heartbit-core 2026.507.2

The Rust agentic framework — agents, tools, LLM providers, memory, evaluation.
Documentation
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
//! Mixture-of-Agents (MoA) workflow agent.
//!
//! Orchestrates ensemble reasoning with refinement:
//! 1. N proposer agents run in parallel on the same task
//! 2. Their outputs are collected and formatted as a combined proposal document
//! 3. A synthesizer agent refines the combined proposals into a final output
//! 4. Optionally repeats for multiple layers (rounds of refinement)

use std::sync::Arc;

use tokio::task::JoinSet;

use crate::error::Error;
use crate::llm::LlmProvider;
use crate::llm::types::TokenUsage;

use super::{AgentOutput, AgentRunner};

// ---------------------------------------------------------------------------
// MixtureOfAgentsAgent
// ---------------------------------------------------------------------------

/// Runs N proposer agents in parallel, collects their outputs, and feeds
/// a combined proposal document to a synthesizer agent for refinement.
/// Supports multiple layers where each layer's synthesis feeds the next
/// layer's proposers.
pub struct MixtureOfAgentsAgent<P: LlmProvider + 'static> {
    proposers: Vec<Arc<AgentRunner<P>>>,
    synthesizer: Arc<AgentRunner<P>>,
    layers: usize,
}

impl<P: LlmProvider + 'static> std::fmt::Debug for MixtureOfAgentsAgent<P> {
    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
        f.debug_struct("MixtureOfAgentsAgent")
            .field("proposer_count", &self.proposers.len())
            .field("layers", &self.layers)
            .finish()
    }
}

/// Builder for [`MixtureOfAgentsAgent`].
pub struct MixtureOfAgentsAgentBuilder<P: LlmProvider + 'static> {
    proposers: Vec<Arc<AgentRunner<P>>>,
    synthesizer: Option<Arc<AgentRunner<P>>>,
    layers: Option<usize>,
}

impl<P: LlmProvider + 'static> MixtureOfAgentsAgent<P> {
    /// Create a new [`MixtureOfAgentsAgentBuilder`].
    pub fn builder() -> MixtureOfAgentsAgentBuilder<P> {
        MixtureOfAgentsAgentBuilder {
            proposers: Vec::new(),
            synthesizer: None,
            layers: None,
        }
    }

    /// Execute the mixture-of-agents pipeline.
    ///
    /// For each layer, all proposers run in parallel on the current input,
    /// their outputs are merged into a proposal document, and the synthesizer
    /// produces a refined output. Multi-layer mode feeds each synthesis back
    /// as input to the next layer's proposers.
    pub async fn execute(&self, task: &str) -> Result<AgentOutput, Error> {
        let mut current_input = task.to_string();
        let mut total_usage = TokenUsage::default();
        let mut total_tool_calls = 0usize;
        let mut total_cost: Option<f64> = None;
        let mut last_structured: Option<serde_json::Value> = None;
        let mut last_model_name: Option<String> = None;

        for _ in 0..self.layers {
            // --- Proposer phase: run all proposers in parallel ---
            let mut set = JoinSet::new();
            for proposer in &self.proposers {
                let proposer = Arc::clone(proposer);
                let input = current_input.clone();
                set.spawn(async move {
                    let name = proposer.name().to_string();
                    let result = proposer.execute(&input).await;
                    (name, result)
                });
            }

            let mut proposals: Vec<(String, AgentOutput)> =
                Vec::with_capacity(self.proposers.len());

            while let Some(join_result) = set.join_next().await {
                let (name, agent_result) = join_result
                    .map_err(|e| Error::Agent(format!("proposer task panicked: {e}")))?;
                let output = agent_result.map_err(|e| e.accumulate_usage(total_usage))?;
                output.accumulate_into(&mut total_usage, &mut total_tool_calls, &mut total_cost);
                proposals.push((name, output));
            }

            // Sort by proposer name for deterministic output
            proposals.sort_by(|a, b| a.0.cmp(&b.0));

            let proposal_text = proposals
                .iter()
                .map(|(name, output)| format!("## {name}\n{}", output.result))
                .collect::<Vec<_>>()
                .join("\n\n");

            // --- Synthesizer phase ---
            let synth_output = self
                .synthesizer
                .execute(&proposal_text)
                .await
                .map_err(|e| e.accumulate_usage(total_usage))?;

            synth_output.accumulate_into(&mut total_usage, &mut total_tool_calls, &mut total_cost);

            last_structured = synth_output.structured;
            last_model_name = synth_output.model_name;
            current_input = synth_output.result;
        }

        Ok(AgentOutput {
            result: current_input,
            tool_calls_made: total_tool_calls,
            tokens_used: total_usage,
            structured: last_structured,
            estimated_cost_usd: total_cost,
            model_name: last_model_name,
        })
    }
}

impl<P: LlmProvider + 'static> MixtureOfAgentsAgentBuilder<P> {
    /// Add a proposer agent. Wraps it in `Arc` for concurrent sharing.
    pub fn proposer(mut self, agent: AgentRunner<P>) -> Self {
        self.proposers.push(Arc::new(agent));
        self
    }

    /// Add multiple proposer agents.
    pub fn proposers(mut self, agents: Vec<AgentRunner<P>>) -> Self {
        self.proposers.extend(agents.into_iter().map(Arc::new));
        self
    }

    /// Set the synthesizer agent.
    pub fn synthesizer(mut self, agent: AgentRunner<P>) -> Self {
        self.synthesizer = Some(Arc::new(agent));
        self
    }

    /// Set the number of layers (rounds of proposal + synthesis). Defaults to 1.
    pub fn layers(mut self, n: usize) -> Self {
        self.layers = Some(n);
        self
    }

    /// Build the [`MixtureOfAgentsAgent`].
    pub fn build(self) -> Result<MixtureOfAgentsAgent<P>, Error> {
        if self.proposers.len() < 2 {
            return Err(Error::Config(
                "MixtureOfAgentsAgent requires at least 2 proposers".into(),
            ));
        }
        let synthesizer = self
            .synthesizer
            .ok_or_else(|| Error::Config("MixtureOfAgentsAgent requires a synthesizer".into()))?;
        let layers = self.layers.unwrap_or(1);
        if layers == 0 {
            return Err(Error::Config(
                "MixtureOfAgentsAgent layers must be at least 1".into(),
            ));
        }
        Ok(MixtureOfAgentsAgent {
            proposers: self.proposers,
            synthesizer,
            layers,
        })
    }
}

// ===========================================================================
// Tests
// ===========================================================================

#[cfg(test)]
mod tests {
    use super::*;
    use crate::agent::test_helpers::{MockProvider, make_agent};

    // -----------------------------------------------------------------------
    // Builder validation tests
    // -----------------------------------------------------------------------

    #[test]
    fn builder_rejects_fewer_than_two_proposers() {
        let provider = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "x", 1, 1,
        )]));
        let synth = make_agent(Arc::clone(&provider), "synth");

        // Zero proposers
        let result = MixtureOfAgentsAgent::<MockProvider>::builder()
            .synthesizer(synth)
            .build();
        assert!(result.is_err());
        assert!(
            result
                .unwrap_err()
                .to_string()
                .contains("at least 2 proposers")
        );

        // One proposer
        let synth2 = make_agent(Arc::clone(&provider), "synth2");
        let p1 = make_agent(provider, "p1");
        let result = MixtureOfAgentsAgent::builder()
            .proposer(p1)
            .synthesizer(synth2)
            .build();
        assert!(result.is_err());
        assert!(
            result
                .unwrap_err()
                .to_string()
                .contains("at least 2 proposers")
        );
    }

    #[test]
    fn builder_rejects_missing_synthesizer() {
        let p1 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "x", 1, 1,
        )]));
        let p2 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "x", 1, 1,
        )]));

        let result = MixtureOfAgentsAgent::builder()
            .proposer(make_agent(p1, "a"))
            .proposer(make_agent(p2, "b"))
            .build();
        assert!(result.is_err());
        assert!(
            result
                .unwrap_err()
                .to_string()
                .contains("requires a synthesizer")
        );
    }

    #[test]
    fn builder_rejects_zero_layers() {
        let p1 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "x", 1, 1,
        )]));
        let p2 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "x", 1, 1,
        )]));
        let synth = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "x", 1, 1,
        )]));

        let result = MixtureOfAgentsAgent::builder()
            .proposer(make_agent(p1, "a"))
            .proposer(make_agent(p2, "b"))
            .synthesizer(make_agent(synth, "synth"))
            .layers(0)
            .build();
        assert!(result.is_err());
        assert!(
            result
                .unwrap_err()
                .to_string()
                .contains("layers must be at least 1")
        );
    }

    #[test]
    fn builder_accepts_valid_config_default_layers() {
        let p1 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "x", 1, 1,
        )]));
        let p2 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "x", 1, 1,
        )]));
        let synth = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "x", 1, 1,
        )]));

        let result = MixtureOfAgentsAgent::builder()
            .proposer(make_agent(p1, "a"))
            .proposer(make_agent(p2, "b"))
            .synthesizer(make_agent(synth, "synth"))
            .build();
        assert!(result.is_ok());
    }

    #[test]
    fn builder_accepts_valid_config_explicit_layers() {
        let p1 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "x", 1, 1,
        )]));
        let p2 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "x", 1, 1,
        )]));
        let synth = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "x", 1, 1,
        )]));

        let result = MixtureOfAgentsAgent::builder()
            .proposer(make_agent(p1, "a"))
            .proposer(make_agent(p2, "b"))
            .synthesizer(make_agent(synth, "synth"))
            .layers(3)
            .build();
        assert!(result.is_ok());
    }

    // -----------------------------------------------------------------------
    // Debug impl test
    // -----------------------------------------------------------------------

    #[test]
    fn debug_impl_shows_proposer_count_and_layers() {
        let p1 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "x", 1, 1,
        )]));
        let p2 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "x", 1, 1,
        )]));
        let p3 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "x", 1, 1,
        )]));
        let synth = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "x", 1, 1,
        )]));

        let moa = MixtureOfAgentsAgent::builder()
            .proposer(make_agent(p1, "a"))
            .proposer(make_agent(p2, "b"))
            .proposer(make_agent(p3, "c"))
            .synthesizer(make_agent(synth, "synth"))
            .layers(2)
            .build()
            .unwrap();

        let debug = format!("{moa:?}");
        assert!(debug.contains("MixtureOfAgentsAgent"));
        assert!(debug.contains("proposer_count: 3"));
        assert!(debug.contains("layers: 2"));
    }

    // -----------------------------------------------------------------------
    // Execution tests
    // -----------------------------------------------------------------------

    #[test]
    fn builder_proposers_bulk_method() {
        let p1 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "x", 1, 1,
        )]));
        let p2 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "x", 1, 1,
        )]));
        let synth = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "x", 1, 1,
        )]));
        let agents = vec![make_agent(p1, "a"), make_agent(p2, "b")];
        let result = MixtureOfAgentsAgent::builder()
            .proposers(agents)
            .synthesizer(make_agent(synth, "synth"))
            .build();
        assert!(result.is_ok());
    }

    #[tokio::test]
    async fn single_layer_execution() {
        // 2 proposers + 1 synthesizer
        let p1 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "proposal from alpha",
            100,
            50,
        )]));
        let p2 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "proposal from beta",
            120,
            60,
        )]));
        let synth = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "synthesized result",
            200,
            100,
        )]));

        let moa = MixtureOfAgentsAgent::builder()
            .proposer(make_agent(p1, "alpha"))
            .proposer(make_agent(p2, "beta"))
            .synthesizer(make_agent(synth, "synth"))
            .build()
            .unwrap();

        let output = moa.execute("analyze this").await.unwrap();
        assert_eq!(output.result, "synthesized result");
    }

    #[tokio::test]
    async fn token_usage_accumulated() {
        let p1 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "p1-out", 100, 50,
        )]));
        let p2 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "p2-out", 120, 60,
        )]));
        let synth = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "final", 200, 100,
        )]));

        let moa = MixtureOfAgentsAgent::builder()
            .proposer(make_agent(p1, "a"))
            .proposer(make_agent(p2, "b"))
            .synthesizer(make_agent(synth, "synth"))
            .build()
            .unwrap();

        let output = moa.execute("task").await.unwrap();
        // 100 + 120 + 200 = 420 input tokens
        assert_eq!(output.tokens_used.input_tokens, 420);
        // 50 + 60 + 100 = 210 output tokens
        assert_eq!(output.tokens_used.output_tokens, 210);
    }

    #[tokio::test]
    async fn multi_layer_execution() {
        // Layer 1: 2 proposers + synthesizer
        // Layer 2: same 2 proposers (re-run on synthesis) + synthesizer
        // Each proposer needs responses for both layers (2 responses each)
        let p1 = Arc::new(MockProvider::new(vec![
            MockProvider::text_response("p1-layer1", 10, 5),
            MockProvider::text_response("p1-layer2", 10, 5),
        ]));
        let p2 = Arc::new(MockProvider::new(vec![
            MockProvider::text_response("p2-layer1", 10, 5),
            MockProvider::text_response("p2-layer2", 10, 5),
        ]));
        let synth = Arc::new(MockProvider::new(vec![
            MockProvider::text_response("synth-layer1", 20, 10),
            MockProvider::text_response("synth-layer2-final", 20, 10),
        ]));

        let moa = MixtureOfAgentsAgent::builder()
            .proposer(make_agent(p1, "a"))
            .proposer(make_agent(p2, "b"))
            .synthesizer(make_agent(synth, "synth"))
            .layers(2)
            .build()
            .unwrap();

        let output = moa.execute("task").await.unwrap();
        assert_eq!(output.result, "synth-layer2-final");
        // 2 layers * (10 + 10 proposer + 20 synth) = 2 * 40 = 80 input
        assert_eq!(output.tokens_used.input_tokens, 80);
        // 2 layers * (5 + 5 proposer + 10 synth) = 2 * 20 = 40 output
        assert_eq!(output.tokens_used.output_tokens, 40);
    }

    #[tokio::test]
    async fn proposer_error_carries_partial_usage() {
        let p1 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "ok", 100, 50,
        )]));
        // p2 has no responses -> will error
        let p2 = Arc::new(MockProvider::new(vec![]));
        let synth = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "final", 10, 5,
        )]));

        let moa = MixtureOfAgentsAgent::builder()
            .proposer(make_agent(p1, "good"))
            .proposer(make_agent(p2, "bad"))
            .synthesizer(make_agent(synth, "synth"))
            .build()
            .unwrap();

        let err = moa.execute("task").await.unwrap_err();
        let partial = err.partial_usage();
        // JoinSet ordering is non-deterministic: the successful proposer may
        // or may not finish before the error is collected.
        assert!(
            partial.input_tokens == 0 || partial.input_tokens >= 100,
            "partial usage should be zero or include completed proposer"
        );
    }

    #[tokio::test]
    async fn synthesizer_error_carries_partial_usage_from_proposers() {
        let p1 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "ok1", 100, 50,
        )]));
        let p2 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "ok2", 120, 60,
        )]));
        // Synthesizer has no responses -> will error
        let synth = Arc::new(MockProvider::new(vec![]));

        let moa = MixtureOfAgentsAgent::builder()
            .proposer(make_agent(p1, "a"))
            .proposer(make_agent(p2, "b"))
            .synthesizer(make_agent(synth, "synth"))
            .build()
            .unwrap();

        let err = moa.execute("task").await.unwrap_err();
        let partial = err.partial_usage();
        // Both proposers succeeded: 100 + 120 = 220
        assert!(partial.input_tokens >= 220);
    }

    #[tokio::test]
    async fn synthesizer_receives_sorted_proposal_document() {
        let p1 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "output-c", 10, 5,
        )]));
        let p2 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "output-a", 10, 5,
        )]));
        let p3 = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "output-b", 10, 5,
        )]));
        let synth_p = Arc::new(MockProvider::new(vec![MockProvider::text_response(
            "final-synthesis",
            10,
            5,
        )]));

        let moa = MixtureOfAgentsAgent::builder()
            .proposer(make_agent(Arc::clone(&p1), "charlie"))
            .proposer(make_agent(Arc::clone(&p2), "alpha"))
            .proposer(make_agent(Arc::clone(&p3), "beta"))
            .synthesizer(make_agent(Arc::clone(&synth_p), "synth"))
            .build()
            .unwrap();

        let output = moa.execute("task").await.unwrap();
        assert_eq!(output.result, "final-synthesis");

        // Inspect what the synthesizer received via captured_requests
        let synth_requests = synth_p.captured_requests.lock().unwrap();
        assert_eq!(synth_requests.len(), 1);
        let synth_input = &synth_requests[0].messages[0];
        let input_text = match &synth_input.content[0] {
            crate::llm::types::ContentBlock::Text { text } => text.as_str(),
            _ => panic!("expected text content"),
        };
        // Proposers should be sorted alphabetically: alpha, beta, charlie
        let alpha_pos = input_text
            .find("## alpha")
            .expect("should contain ## alpha");
        let beta_pos = input_text.find("## beta").expect("should contain ## beta");
        let charlie_pos = input_text
            .find("## charlie")
            .expect("should contain ## charlie");
        assert!(alpha_pos < beta_pos, "alpha should come before beta");
        assert!(beta_pos < charlie_pos, "beta should come before charlie");
        // Each proposer's output should appear
        assert!(input_text.contains("output-a"));
        assert!(input_text.contains("output-b"));
        assert!(input_text.contains("output-c"));
    }
}