🎯 Truth Frequency Detection

What Qualifies as Tier 1

Tier 1 sources have legal or professional consequences for lying plus independent verification possible. These are the gold standard.

✅ Examples of Tier 1 Sources

🎯 Green Flags (High Frequency Signals)

• ✅ Multiple independent sources confirm the same facts
• ✅ Specific claims (names, dates, amounts)
• ✅ Documents exist and are publicly accessible
• ✅ Numbers add up when verified
• ✅ Logic is internally consistent
• ✅ Admission against interest (someone admits something that hurts their case)

💎 Why Trust Tier 1

When someone files with the SEC, they face criminal fraud charges if they lie. When a witness testifies under oath, perjury penalties apply. When researchers publish peer-reviewed work, their professional reputation is on the line.

Tier 1 sources have skin in the game. They lose something real if caught lying. That's what makes them reliable.

📊 Real-World Application

Example: Researching a company's financial health

Tier 1 approach: SEC filings, audited statements, court documents from litigation

Not Tier 1: Company press releases, CEO interviews, analyst opinions

The difference? Tier 1 sources have verification mechanisms and accountability.

What Qualifies as Tier 2

Tier 2 sources have professional reputation on the line plus editorial standards plus verifiable claims. Not perfect, but accountable.

✅ Examples of Tier 2 Sources

🎯 Green Flags (High Frequency Signals)

• ✅ Multiple independent sources verify claims
• ✅ Original reporting (not just aggregation)
• ✅ Subject matter expertise demonstrated
• ✅ Transparent methodology
• ✅ Corrections published when errors found
• ✅ Bylines attached (journalists stake reputation)

⚠️ Red Flags (Watch For These)

• 🚩 Anonymous sources without documentation
• 🚩 Single source, no corroboration
• 🚩 Vague claims without specifics
• 🚩 No subject response/rebuttal included
• 🚩 Partisan framing dominates facts

💎 Why Trust Tier 2

Professional journalists and experts have something to lose: their reputation. A pattern of inaccuracy ends careers. Editorial review catches obvious errors. Multiple sources prevent single-point manipulation.

Not as bulletproof as Tier 1, but still accountable.

📊 Real-World Application

Example: Researching a political scandal

Tier 2 approach: Cross-reference NYT, WSJ, Reuters, AP - look for consistent facts across partisan divides

Red flag: Only one outlet reporting, anonymous sources only, timeline inconsistencies

The difference? Tier 2 requires multiple independent verification and professional accountability.

What Qualifies as Tier 3

Tier 3 sources have single perspective plus potential bias plus limited verification. Can contain true information, but incomplete picture.

⚡ Examples of Tier 3 Sources

🎯 How To Use Tier 3

• ✅ Always note limitations: "According to [Source], which has not been independently verified..."
• ✅ Check funding: Who paid for this research?
• ✅ Look for corroboration: Do other sources confirm?
• ✅ Note agenda: Does the source benefit from this narrative?
• ✅ Treat as starting point: Not conclusion, but lead worth following

⚠️ Red Flags (Extreme Caution)

• 🚩 Methodology vague or missing
• 🚩 Funding source undisclosed
• 🚩 No opposing viewpoints presented
• 🚩 Data cherry-picked (only shows favorable results)
• 🚩 Conflicts of interest not disclosed

💡 Why Caution with Tier 3

Tier 3 isn't necessarily wrong - it's incomplete. A Heritage Foundation report on conservative policy isn't lying, but it's presenting one perspective. Same with Brookings Institution on liberal policy.

Use Tier 3 to understand a position, not as proof of truth.

📊 Real-World Application

Example: Researching climate policy effectiveness

Tier 3 approach: Read both conservative and liberal think tank reports, note where they agree (likely true), flag where they diverge (needs Tier 1-2 verification)

Red flag: Relying on single think tank as definitive proof

The difference? Tier 3 requires explicit attribution, noting bias, and seeking corroboration.

What Qualifies as Tier 4

Tier 4 sources have high manipulation risk plus agenda-driven content plus difficult verification. Only use if corroborated by Tier 1-2 sources.

⚠️ Examples of Tier 4 Sources

🚨 Red Flags (Danger Zone)

• 🚩 "Trust me bro" sourcing - no verification possible
• 🚩 Emotional manipulation - designed to trigger outrage, not inform
• 🚩 Vague claims - "experts say," "studies show" (which experts? which studies?)
• 🚩 Self-serving only - always supports their position, never admits weakness
• 🚩 Internal contradictions - page 3 says X, page 47 says opposite
• 🚩 Numbers don't work - math fails when you check it

⚡ When Tier 4 Might Be Useful

Scenario: Anonymous source makes specific claim that can be verified through documents.

Approach:

• Extract the verifiable claim
• Find Tier 1-2 sources confirming it
• Use those, not the Tier 4 source
• Tier 4 was just the pointer, not the proof

Never rely on Tier 4 alone. Ever.

💡 Why Extreme Caution

Tier 4 sources often contain some truth wrapped in lots of spin. The goal is manipulation, not information. Even when factually accurate, the framing distorts reality.

Extract facts. Verify independently. Ignore the spin.

📊 Real-World Application

Example: Political attack ad claims opponent "voted against veterans 47 times"

Tier 4 red flags: No context (voted against specific bills, not veterans generally), emotional manipulation, cherry-picked voting record

Tier 1-2 verification: Check actual voting record, read bill text, see what was actually voted on

The difference? Tier 4 requires forensic verification before trusting any claim.

What Qualifies as Tier 5

Tier 5 sources are unverifiable plus internally contradictory plus zero accountability. Using these damages your credibility and spreads misinformation.

Just walk away. Life's too short.

❌ Examples of Tier 5 Sources

🚨 Absolute Red Flags

• 🚩 "They don't want you to know this!" (who's "they"?)
• 🚩 "Share before they delete this!" (urgency manipulation)
• 🚩 All caps, excessive punctuation!!! (emotional manipulation over substance)
• 🚩 "Do your own research" (translation: I have no sources)
• 🚩 Math fails verification (claimed 3000% increase from 0.001% to 0.003%)
• 🚩 "Wake up sheeple!" (condescension replacing argument)
• 🚩 Every source is Tier 5 (YouTube videos citing Facebook posts citing random blogs)

💀 Why This Damages You

Using Tier 5 sources:

• Destroys your credibility with serious people
• Spreads misinformation that harms others
• Wastes your time on garbage
• Makes you look like you can't tell truth from fiction
• Pollutes your understanding of actual issues

Just don't. Ever.

🎯 The Facebook Uncle Test

Question: Can this source pass basic verification?

Tier 5 fails:

• ❌ Can't name the source ("experts say")
• ❌ Can't verify the claim (no documentation)
• ❌ Math doesn't work (numbers are made up)
• ❌ Logic fails (internally contradictory)
• ❌ Emotional manipulation > substance

If your Facebook uncle is sharing it as "proof," it's probably Tier 5.

📊 Real-World Application

Example: "5G towers cause baldness! Share before they delete!"

Tier 5 identification:

• No medical research cited
• Urgency manipulation ("share before delete")
• Extraordinary claim, zero evidence
• Logic fails (correlation ≠ causation)
• Can't name "they" who's supposedly hiding this

Response: Walk away. Block if necessary. Life's too short for Tier 5 garbage.