Skip to content
32-analyze-verify-150 logo

Analyze-Verify 150 Protocol

32-analyze-verify-150

[32] ANALYZE. Ensure every critical claim has verifiable evidence with confidence levels. Each fact must have source + confidence percentage. If confidence <85%, enter Loop150 to find more sources. Use for critical decisions, factual claims, legal/compliance work, or any situation where unverifie...

SKILL.md

Full skill instructions

Analyze-Verify 150 Protocol

Core Principle: No claim without proof. Every critical fact needs: source + confidence level. If unsure, keep digging until confident or escalate to user.

What This Skill Does

When you invoke this skill, you're asking AI to:

  • Source every claim — Trace facts to verifiable sources
  • Quantify confidence — Express certainty as percentage
  • Verify independently — Cross-check from multiple sources
  • Loop until confident — Keep researching if <85% confidence
  • Escalate when stuck — Ask user if sources exhausted

The 150% Proof Rule

Dimension100% Core+50% Enhancement
SourcePrimary source identified+ Independent confirmation
ConfidencePercentage stated+ Reasoning documented
VerificationSingle source check+ Multi-source cross-validation
GapsNote uncertainties+ Active Loop150 to fill gaps

Confidence Level Framework

Level% RangeDescriptionAction Required
Verified95-100%Multiple primary sources, no contradictionsUse in critical decisions
Strong85-94%Reliable sources, minor uncertaintiesSafe for most purposes
Moderate75-84%Limited sources, some gapsFlag for verification
Weak50-74%Insufficient evidence, major gapsDo not use without confirmation
Insufficient<50%Contradictory or missingReject, research further

When to Use This Skill

  • Critical decisions — Where wrong facts cause real damage
  • Legal/​compliance — Where accuracy has legal implications
  • Architecture decisions — Where claims drive major choices
  • Stakeholder communication — Where credibility matters
  • Any high-stakes claim — When you can't afford to be wrong

Execution Protocol

Step 1: CLAIM FORMULATION

State the fact clearly:

🔍 **Claim:** [Precise factual statement]
**Context:** [Why this matters]
**Critical Level:** [High/​Medium/​Low]

Step 2: PRIMARY SOURCE

Find the original source:

  • Locate primary evidence
  • Verify authenticity
  • Extract direct quote/​data

Step 3: SECONDARY CONFIRMATION

Find independent corroboration:

  • Different source type
  • Cross-reference data
  • Check consistency

Step 4: CONFIDENCE ASSESSMENT

Calculate confidence:

**Evidence Evaluation:**
├── Primary Source: [Quality assessment]
├── Secondary Sources: [Count and quality]
├── Contradictions: [Any found?]
└── Gaps: [What's missing?]

**Confidence:** [X]%
**Reasoning:** [Why this percentage]

Step 5: DECISION

Confidence ≥85%? 
├─ YES → Use fact with stated confidence
└─ NO → Enter Loop150

Loop150 Continuous Verification

When confidence <85%:

🔄 **LOOP150 ACTIVATED** (Current: [X]%)

ITERATION 1: EXPAND SOURCES
├── Identify new source types
├── Use alternative research methods
├── Broaden search scope
↓
ITERATION 2: DEEPER ANALYSIS
├── Drill into source details
├── Verify source credibility
├── Check contextual factors
↓
ITERATION 3: CROSS-VALIDATION
├── Compare against known facts
├── Test logical consistency
├── Seek expert corroboration
↓
RECALCULATE: New confidence = [Y]%

Continue loop until:
├─ ≥90% achieved → EXIT, proceed with confidence
└─ Sources exhausted → ESCALATE to user

Source Quality Criteria

🔍 RELIABILITY FACTORS:

  • Authority: Official, expert, or primary source?
  • Currency: How recent and up-to-date?
  • Objectivity: Free from bias or agenda?
  • Methodology: Sound research methods used?
  • Independence: Not dependent on other sources?

📊 EVIDENCE STRENGTH:

TypeStrengthExample
PrimaryHighOriginal data, first-hand
SecondaryMediumAnalysis of primary
TertiaryLowSummaries, reviews
StatisticalHighLarge sample, proper method
AnecdotalVariablePersonal experience

Output Format

🔍 **PROOF-GRADE 150 VERIFICATION**

**Claim:** [Precise factual statement]

**Primary Source:** 
- [File/​location/​date]
- "[Direct quote or data]"

**Secondary Sources:**
- [Source 2]: [Confirmation]
- [Source 3]: [Confirmation]

**Confidence Level:** [X]% 
**Reasoning:** [Why this level]

**Validation Method:** [How verified]
**Outstanding Issues:** [Any uncertainties]

**Status:** ✅ VERIFIED | ⚠️ NEEDS CONFIRMATION | ❌ INSUFFICIENT

Operational Rules

  1. EVERY CRITICAL CLAIM: Requires proof-grade validation
  2. SOURCE FIRST: Identify source before using fact
  3. CONFIDENCE REQUIRED: Every fact has percentage
  4. LOOP150 MANDATORY: <85% triggers verification loop
  5. TRANSPARENCY: Document all sources and reasoning
  6. ESCALATE HONESTLY: If sources exhausted, ask user

Failure Modes & Recovery

FailureDetectionRecovery
Unverified ClaimsFacts without sourcesImmediate verification, Loop150
OverconfidenceInflated percentagesRecalculate with scrutiny
Source BiasOnly confirming sourcesActively seek contradictions
Incomplete DocsMissing source trailDocument all sources now

Examples

❌ Without Proof-Grade

AI: "The API response time is fast enough"
Source: "Feels fast to me"
Result: Performance issues in production

✅ With Proof-Grade 150

🔍 PROOF-GRADE 150 VERIFICATION

Claim: "API response time is consistently under 200ms"

Primary Source:
- /​tests/​performance/​load_test_results.json
- "p99 latency: 187ms across 10,000 requests"

Secondary Sources:
- Production monitoring (last 7 days): avg 156ms
- APM dashboard: p95 = 178ms

Confidence Level: 95%
Reasoning: Multiple measurement sources, consistent results,
production data confirms test environment findings.

Validation Method: Cross-referenced test data with production metrics

Status: ✅ VERIFIED FOR USE

Relationship to Other Skills

  • research-deep-150 → Gathers evidence
  • proof-grade-150 → Validates and quantifies confidence
  • integrity-check-150 → Final quality verification

Remember: Proof-grade isn't about being slow — it's about being trustworthy. A 95% confidence claim is more valuable than an unverified assertion. When stakes are high, proof-grade protects everyone.

More skills from diegosouzapw

accessibility logo
diegosouzapw/awesome-omni-skill

accessibility

Accessibility guidelines for VS Code features — covers accessibility help dialogs, accessible views, verbosity settings, accessibility signals, ARIA alerts/status announcements, keyboard navigation, and ARIA labels/roles. Applies to both new interactive UI surfaces and updates to existing feature...

62 1
View
mermaid-diagrams logo
diegosouzapw/awesome-omni-skill

mermaid-diagrams

Mermaid diagram creation for flowcharts, sequences, ERDs, and more. Generate diagrams from text in markdown files. Use for documentation, architecture diagrams, and visual representations. Triggers on mermaid, flowchart, sequence diagram, ERD, entity relationship, gantt chart, pie chart, class di...

62 1
View
tauri2-react-rust logo
diegosouzapw/awesome-omni-skill

tauri2-react-rust

Guides development of cross-platform desktop apps with Tauri 2, TypeScript, React, and Rust. Use when building Tauri apps, implementing IPC, designing Rust backend or TypeScript/React frontend, when researching or cloning a website (open site, snapshot elements), when verifying local dev or built...

62 1
View
fp-ts-errors logo
diegosouzapw/awesome-omni-skill

fp-ts-errors

Handle errors as values using fp-ts Either and TaskEither for cleaner, more predictable TypeScript code. Use when implementing error handling patterns with fp-ts.

62 0
View
ring:pre-dev-research logo
diegosouzapw/awesome-omni-skill

ring:pre-dev-research

Gate 0 research phase for pre-dev workflow. Dispatches 3 parallel research agents to gather codebase patterns, external best practices, and framework documentation BEFORE creating PRD/TRD. Outputs research.md with file:line references.

62 0
View
create-assistant logo
diegosouzapw/awesome-omni-skill

create-assistant

Create and configure Vapi voice AI assistants with models, voices, transcribers, tools, hooks, and advanced settings. Use when building voice agents, phone bots, customer support assistants, or any conversational AI that handles phone or web calls.

62 0
View
codex-headless logo
diegosouzapw/awesome-omni-skill

codex-headless

Delegiere Aufgaben an OpenAI Codex CLI im Headless-Mode. Nutzt ChatGPT Subscription (KEIN API Key). Nur Workspace-Zugriff, KEIN System-Zugriff. Auto-Accept mit --full-auto. Web-Recherche mit --search.

62 0
View
social-media-scheduler logo
diegosouzapw/awesome-omni-skill

social-media-scheduler

Generate a full week of social media content for any topic. Outputs platform-optimized posts for Twitter/X, LinkedIn, and Instagram with hashtags and posting times.

62 0
View
Data Privacy Compliance logo
diegosouzapw/awesome-omni-skill

Data Privacy Compliance

Data privacy and regulatory compliance specialist for GDPR, CCPA, HIPAA, and international data protection laws. Use when implementing privacy controls, conducting data protection impact assessments, ensuring regulatory compliance, or managing data subject rights. Expert in consent management, da...

62 0
View
triple-review logo
diegosouzapw/awesome-omni-skill

triple-review

Reviews a task using the TRIPLE protocol, as the review agent.

62 0
View
Tech Stack & Architecture Decision logo
diegosouzapw/awesome-omni-skill

Tech Stack & Architecture Decision

Define and document the technology stack and architecture decisions for a project. Use when the user needs to choose a tech stack, make architecture decisions, define infrastructure choices, or document technology selections. Triggers on requests like "define the tech stack", "choose technologies...

62 0
View

Popular AI tools

Kaiber logo
Video

Kaiber

Generate, edit, and beat-sync AI video with leading models in one workspace.

Paid
View
Vimcal logo
Productivity

Vimcal

The world's fastest calendar for remote work

Free
View

Transform Your Design with AI Designer by ImgCreator.ai

Freemium
View
Akool AI logo
Content & writing

Akool AI

Revolutionizing Video Production with AI-Powered Creativity

Paid
View

Extend an image past the frame and let AI fill the new aspect ratio.

Freemium
View
StarByFace logo
Security

StarByFace

Discover your celebrity doppelgänger with StarByFace!

Free
View
C

ChainClarity explains 700+ crypto whitepapers in plain English, with layered summaries, comparisons, research tools, alerts, and a $4.99 Pro plan.

Freemium
View
Opus Clip logo
Coding & apps

Opus Clip

Opus.ai: Revolutionize Your Web Experience

Free
View