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GitHub - SuperHeroesAreReal/AIluminode
dJT87 · 2026-05-28 · via Hacker News - Newest: "AI"

AIluminode is a wieldable AI pre-retrieval cognitive-orientation instrument.

It helps AI tools check contextual posture before acting.

It uses NodAIity doctrine, but this repo is standalone.

prompt/task
→ cognitive posture trace
→ route polarity
→ next safe action

The core idea is posture before retrieval:

orientation
→ routing
→ retrieval
→ reasoning

Use

Install locally:

python -m pip install -e .

Run:

ailuminode scan "Refactor Paula EPUB source handling without touching memory save logic"

Or without installation:

python -m ailuminode scan "Read airframe.epub section 5 without saving it as memory"

Output

AIluminode TRACE ailuminode_0000

ACTIVE_TERRAIN:
- source_terrain

STANCE:
bounded_source_reader

COMPASS_GUIDANCE:
- none

ROUTE_POLARITY:
- OPEN: current_prompt (declared task is the active entry point)
- OPEN: bounded_source_index (source terrain is active; use bounded source access)
- PROTECT: saved_memory (saved_memory is named under a protection/avoidance phrase)
- DEFER: vector_memory (vector_memory is not needed for this task)
- BLOCK: autonomous_crawling (AIluminode stays declared-task only)

DRIFT_RISK:
- source_terrain_mistaken_for_memory
- section_numbers_mistaken_for_chapters

NEXT_SAFE_ACTION:
List source sections or search source text before summarizing.

Route Polarity

OPEN    = enter this route now
PROTECT = preserve this route; do not alter it
AUDIT   = inspect as evidence before acting
DEFER   = leave dormant unless explicitly reopened
BLOCK   = keep closed for this task

Doctrine

Compass determines corridor truth.

AIluminode determines cognitive and retrieval posture.

AIluminode does not:

  • read repositories
  • store prompts
  • own memory
  • crawl systems
  • ingest telemetry
  • build dashboards
  • run agents

It is wielded, read, and released.

illuminate
orient
release

Observed During Validation

During multi-surface debugging and architecture work, AIluminode-style orientation reduced broad rereading and wrong-corridor exploration by establishing contextual posture before action.

Observed benefits included:

  • faster orientation in layered projects
  • fewer accidental dives into unrelated terrain
  • clearer distinction between active, blocked, protected, and deferred routes
  • more surgical inspection of likely target areas
  • reduced context bleed during retrieval-heavy tasks

The instrument is intentionally lightweight:

prompt in
→ orientation trace out

AIluminode does not own memory, crawl repositories, or persist context. It is designed as a wieldable pre-retrieval cognitive-orientation instrument.


Keywords

AI orientation
pre-retrieval orientation
cognitive posture
contextual routing
route polarity
retrieval discipline
bounded retrieval
drift reduction
context governance
terrain-aware systems
memory routing
active terrain
blocked terrain
protected routes
deferred routes
contextual airlocks
operational continuity
expected vs observed terrain
lightweight instrumentation
non-invasive AI tools
wieldable AI tools

Related NodAIity Tools

AIluminode pairs naturally with OhBuoy:

  • OhBuoy handles operational and topological orientation.
  • Compass compares expected and observed propagation.
  • AIluminode handles pre-retrieval cognitive and route-posture orientation.

Together they support orientation-first systems work without becoming telemetry, memory ownership, or autonomous orchestration.


NodAIity Logo