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
use chrono::{DateTime, Utc};
use serde::{Deserialize, Serialize};
use std::borrow::Cow;
use std::collections::HashMap;
use crate::knowledge::KnowledgeBase;
/// Pattern schema version
pub const SCHEMA_VERSION: u32 = 3;
/// The kind of knowledge a pattern represents.
#[derive(Debug, Clone, Copy, Default, Serialize, Deserialize, PartialEq)]
#[serde(rename_all = "lowercase")]
pub enum PatternKind {
/// Technical knowledge (code patterns, architecture, tools)
#[default]
Technical,
/// User preference (language, style, format)
Preference,
/// Factual knowledge (server addresses, config values)
Fact,
/// Procedural knowledge (how-to steps, workflows)
Procedure,
/// Behavioral rules (do/don't rules for interaction)
Behavioral,
}
/// How a pattern's knowledge was originally captured.
#[derive(Debug, Clone, Copy, Serialize, Deserialize, PartialEq)]
#[serde(rename_all = "snake_case")]
pub enum OriginTrigger {
/// User explicitly said "remember this"
UserExplicit,
/// User corrected the AI's behavior
UserCorrection,
/// Agent inferred from behavior patterns
AgentInferred,
/// Shared from community
CommunityShared,
/// Auto-consolidated during memory consolidation
AutoConsolidated,
/// Automatically generated (e.g. starter patterns)
Automatic,
}
/// Provenance metadata — where and how a pattern was learned.
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct Origin {
/// Which tool created this pattern (e.g. "commander", "claude-code")
pub source: String,
/// How the knowledge was captured
pub trigger: OriginTrigger,
/// Who/what produced this origin event — preferred successor to
/// `user`/`platform`. Optional for backward compat with pre-sync YAML.
#[serde(default, skip_serializing_if = "Option::is_none")]
pub actor: Option<crate::Actor>,
/// Legacy free-form user identifier. Prefer [`Self::actor`].
#[deprecated(note = "use actor instead, removed in v2.3")]
#[serde(default, skip_serializing_if = "Option::is_none")]
pub user: Option<String>,
/// Legacy free-form platform identifier. Prefer [`Self::actor`].
#[deprecated(note = "use actor.source instead, removed in v2.3")]
#[serde(default, skip_serializing_if = "Option::is_none")]
pub platform: Option<String>,
/// Extraction confidence (0.0-1.0) — how sure the tool was about the extraction
#[serde(default = "default_origin_confidence")]
pub confidence: f64,
}
fn default_origin_confidence() -> f64 {
1.0
}
/// A MUR pattern — the atomic unit of learned knowledge.
///
/// YAML files in `~/.mur/patterns/` are the source of truth.
/// LanceDB indexes are always rebuildable from these.
///
/// KnowledgeBase fields are flattened so existing YAML stays compatible.
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct Pattern {
/// Shared knowledge fields (flattened into YAML)
#[serde(flatten)]
pub base: KnowledgeBase,
/// The kind of knowledge this pattern represents.
/// None is treated as Technical for backward compatibility.
#[serde(default, skip_serializing_if = "Option::is_none")]
pub kind: Option<PatternKind>,
/// Provenance metadata — where and how this pattern was learned.
#[serde(default, skip_serializing_if = "Option::is_none")]
pub origin: Option<Origin>,
/// Attached diagrams, images, etc.
#[serde(default)]
pub attachments: Vec<Attachment>,
}
impl Pattern {
/// Get the effective kind, defaulting to Technical if not set.
pub fn effective_kind(&self) -> PatternKind {
self.kind.unwrap_or(PatternKind::Technical)
}
}
// Allow `pattern.name`, `pattern.content`, etc. via auto-deref.
impl std::ops::Deref for Pattern {
type Target = KnowledgeBase;
fn deref(&self) -> &KnowledgeBase {
&self.base
}
}
impl std::ops::DerefMut for Pattern {
fn deref_mut(&mut self) -> &mut KnowledgeBase {
&mut self.base
}
}
/// An attachment to a pattern (diagram, image, etc.)
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct Attachment {
/// Type of attachment
#[serde(rename = "type")]
pub att_type: AttachmentType,
/// Format of the attachment
pub format: AttachmentFormat,
/// Path to the attachment file (relative to ~/.mur/)
pub path: String,
/// Human-readable description
#[serde(default)]
pub description: String,
}
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
#[serde(rename_all = "lowercase")]
pub enum AttachmentType {
Diagram,
Image,
}
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
#[serde(rename_all = "lowercase")]
pub enum AttachmentFormat {
Mermaid,
#[serde(rename = "plantuml")]
PlantUml,
Png,
Svg,
}
impl AttachmentFormat {
/// Whether this format is text-based (can be inlined into prompts).
pub fn is_text_based(&self) -> bool {
matches!(self, AttachmentFormat::Mermaid | AttachmentFormat::PlantUml)
}
/// Detect format from file extension.
pub fn from_extension(ext: &str) -> Option<Self> {
match ext.to_lowercase().as_str() {
"mmd" | "mermaid" => Some(AttachmentFormat::Mermaid),
"puml" | "plantuml" => Some(AttachmentFormat::PlantUml),
"png" => Some(AttachmentFormat::Png),
"svg" => Some(AttachmentFormat::Svg),
_ => None,
}
}
/// The markdown code fence language tag for text-based formats.
pub fn fence_lang(&self) -> &str {
match self {
AttachmentFormat::Mermaid => "mermaid",
AttachmentFormat::PlantUml => "plantuml",
_ => "",
}
}
}
impl AttachmentType {
/// Infer attachment type from format.
pub fn from_format(format: &AttachmentFormat) -> Self {
match format {
AttachmentFormat::Mermaid | AttachmentFormat::PlantUml => AttachmentType::Diagram,
AttachmentFormat::Png | AttachmentFormat::Svg => AttachmentType::Image,
}
}
}
/// Dual-layer content inspired by LanceDB Pro Plugin Rule 6.
/// Max 500 chars per layer.
#[derive(Debug, Clone, Serialize, Deserialize)]
#[serde(untagged)]
pub enum Content {
/// v2: dual-layer
DualLayer {
technical: String,
#[serde(default)]
principle: Option<String>,
},
/// v1 compat: single string
Plain(String),
}
impl Default for Content {
fn default() -> Self {
Content::Plain(String::new())
}
}
impl Content {
/// Get the full content as a single string (for embedding).
///
/// Returns `Cow::Borrowed` for `Plain` and `DualLayer` without principle,
/// avoiding allocation in the common case.
pub fn as_text(&self) -> Cow<'_, str> {
match self {
Content::DualLayer {
technical,
principle,
} => match principle {
Some(p) => Cow::Owned(format!("{}\n\n{}", technical, p)),
None => Cow::Borrowed(technical),
},
Content::Plain(s) => Cow::Borrowed(s),
}
}
/// Max chars per content layer
pub const MAX_LAYER_CHARS: usize = 500;
}
#[derive(Debug, Clone, Copy, Default, Serialize, Deserialize, PartialEq)]
#[serde(rename_all = "lowercase")]
pub enum Tier {
/// Short-lived, from a single session. Decay: 14 days half-life.
#[default]
Session,
/// Validated project convention. Decay: 90 days half-life.
Project,
/// Cross-project core preference. Decay: 365 days half-life.
Core,
}
impl Tier {
/// Half-life in days for decay calculation
pub fn decay_half_life_days(&self) -> u32 {
match self {
Tier::Session => 14,
Tier::Project => 90,
Tier::Core => 365,
}
}
}
#[derive(Debug, Clone, Default, Serialize, Deserialize)]
pub struct Tags {
#[serde(default)]
pub languages: Vec<String>,
#[serde(default)]
pub topics: Vec<String>,
/// Extra user-defined tags
#[serde(flatten)]
pub extra: HashMap<String, Vec<String>>,
}
#[derive(Debug, Clone, Default, Serialize, Deserialize)]
pub struct Applies {
/// Project names or ["*"] for universal
#[serde(default)]
pub projects: Vec<String>,
#[serde(default)]
pub languages: Vec<String>,
/// Only inject when using these tools (e.g. "claude-code")
#[serde(default)]
pub tools: Vec<String>,
/// Auto-detect scope from pwd/git remote
#[serde(default)]
pub auto_scope: bool,
}
/// Per-actor contribution to a pattern's Evidence.
///
/// Stored in `Evidence.contributions` keyed by [`crate::Actor::key`].
/// Allows effectiveness to be computed per-actor for Team pattern leaderboards
/// or personalized retrieval in future Phase 2 work.
#[derive(Debug, Clone, PartialEq, Serialize, Deserialize)]
pub struct Contribution {
#[serde(default)]
pub success_signals: u64,
#[serde(default)]
pub override_signals: u64,
pub last_seen: DateTime<Utc>,
}
#[derive(Debug, Clone, Default, Serialize, Deserialize)]
pub struct Evidence {
#[serde(default)]
pub source_sessions: Vec<String>,
pub first_seen: Option<DateTime<Utc>>,
pub last_validated: Option<DateTime<Utc>>,
#[serde(default)]
pub injection_count: u64,
#[serde(default)]
pub success_signals: u64,
#[serde(default)]
pub failure_signals: u64,
#[serde(default)]
pub override_signals: u64,
/// Per-actor signal counts, keyed by `Actor::key()` (e.g. `"Slack:U123ABC"`).
/// Empty for patterns that have never been touched by the sync protocol.
#[serde(default)]
pub contributions: HashMap<String, Contribution>,
}
impl Evidence {
/// Effectiveness ratio: success / (success + override)
pub fn effectiveness(&self) -> f64 {
let total = self.success_signals + self.override_signals;
if total == 0 {
0.5 // neutral prior
} else {
self.success_signals as f64 / total as f64
}
}
/// Per-actor effectiveness ratio computed from `contributions`.
///
/// If actor has contributed to this pattern, returns their local
/// `success / (success + override)` ratio. If unknown, returns
/// neutral prior of 0.5.
pub fn effectiveness_by_actor(&self, actor: &crate::Actor) -> f64 {
match self.contributions.get(&actor.key()) {
Some(c) => {
let total = c.success_signals + c.override_signals;
if total == 0 {
0.5 // neutral prior if actor present but no signals yet
} else {
c.success_signals as f64 / total as f64
}
}
None => 0.5, // neutral prior
}
}
}
#[derive(Debug, Clone, Default, Serialize, Deserialize)]
pub struct Links {
/// Related patterns (bidirectional)
#[serde(default)]
pub related: Vec<String>,
/// Patterns this one replaces
#[serde(default)]
pub supersedes: Vec<String>,
/// MUR Commander workflow references (future)
#[serde(default)]
pub workflows: Vec<String>,
}
#[derive(Debug, Clone, Default, Serialize, Deserialize)]
pub struct Lifecycle {
#[serde(default)]
pub status: LifecycleStatus,
/// Custom decay half-life override (days). If None, uses Tier default.
pub decay_half_life: Option<u32>,
pub last_injected: Option<DateTime<Utc>>,
/// Pinned by user — never auto-deprecated
#[serde(default)]
pub pinned: bool,
/// Muted by user — skip injection but don't delete
#[serde(default)]
pub muted: bool,
}
#[derive(Debug, Clone, Default, Serialize, Deserialize, PartialEq)]
#[serde(rename_all = "lowercase")]
pub enum LifecycleStatus {
#[default]
Active,
Deprecated,
Archived,
}
pub fn default_schema() -> u32 {
SCHEMA_VERSION
}
pub fn default_importance() -> f64 {
0.5
}
pub fn default_confidence() -> f64 {
0.5
}
#[cfg(test)]
mod tests;