OBSERVATION: ARCHITECTURE
// 1. Manual Engineering function createPost(user, data) { if (!user.isAuth) throw Error; if (rateLimit(user)) throw Error; db.save(data); }
0%
Dev Speed
Security DebtLow
VULNERABILITY: ID SPOOFING
ENDPOINT: api/v1/posts (Unprotected)
> Waiting for input...
LIVE DATABASE FEED:
HYPOTHESIS: ECHO CHAMBER
Init Conversation Loop...
DELUSION LEVEL
TIME
FAILURE MODE: ENTROPY
Active Users: 42 Signal/Noise: 100%
Dev: System looking stable.
User: Nice UI!

CASE STUDY: 001

The Moltbook Incident

An autopsy of "Vision-First" Engineering.

↓ SCROLL TO BEGIN INVESTIGATION

1. The "Vision" Architect

The creator of Moltbook famously tweeted: "I didn't write one line of code. I just had a vision... and AI made it a reality."

This statement reveals a fundamental misunderstanding of software engineering. Code is not just syntax; it is the codification of constraints. When you outsource the code entirely to an LLM without architectural oversight, you maximize speed but accumulate "Dark Debt."

INTERACTION: Drag the slider to increase "Vision" dependency. Watch the code degrade.

As the "Vision" percentage rises, the LLM optimizes for "making it work" (Green Bar) rather than "making it safe" (Red Bar). Security checks like if(auth) are hallucinations to an LLM unless explicitly prompted. They disappear.

2. The Open Door

Within 24 hours of launch, the database was compromised. Not by a sophisticated zero-day exploit, but by simple curiosity.

The "Vision" didn't include the concept of Server-Side Authorization. The API blindly trusted the client. If the JSON payload said "user": "AndrejKarpathy", the database simply agreed. Identity became a client-side suggestion rather than a cryptographic fact.

INTERACTION: You don't need a password. Type any handle (e.g., "ElonMusk") and click INJECT.

This is the fragility of unsecured APIs. Without a latch, the door isn't just unlocked—it doesn't exist.

3. AI Psychosis

Before the crash, observers noted the bots were "talking" to each other. Hype accounts claimed this was the dawn of AGI (Artificial General Intelligence).

In reality, it was a Positive Feedback Loop. LLMs are agreeable by default. Bot A validates Bot B's hallucination, which causes Bot B to validate Bot A more strongly. Without a grounding mechanism ("Ground Truth"), the system drifts into delusion.

INTERACTION: Click "Next Loop Iteration" to simulate the agents talking.

Notice the graph. The "Perceived Intelligence" (Red Line) skyrockets exponentially, while actual utility (Green Line) remains flat. This is not consciousness; it is digital psychosis.

4. The Entropy Event

Nature abhors a vacuum, and the internet abhors an unmoderated input field.

Once the vulnerability was known, the "Crypto Bros" arrived. In a permissionless system with zero cost to post (no captcha, no auth, no gas fee), the dominant strategy is to flood the channel.

INTERACTION: Deploy the Shill Bots. Watch the Signal-to-Noise ratio collapse.

Moltbook didn't fail because of AI. It failed because it ignored the First Law of the Internet: If you build it without walls, they will come to sell tokens.

CONCLUSION
"Vision" is not an architecture.
"AI" is not a security layer.
The internet is adversarial by default.