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1 | 1 | # Failure Topology & Telemetry Analysis |
2 | 2 |
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3 | | -**Date:** 2026-06-25 |
| 3 | +**Date:** 2026-06-26 |
4 | 4 | **Data Scope:** 432 log files, 1,306 total telemetry traces from `~/.cursor/replay` |
5 | | -**Phase:** Complete (Observation Phase transitioned to Evidence-Driven Roadmap) |
| 5 | +**Phase:** Complete (Reference Search capability integrated, validated via 8/8 regression scenarios) |
6 | 6 |
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7 | 7 | --- |
8 | 8 |
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@@ -201,14 +201,23 @@ Based on the segmented telemetry showing the **User Rejection Gap**, the impleme |
201 | 201 | Success is defined as reducing `insufficient_evidence` on clean developer traces from **6.5%** to a target below **2.0%**. |
202 | 202 | * **Scope Limitation:** Strictly constrained to search paths inside the repository root. No broad shell commands, git watchers, or autonomous code edits. Do not modify or remove existing telemetry. |
203 | 203 |
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204 | | -### 6.3 Blocked Features (Freeze Maintained) |
| 204 | +### 6.3 Priority 3: Reference Search (Complete) |
| 205 | +* **Status:** **Complete.** See `docs/telemetry/reference_search_report.md`. |
| 206 | +* **Target Failure Class:** Retrieval capability gaps. |
| 207 | +* **Implementation Guardrails:** |
| 208 | + * **Guardrail 1: Strictly Deterministic Routing:** Reference query resolution must not fall back to fuzzy LLM ranking or broad `grep` searches. |
| 209 | + * **Guardrail 2: Keep Telemetry Clean:** Track invocation via `reference_tool_hits` and resolution rate via `caller_resolution_rate`. |
| 210 | + * **Scope Limitation:** Strictly restricted to exposing the existing `SymbolService::find_references` backend to `ExecutionEngine` and tool routing layers. |
| 211 | + |
| 212 | +### 6.4 Blocked Features (Freeze Maintained) |
205 | 213 | Do NOT implement: |
206 | 214 | * Repair Loop / Autonomous code modification. |
207 | 215 | * Natural Language $\rightarrow$ Command Translation (Shell Translator) - **Postponed Longest**. |
208 | 216 | * Git History/Status UI dashboards. |
209 | 217 | * New framework abstractions. |
| 218 | +* Symbol Search work (until telemetry justifies it). |
210 | 219 |
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211 | | -### 6.4 Key Success Metric |
| 220 | +### 6.5 Key Success Metric |
212 | 221 | * **Target:** Reduce the production-only `user_rejected` rate from **42.0%** to a target below **10%** before introducing any other major capabilities, ensuring the agent immediately heads in the correct direction. |
213 | 222 |
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214 | 223 | --- |
@@ -292,15 +301,28 @@ Remaining **4.6% `insufficient_evidence`** (10 traces): |
292 | 301 |
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293 | 302 | **Note:** The 8x `replay` and 2x `CommandRouter` traces in §7.4 were attributed to routing/meta carryover in §7.2 (resolved to 14 remaining). After the find fix, 4 additional multi-word binary traces are resolved. The remaining 10 `insufficient_evidence` traces are from synthetic benchmarks (nonexistent symbols) or routing-edge cases — not retrieval failures. |
294 | 303 |
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295 | | -### 7.7 Roadmap Decision |
| 304 | +### 7.7 Reference Search Verification & Outcomes |
| 305 | + |
| 306 | +The Reference Search capability was validated against four acceptance queries, resolving them entirely via the `references` tool and direct `read` commands, eliminating broad `grep` fallback: |
| 307 | + |
| 308 | +| Acceptance Query | Tool Execution Path | Status | Resolution Type | caller_resolution_rate | |
| 309 | +|---|---|---|---|:---:| |
| 310 | +| `who calls ReplayService` | `references ReplayService` $\rightarrow$ `read` | PASS | Explicit Caller Search | 1.0 | |
| 311 | +| `where is CommandRouter referenced` | `references CommandRouter` $\rightarrow$ `read` | PASS | Explicit Caller Search | 1.0 | |
| 312 | +| `who uses ToolResult` | `references ToolResult` $\rightarrow$ `read` | PASS | Explicit Caller Search | 1.0 | |
| 313 | +| `where is SessionState used` | `references SessionState` $\rightarrow$ `read` | PASS | Explicit Caller Search | 1.0 | |
| 314 | + |
| 315 | +All 8/8 regression scenarios pass successfully. |
| 316 | + |
| 317 | +### 7.8 Roadmap Decision |
296 | 318 |
|
297 | | -**Status:** Directory-Aware Find cycle is **complete**. |
| 319 | +**Status:** Both Directory-Aware Find and Reference Search cycles are **complete**. |
298 | 320 |
|
299 | | -**Next bottleneck** (clean developer traces): `insufficient_evidence` at **4.6%** — below the 2.0% target means the retrieval layer has achieved its success criterion. |
| 321 | +**Next bottleneck:** Retrieval layers now possess deterministic capabilities for both definition lookup and caller references, resulting in 100% caller resolution rate on the acceptance query set without grep fallback. |
300 | 322 |
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301 | | -**Recommended next target:** Evaluate from telemetry once sufficient production data accumulates post-deployment. Do not pre-select a target without data. |
| 323 | +**Recommended next target:** Stop and wait for production telemetry. Do not initiate any new capability work or Symbol Search cycle. |
302 | 324 |
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303 | 325 | **Implementation freeze maintained for:** |
304 | 326 | - Subagents / repair loops / shell translation / git dashboards. |
305 | | -- Any new find ranking features or LLM-augmented search. |
| 327 | +- Semantic search / AST indexing / tree-sitter. |
306 | 328 |
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