(&turn.agg)
343            .or_else(|| reasoning_text(&turn.agg))
344            .unwrap_or_else(|| EMPTY_ECHO_PLACEHOLDER.to_string());
345        let mut redo = request;
346        redo.llm_request
347            .messages
348            .push(Message::text(Role::Assistant, echo));
349        redo.llm_request.messages.push(Message::text(
350            Role::User,
351            format!("{}{}", self.config.redo_feedback_prefix, plan),
352        ));
353        // Mandatory after any message mutation: codecs otherwise replay the
354        // preserved pre-surgery body verbatim and the feedback never reaches
355        // the executor.
356        crate::algorithms::util::prompts::drop_exact_replay(&mut redo);
357        RoutingOutcome::route_to(executor.clone(), executor_fallbacks.to_vec(), redo)
358    }
359
360    /// Consults the advisor over the buffered transcript and parses the
361    /// verdict. `Ok(Failed)` covers fail-open errors and unparseable replies
362    /// (the caller refunds); fail-closed errors return `Err`.
363    async fn consult(
364        &self,
365        driver: &Driver,
366        base: &Request,
367        review_tail: Option<&str>,
368        trigger: &'static str,
369    ) -> Result<ConsultOutcome> {
370        // The advisor reviews the FULL transcript: system/developer content is
371        // normalized out of `messages` into `instructions`, so prepend it back
372        // as leading messages (identical {role, content} shape) — the task
373        // constraints the verdict must check against usually live there.
374        let transcript_messages: Vec<Message> = base
375            .llm_request
376            .instructions
377            .iter()
378            .map(|block| Message {
379                role: block.role,
380                content: block.content.clone(),
381            })
382            .chain(base.llm_request.messages.iter().cloned())
383            .collect();
384        let transcript = review_transcript(
385            &transcript_messages,
386            review_tail,
387            self.config.transcript_max_chars,
388        );
389        let consult_request = self.build_consult_request(base, transcript);
390        let started = Instant::now();
391        // An unresolvable advisor is treated like any other consult failure, so
392        // fail_open still returns the buffered executor turn to the client.
393        let reply = match driver.first_model_for(&Category::Judge) {
394            Ok(advisor) => {
395                let advisor = advisor.clone();
396                let advisor_models = driver.models_for(&Category::Judge).to_vec();
397                match driver.call_model(consult_request, advisor_models).await {
398                    Ok(response) => {
399                        let served_advisor = response
400                            .served_model()
401                            .cloned()
402                            .unwrap_or_else(|| advisor.clone());
403                        response
404                            .llm_response
405                            .into_agg()
406                            .await
407                            .map_err(|source| LibsyError::client_call(served_advisor, source))
408                    }
409                    Err(error) => Err(error),
410                }
411            }
412            Err(error) => Err(error),
413        };
414        let latency_ms = started.elapsed().as_secs_f64() * 1000.0;
415        let agg = match reply {
416            Ok(agg) => agg,
417            Err(error) => {
418                let reason = crate::algorithms::util::llm_judge::libsy_error_reason(&error);
419                record_consult_failure(reason);
420                if !self.config.fail_open {
421                    // Surface as an algorithm failure (5xx), never as the
422                    // advisor's own client error: a typed ContextWindowExceeded
423                    // from the consult would otherwise reach the client as 400
424                    // context_length_exceeded and trigger compaction of a
425                    // healthy conversation.
426                    return Err(algorithm_error(format!(
427                        "advisor consult failed (fail_open = false): {error}"
428                    )));
429                }
430                tracing::warn!(
431                    target: "libsy",
432                    error = %error,
433                    "advisor gate: consult failed; passing the turn through (fail open)"
434                );
435                emit_review_audit(ReviewAudit {
436                    verdict: "APPROVE",
437                    error: Some(error.to_string()),
438                    latency_ms,
439                    reply_head: None,
440                    usage: None,
441                });
442                return Ok(ConsultOutcome::Failed { reason });
443            }
444        };
445        let reply_text = advisor_reply_text(&agg);
446        let reply_head: String = reply_text.chars().take(160).collect();
447        match parse_verdict(&self.verdict_re, &reply_text) {
448            Some(Verdict::Approve) => {
449                record_review("approve", trigger);
450                emit_review_audit(ReviewAudit {
451                    verdict: "APPROVE",
452                    error: None,
453                    latency_ms,
454                    reply_head: Some(reply_head),
455                    usage: Some(&agg.usage),
456                });
457                Ok(ConsultOutcome::Approve)
458            }
459            Some(Verdict::Redo { plan }) => {
460                record_review("redo", trigger);
461                emit_review_audit(ReviewAudit {
462                    verdict: "REDO",
463                    error: None,
464                    latency_ms,
465                    reply_head: Some(reply_head),
466                    usage: Some(&agg.usage),
467                });
468                Ok(ConsultOutcome::Redo { plan })
469            }
470            None => {
471                // The advisor spent real tokens on a reply the gate cannot
472                // act on; the observer already recorded them. Refunded by
473                // the caller so a flaky advisor cannot burn the budget.
474                record_review("unparseable", trigger);
475                emit_review_audit(ReviewAudit {
476                    verdict: "UNPARSEABLE",
477                    error: None,
478                    latency_ms,
479                    reply_head: Some(reply_head),
480                    usage: Some(&agg.usage),
481                });
482                Ok(ConsultOutcome::Failed {
483                    reason: "parse_error",
484                })
485            }
486        }
487    }
488
489    /// A fresh, buffered, tool-free request carrying the reviewer contract and
490    /// the serialized transcript; metadata is kept for session correlation.
491    fn build_consult_request(&self, base: &Request, transcript: String) -> Request {
492        Request {
493            llm_request: LlmRequest {
494                model: base.llm_request.model.clone(),
495                instructions: vec![InstructionBlock {
496                    role: Role::System,
497                    content: vec![ContentBlock::Text {
498                        text: self.config.reviewer_system_prompt.clone(),
499                    }],
500                }],
501                messages: vec![Message::text(Role::User, transcript)],
502                sampling: SamplingParams {
503                    temperature: self.config.advisor_temperature,
504                    ..SamplingParams::default()
505                },
506                output: OutputParams {
507                    max_output_tokens: Some(self.config.advisor_max_tokens),
508                    response_format: None,
509                },
510                ..LlmRequest::default()
511            },
512            raw_request: None,
513            metadata: base.metadata.clone(),
514        }
515    }
516}
517
518#[async_trait::async_trait]
519impl Algorithm for AdvisorGate {
520    fn name(&self) -> &str {
521        "advisor_gate"
522    }
523
524    async fn route(self: Arc<Self>, driver: Driver, request: Request) -> Result<RoutingOutcome> {
525        let scope = budget_scope(&request);
526        let session_final = request
527            .metadata
528            .as_ref()
529            .and_then(|metadata| metadata.session_final)
530            == Some(true);
531        let result = self.route_inner(&driver, request, &scope).await;
532        if session_final {
533            self.budget.evict_scope(&scope);
534        }
535        result
536    }
537}
538
539/// Outcome of one consult; `Failed` = fail-open error or unparseable reply.
540enum ConsultOutcome {
541    Approve,
542    Redo { plan: String },
543    Failed { reason: &'static str },
544}
545
546fn algorithm_error(message: impl Into<String>) -> LibsyError {
547    LibsyError::AlgorithmError {
548        message: message.into(),
549    }
550}