blacksandbeacon

Second Brain

*Last synthesized: 2026-10-16

52 files

8 concept pages

offline, zero tokens*

Raw sources -> readmenator wiki -> links (Karpathy LLM Wiki Pattern, deterministic). Start here, then open one community page. Prefer grep over full reads.

Vault Overview

The codebase centres on cJSON.h, aes.h, cJSON.c. Architecturally it is 4 layers, dominant utility (39 files) across 8 import-based communities. Recorded risk surface: 0 security findings and 0 dependency cycles.

Surprising tissue lives between root, include: cJSON, bof/include: 3 extracted cross-community imports and 17 inferred bridges. Follow connections.json sorted by strength before refactoring.

Open work clusters around documentation (44% file coverage), 0 security findings, 5 taint paths, and 5 suggested exploration questions in queries.md.

Stats

Metric	Value
Files	52
Symbols	1075
Resolved imports	43
Languages	c, h, py, sh
Communities	8
Doc coverage	44% (23/52 files)
Security findings	0
Estimated read cost	~16954 tokens (chars/4, offline so $0)

Reading Order

1. Skim Stats and God Nodes below for blast radius.
2. Open the largest community page first, then follow Connections.
3. Use queries.md for the next question; log the answer there.

grep -rn '<keyword>' index.md community_*.md
readmenator query "<question>" --target blacksandbeacon

Concept Wiki

• root (10 files, cohesion 0.61)
• include: cJSON (9 files, cohesion 0.57)
• bof/include (7 files, cohesion 1.00)
• include: server (3 files, cohesion 1.00)
• include: aes (3 files, cohesion 0.40)
• include: config (3 files, cohesion 0.67)
• include: aes_cfb (2 files, cohesion 1.00)
• orphans (15 files, cohesion 0.00)

God Nodes

File	Score
cJSON.h	27.7
aes.h	22.1
include/cJSON.c	16.5
include/beacon_common.h	15.7
beacon.h	15.3

Strongest Connections

• 0 -> 1: depends_on (strength 0.9, EXTRACTED)
• 1 -> 4: depends_on (strength 0.9, EXTRACTED)
• 1 -> 5: depends_on (strength 0.9, EXTRACTED)
• 0 -> 4: duplicates (strength 0.54, INFERRED)
• 0 -> 2: shares_context (strength 0.5, INFERRED)
• 0 -> 6: shares_context (strength 0.5, INFERRED)
• 0 -> 7: shares_context (strength 0.5, INFERRED)
• 1 -> 2: shares_context (strength 0.5, INFERRED)
• 1 -> 6: shares_context (strength 0.5, INFERRED)
• 1 -> 7: shares_context (strength 0.5, INFERRED)

Navigation Tips

• Obsidian Graph View works: every community page links back here.
• connections.json is machine-readable for GraphRAG pipelines.
• REPORT.md states what was extracted vs inferred and current limits.
• Regenerate offline: readmenator . --rebuild (no network, no tokens).

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