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4 changes: 4 additions & 0 deletions .jules/bolt.md
Original file line number Diff line number Diff line change
Expand Up @@ -93,3 +93,7 @@
## 2026-05-20 - Joined Queries for Integrity Verification
**Learning:** Performing multiple sequential database queries to verify cryptographically chained records (e.g., fetching a record and then its associated token/metadata from another table) introduces unnecessary latency and increases database load.
**Action:** Consolidate associated data retrieval into a single SQL `JOIN` query within the verification hot-path. This reduces database round-trips and improves end-to-end latency for blockchain-style integrity checks.

## 2026-06-03 - Redundant Hot-Path Operations
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⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Fix future-dated journal entry timestamp.

The new section is dated 2026-06-03, but this PR was opened on 2026-05-21. Please use a non-future date (typically the PR/commit date) to keep the Bolt journal chronology accurate.

Suggested edit
-## 2026-06-03 - Redundant Hot-Path Operations
+## 2026-05-21 - Redundant Hot-Path Operations
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‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
## 2026-06-03 - Redundant Hot-Path Operations
## 2026-05-21 - Redundant Hot-Path Operations
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.jules/bolt.md at line 97, Update the journal header "## 2026-06-03 -
Redundant Hot-Path Operations" to a non-future date (e.g., the PR/commit date
2026-05-21) so the Bolt journal chronology remains correct; locate the header
line in .jules/bolt.md and replace the date portion "2026-06-03" with the
appropriate PR/commit date.

**Learning:** Redundant operations in hot paths, such as duplicate tokenization in RAG pre-processing or repeated `isdisjoint` checks during retrieval, introduce measurable latency without altering logic. These often stem from refactoring artifacts or copy-paste errors.
**Action:** Audit hot-path code (RAG retrieval, spatial loops, priority scoring) for line-for-line duplicates and redundant variable assignments. Consolidate logic to ensure each expensive operation (like `_tokenize`) is performed exactly once.
8 changes: 0 additions & 8 deletions backend/rag_service.py
Original file line number Diff line number Diff line change
Expand Up @@ -48,8 +48,6 @@ def _prepare_policies(self):
content = f"{title} {text}"
content_tokens = self._tokenize(content)

content_tokens = self._tokenize(content)

self._prepared_policies.append({
'title_tokens': self._tokenize(title),
'content_tokens': content_tokens,
Expand Down Expand Up @@ -83,8 +81,6 @@ def retrieve(self, query: str, threshold: float = 0.05) -> Optional[str]:
len_query = len(query_tokens)
if not len_query:
return None

query_len = len(query_tokens)
best_score = 0.0
best_formatted = None

Expand All @@ -95,10 +91,6 @@ def retrieve(self, query: str, threshold: float = 0.05) -> Optional[str]:
if query_tokens.isdisjoint(policy_tokens):
continue

# Optimized: Early exit using isdisjoint which is faster than computing intersection
if query_tokens.isdisjoint(policy_tokens):
continue

# Jaccard Similarity
# Optimization 2: Calculate intersection
intersection_len = len(query_tokens.intersection(policy_tokens))
Expand Down
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