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Phase 5: Autonomous Knowledge Architecture — implementation brief & funding plan

fundingFunding / sponsorship discussion Funding / sponsorship discussion

phase-5Phase 5: Autonomous Knowledge Architecture Phase 5: Autonomous Knowledge Architecture

Status: Open.

#115 In salishforge/memforge;

· salishforge opened on Apr 24, 2026

feat: scheduled consolidation with change budgets and cost tracking

enhancementNew feature or request New feature or request

featureNew functionality New functionality

Status: Open.

#54 In salishforge/memforge;

· salishforge opened on Apr 8, 2026

benchmark: add semantic and hybrid mode benchmark runs

enhancementNew feature or request New feature or request

testingTest coverage and quality Test coverage and quality

Status: Open.

#49 In salishforge/memforge;

· salishforge opened on Apr 8, 2026

benchmark: single-session-preference category underperforms at 66.7%

enhancementNew feature or request New feature or request

performancePerformance improvements Performance improvements

Status: Open.

#48 In salishforge/memforge;

· salishforge opened on Apr 8, 2026

benchmark: flat Recall@k curve suggests scoring granularity issue

enhancementNew feature or request New feature or request

testingTest coverage and quality Test coverage and quality

Status: Open.

#47 In salishforge/memforge;

· salishforge opened on Apr 8, 2026

Upgrade keyword search to BM25 via pg_textsearch

enhancementNew feature or request New feature or request

performancePerformance improvements Performance improvements

Status: Open.

#23 In salishforge/memforge;

· salishforge opened on Apr 3, 2026

Add architecture decision records (ADRs)

documentationImprovements or additions to documentation Improvements or additions to documentation

good first issueGood for newcomers Good for newcomers

help wantedExtra attention is needed Extra attention is needed

Status: Open.

#22 In salishforge/memforge;

· salishforge opened on Apr 3, 2026

Add integration guides for common agent frameworks

documentationImprovements or additions to documentation Improvements or additions to documentation

Status: Open.

#21 In salishforge/memforge;

· salishforge opened on Apr 3, 2026

Multi-model revision strategy for sleep cycles

enhancementNew feature or request New feature or request

featureNew functionality New functionality

Status: Open.

#13 In salishforge/memforge;

· salishforge opened on Apr 3, 2026