Organism Architecture · 有機體架構
Immunity · 免疫
Defense & Truth Verification · 防禦與真偽辨識
Always on. Cross-validates every incoming signal against the existing knowledge base.
Flags hallucinations. Quarantines unsourced claims. Triggers inflammation when conflicts detected.
永遠運作。對比現有知識庫交叉驗證每個新信號。標記幻覺，隔離無來源論點，衝突時觸發炎症反應。
永遠運作。對比現有知識庫交叉驗證每個新信號。標記幻覺，隔離無來源論點，衝突時觸發炎症反應。
↕ Pipeline · 流水線 ↕
STAGE 0
聞
Smell
STAGE 1
攝取
Ingest
STAGE 2
咀嚼
Chew
STAGE 3
消化
Digest
STAGE 4
反芻
Ruminate
STAGE 5
排泄
Excrete
STAGE 6
累積
Accumulate
Immunity Protocol · 免疫協議
Protocol 1 · T-Cell Response
T 細胞反應 · Cross-Validation
When Gemma 4 reads new content, it cross-references your existing knowledge base.
If new information
conflicts with established facts, inflammation is triggered —
user is notified for manual review. Content is quarantined until resolved.
NEW INFO → Compare with KB → Conflict?
YES → 🔴 QUARANTINE + notify user
NO → ✅ Proceed to digest
YES → 🔴 QUARANTINE + notify user
NO → ✅ Proceed to digest
Protocol 2 · Antigen Neutralization
抗原中和 · Source Enforcement
Every claim extracted during Stage 3 must carry a source link.
No source = potential virus. Claims without sources are tagged
[UNVERIFIED] and stored in /quarantine/ —
never merged into the main knowledge base until manually verified.
RULE: Every factual claim → [Source: URL]
Missing source →
Quarantine reviewed monthly in Stage 5.
Missing source →
[UNVERIFIED — QUARANTINE]Quarantine reviewed monthly in Stage 5.
Minimum Viable Koganism · 最小可行實踐
01
One Signal Source
Start with one. HN front page, or five GitHub repos you actually care about. Not ten. One.
Smell is cheap. Eating is expensive.
02
Doubt = Reject
If you're unsure whether something passes threshold, it doesn't. Hesitation is the signal failing.
猶豫本身就是不達標。
03
One-Sentence Digest
After reading, can you say "this changed how I think about X"? If not, digestion failed.
No sentence = not digested.
04
Monthly Excretion
One day a month: delete more than you added. This is the hardest habit. It's also the most important one.
只增不刪的知識庫是負債。
05
Metabolism Check
Weekly: did anything you ingested this month appear in a project or decision? Zero = zero metabolism.
Knowledge that doesn't act, doesn't count.
06
Build to Digest
Karpathy's actual method: implement from scratch. Output forces input to be real. Don't ask what you learned — ask what you built.
不問學到什麼，問建了什麼。
Philosophy · 哲學
"Karpathy builds understanding from first principles — starting from zero, deriving everything.
Koganism builds intuition from metabolized and immune-filtered signals.
The difference isn't depth. It's defense."
Koganism builds intuition from metabolized and immune-filtered signals.
The difference isn't depth. It's defense."
Koganism
知機體 · noun · philosophy
The belief that knowledge should behave like a living organism — metabolizing, defending, pruning, and evolving.
Not a tool you use.
An organism you grow.
The belief that knowledge should behave like a living organism — metabolizing, defending, pruning, and evolving.
Not a tool you use.
An organism you grow.
Implementation Roadmap · 實作路線圖
CONCEPT
Framework & Philosophy Designed
Stage 0–6 pipeline · Immunity Protocol · Metabolism layer · Koganism named
NEXT
Stage 0: Signal Scanner
GitHub Trending + Hacker News crawler · Relevance scoring · Threshold logic
STAGE 1–2
Ingestion + Markdown Conversion
Full content fetch · HTML → Markdown · Noise removal
STAGE 3
Claude + Gemma 4 Digest Layer
Fast pass (Claude) · Deep pass (Gemma 4 via Ollama) · Immunity Protocol active
STAGE 5
Automated Excretion + Quarantine Review
Monthly pruning scheduler · Duplicate detection · Quarantine folder management
STAGE 6
RAG Sync + Metabolism Metrics
Real-time retrieval layer · Output tracking · Accumulation dashboard
STAGE 4
Rumination Engine
Cross-reference with active projects · Productive friction · Connection surfacing
PUBLISH
GitHub + X Launch
Public repo · koganism.com · @koganism on X