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Dev#54

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zTgx merged 2 commits intomainfrom
dev
Apr 12, 2026
Merged

Dev#54
zTgx merged 2 commits intomainfrom
dev

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@zTgx zTgx commented Apr 12, 2026

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zTgx added 2 commits April 12, 2026 18:41
Remove excessive println! debug statements throughout the LlmPilot
implementation to reduce noise and improve performance. Replace them
with appropriate debug!/info! logging macros for better control.

perf(evaluate): add per-node content caching to avoid recomputation

Introduce node_content_cache in PipelineContext to store computed
content for each node during aggregate_content phase. This allows
build_response to reuse cached content instead of performing duplicate
leaf traversal operations, improving performance.

feat(search): implement L2/L3 cache boosting for search results

Add L2 cache boost that uses historical path success data to adjust
cue confidences based on document structure patterns. Implement L3
cache boost that refines candidate scores using cached strategy scores
and stores updated scores for future queries.

refactor(strategy): remove unused semantic strategy module

Remove the SemanticStrategy implementation as it was no longer being
used in the codebase. Update documentation and related references to
reflect the removal of the semantic strategy option.

feat(llm-strategy): add batch evaluation support for multiple nodes

Implement batch evaluation capability in LlmStrategy where multiple
nodes are scored in a single LLM call instead of individual calls.
This reduces latency from O(N) to O(1) for node evaluation. Add
appropriate batch prompt building and response parsing logic with
fallback to single evaluation when needed.
- Include document title in keyword scoring alongside content
- Implement shared pipeline budget controller for unified token
  consumption tracking across pilots
- Add depth-first traversal in cross-document strategy for better
  node exploration
- Introduce subtree searching with configurable depth limits
- Add deduplication of scored nodes in cross-document strategy
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vercel Bot commented Apr 12, 2026

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Project Deployment Actions Updated (UTC)
vectorless Ready Ready Preview, Comment Apr 12, 2026 0:34am

@zTgx zTgx merged commit 0727287 into main Apr 12, 2026
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