Organism Architecture
Immunity
Defense & Truth Verification
Always on. Cross-validates every incoming signal against the existing knowledge base.
Flags hallucinations. Quarantines unsourced claims. Triggers inflammation when conflicts detected.
↕ Pipeline ↕
STAGE 0
Smell
STAGE 1
Ingest
STAGE 2
Chew
STAGE 3
Digest
STAGE 4
Ruminate
STAGE 5
Excrete
STAGE 6
Accumulate
Immunity Protocol
Protocol 1 · T-Cell Response
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
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
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.
Hesitation itself means it didn't pass.
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.
A knowledge base that only grows is a liability.
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.
Don't ask what you learned — ask what you built.
Philosophy
"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
Knowledge Organism · 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
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