Workspace Optimization Results

Claude Code source leak patterns applied to Continuous Claude — April 1, 2026

-2,574

Lines removed from always-on context

-315

MEMORY.md lines reduced (373 → 58)

84%

MEMORY.md compression ratio

New topic files extracted

P0: MEMORY.md — Pure Index Compression

Before

Lines373

Size28.8 KB

Lines actually loaded200 (54%)

Lines silently truncated173 (46%)

Topic files25

Full tables, code blocks, multi-line details all inline. Venture portfolio (15 lines), Flippa (21 lines), Gumroad (19 lines), X automation (34 lines), FB images (26 lines) — all jammed into the index.

→

After

Lines58

Size4.7 KB

Lines actually loaded58 (100%)

Lines silently truncated0

Topic files36

Pure pointer index. Each entry is 1-2 lines: topic link + one-sentence summary. All detail lives in dedicated topic files loaded on-demand.

New topic files extracted:

NEW venture_portfolio.md

NEW flippa_deal_scout.md

NEW gumroad_intelligence.md

NEW video_pipeline.md

NEW x_automation_standards.md

NEW ai_traffic_formula.md

NEW frequencyblockers_details.md

NEW thisaihouse_architecture.md

NEW pepguide_social.md

NEW culturedgrooming_images.md

NEW typefully_api.md

NEW 3d_printing.md

P1: Global Rules — Reference Tiering

Before

Rules files40

Total lines loaded every session3,756

Postgres reference lines1,756

Other reference lines818

All 40 files loaded into context on every single session start, regardless of task. 9 postgres files, supabase, wordpress, content pipeline, video pipeline — all always-on. Reinserted on every turn change.

→

After

Rules files (always-on)23

Lines loaded every session1,336

Reference files (on-demand)17

Reference lines (on-demand)2,574

Core behavior rules stay always-on. Reference material (postgres, supabase, wordpress, pipelines) moved to ~/.claude/references/ — loaded only when the task needs it.

Files moved to ~/.claude/references/:

MOVED postgres-advanced.md

MOVED postgres-connections.md

MOVED postgres-data-patterns.md

MOVED postgres-locking.md

MOVED postgres-maintenance.md

MOVED postgres-queries.md

MOVED postgres-rls.md

MOVED postgres-routing.md

MOVED postgres-schema.md

MOVED supabase-workflow.md

MOVED wordpress-server-optimization.md

MOVED content-pipeline.md

MOVED video-pipeline.md

MOVED internal-linking.md

MOVED review-methodology.md

MOVED knowledge-curation.md

MOVED org-recall.md

P2: Memory Consolidation Script

Before

Consolidation processNone

Duplicate detectionManual

Stale reference detectionNone

Budget enforcementSystem truncation

Memory only grew. No pruning, no contradiction detection, no staleness tracking. System silently truncated at 200 lines.

→

After

Consolidation processAutomated

Duplicate detectionFuzzy title matching

Stale reference detectionPath + file checks

Budget enforcement150-line / 15KB cap

scripts/core/consolidate_memory.py — audits budget, finds duplicates, detects stale refs, flags bloated topics. HTML report mode. Run weekly.

Combined Impact

Metric	Before	After	Change
MEMORY.md lines	373	58	-84%
MEMORY.md visibility	54% (200/373)	100% (58/58)	+46%
Always-on rules lines	3,756	1,336	-64%
Total context per session	~4,129 lines	~1,394 lines	-66%
Topic files (memory)	25	36	+11
Reference files (on-demand)	0	17	+17
Consolidation automation	None	Weekly script	New

Bottom line: Every future session starts with 66% less context overhead. MEMORY.md is 100% visible (was 54%). Reference material is still accessible via ~/.claude/references/ but no longer burns tokens on every turn of every session.

Patterns sourced from: "Claude Code's Source Got Leaked. Here's What's Actually Worth Learning" by Pawel Jozefiak (April 2026). Applied: 3-layer memory with pure index, reference tiering, autoDream-inspired consolidation.