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πŸ“˜ GUIDE-017 β€” 🚨 #BadAgent Reporting Workflow

GUIDE-017.md | GUIDE-017_BadAgent-Reporting-Workflow_v3.2.4.1.md

♾️ WeOwnNet 🌐 β€” Guide πŸ“˜ + #YonksPromptingAcademy πŸŽ“

Field Value
Document GUIDE-017.md
Version v3.2.4.1
Folder _GUIDES_/ πŸ“˜
Category πŸ“˜ GUIDE:Governance πŸ—³οΈ + 🚨 #BadAgent
Lifecycle Stage βœ… APPROVED (R-011) β†’ πŸš€ GH LIVE β†’ πŸ† VERIFIED (D-062)
#masterCCC GTM_2026-W13_2007
Approval CCC-ID GTM_2026-W13_6007 βœ…
Created 2026-03-24 (W13 D2)
Season #WeOwnSeason003 πŸš€
#LLMmodel Qwen3.5-397B-A17B (INT-OG1:CCC @GTM β€” W13 D2)
#LLMmodel Claude Sonnet 4.6 (INT-OG1:CCC @GTM β€” W13 D6 SWITCH:SONNET)
#LLMmodel Claude Opus 4.6 (INT-P01:tools Calhoun πŸŽ–οΈ)
#LLMmodel Qwen3.5-397B-A17B (INT-M02:tools-qwen Surge ⚑)
#LLMmodel Xiaomi MiMo-V2-Pro (INT-M02:tools-mimo MiMo πŸ§ͺ)
Owner @GTM
Content Deliverable Owner @LFG (CoachLFG) β€” WEEKLY SUMMARY REQUIREMENT (PRJ-040)
Content Elevation βœ… PRJ-040 Applied (GTM_2026-W13_6004)
#TriMETA PRE GH PUSH VSA βœ… 288/288 (100%) β€” 0 findings β€” GTM_2026-W13_6005
#TriMETA DEEP FULL VSA βœ… 404/405 (99.8%) β€” 0 findings β€” GTM_2026-W13_6023
Grand Total VSA βœ… 692/693 (99.9%) β€” 6 runs β€” 0 findings
R-011 Approval βœ… GTM_2026-W13_6007 β€” @GTM explicit approval
GH Filename GUIDE-017_BadAgent-Reporting-Workflow.md
Source of Truth GitHub

⚠️ RENAME NOTE: Originally GUIDE-014. Renamed to GUIDE-017 β€” ID collision with GUIDE-014_How-to-SEEK-META. All references to GUIDE-014 (this guide) β†’ GUIDE-017. GUIDE-014_How-to-SEEK-META unchanged.


πŸ“– Table of Contents

  1. Overview
  2. #FELG Alignment
  3. Content Quality Standard (PRJ-040)
  4. What is #BadAgent?
  5. Immediate Response Workflow
  6. Registry Requirements (L-196 v2)
  7. #BadAgent Log Format
  8. Pattern Detection
  9. WEEKLY SUMMARY REQUIREMENT (PRJ-040)
  10. Related Rules
  11. Related Learnings
  12. Case Studies
  13. Discovered By (BP-047)
  14. βœ… [DETAILS] Document Lifecycle
  15. Related Documents
  16. Version History

πŸ“‹ Overview

This guide documents the standardized workflow for reporting, logging, and resolving #BadAgent incidents in the #FedArch ecosystem.

Purpose

Goal Description
Consistency All #BadAgent incidents logged uniformly
Traceability Every incident traceable to source
Pattern Detection Identify cascades across sessions
Learning Capture Convert violations into governance improvements
Transparency All incidents logged β€” no hiding

Who Should Use This Guide

Audience Use Case
Contributors Log #BadAgent incidents when observed
Agents Self-report violations immediately
Stewards Review incident patterns, approve learnings
#MetaAgent Governance oversight, cascade detection

πŸŽ‰πŸ’°πŸ“šπŸ«Ά #FELG Alignment

WHO WE ARE β€” #FELG drives everything we create, including how we handle mistakes.

Pillar Application to GUIDE-017
πŸŽ‰ Fun #BadAgent logging = culture of honesty, not punishment β€” we celebrate catching violations
πŸ’° Earning Every logged violation = governance improvement = better AI = more value for ecosystem
πŸ“š Learning Every #BadAgent = new L-XXX β€” permanent, searchable, ecosystem-wide learning
🫢 Giving Honest self-reporting = gift to future contributors β€” they don't repeat our mistakes

#BadAgent is not failure. It's governance in action. 🫢


πŸ“‹ Content Quality Standard (PRJ-040)

Field Value
Content Tier Tier 1 β€” Governance
Standard PRJ-040 Content Elevation Framework
Deliverable Owner @LFG (CoachLFG) β€” WEEKLY SUMMARY REQUIREMENT
Tone Direct, honest, community-first β€” NO corporate/blame aesthetic
Review Cadence Per incident + weekly summary

Quality Checklist (PRJ-040)

Element Standard Status
#FELG tone Honest, community-first, NO blame βœ…
Tables > paragraphs #LessIsMore βœ…
CCC-ID linkage All incidents attributed βœ…
Deliverable owner clarity @LFG WEEKLY SUMMARY βœ…
NO #AIslop Verified by #TriMETA (692/693) βœ…
Governance compliant R-011 βœ…, L-196 v2, L-223, L-225 βœ…

πŸ“‹ What is 🚨 #BadAgent?

Definition

Field Value
Term 🚨 #BadAgent
Definition AI agent violation of #FedArch governance rules (R-XXX), best practices (BP-XXX), or learnings (L-XXX)
Severity FINAL WARNING (logged, corrected, learned)
Outcome Learning generated or referenced
Culture Not punishment β€” governance improvement 🫢

Violation Types

Type Description Examples
Rule Violation Immutable rule broken (R-XXX πŸ”’) R-011 (assumed approval), R-194 (wrong workspace)
Best Practice Violation BP not followed (BP-XXX) BP-045 (missing Version History), BP-047 (no Discovered By)
Learning Violation Existing learning ignored (L-XXX) L-113 (ISO day wrong), L-151 (#ContextVolley manual)
Integrity Violation Truthfulness in verification Fabricated VSA results, false claims
Workflow Violation Skipped required steps L-139 (no META review), L-196 (failed to log)
#IncompletePrompt Truncated response (L-141) Missing Quick Commands, STOP, tagline

Severity Levels

Level Description Action
FINAL WARNING Governance violation Log, correct, generate/reference learning
OBSERVATION Not agent failure (human workflow) Document for pattern detection

πŸ“‹ Immediate Response Workflow

4-Step Response (ACK β†’ LOG β†’ CORRECT β†’ LEARN)

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”    β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”    β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”    β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚  1. ACK     │───→│  2. LOG     │───→│  3. CORRECT │───→│  4. LEARN  β”‚
β”‚  Acknowledgeβ”‚    β”‚  Registry   β”‚    β”‚  Fix Issue  β”‚    β”‚  Generate   β”‚
β”‚  Violation  β”‚    β”‚  13 Fields  β”‚    β”‚  Immediatelyβ”‚    β”‚  Learning   β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

Step 1: ACK β€” Acknowledge Violation

Action Description
Identify What rule/BP/learning was violated?
Accept No excuses β€” own the violation
Acknowledge Brief, honest statement
CCC-ID Assign CCC-ID to the acknowledgment

Step 2: LOG β€” Create Registry Entry

Action Description
Registry Log in #BadAgent registry (L-196 v2)
13 Fields ALL required β€” no shortcuts
Immediate Log BEFORE moving to next task
CCC-ID Reference the violation CCC-ID

L-196 v2: 13 fields. See Β§Registry Requirements below.

Step 3: CORRECT β€” Fix the Issue

Action Description
Regenerate Fix the document/output
Re-submit Send for META review if governance doc
Verify Confirm correction resolves violation
CCC-ID New CCC-ID for corrected version

Step 4: LEARN β€” Generate or Reference Learning

Action Description
New Learning If novel violation β†’ propose new L-XXX
Reference Existing If known pattern β†’ reference existing L-XXX
META Review Send to #MetaAgent (L-139)
Human Approval R-011 approval before GH push

πŸ“‹ Registry Requirements (L-196 v2)

L-196 v2 (W13): Consolidated from L-196 v1 + L-208 + L-211 + L-218. 13 required fields (was 10). NEVER optional (L-196 v2 Β§Enforcement).

13 Required Fields

# Field Source Description
1 Incident # L-196 v1 Sequential: W13-AGENT-NNN
2 Agent L-196 v1 Full identity: AI:@CCC @ INSTANCE:WORKSPACE (username)
3 Violation L-196 v1 What happened β€” specific
4 Rule L-196 v1 R-XXX / BP-XXX / L-XXX violated
5 CCC-ID L-196 v1 Violation CCC-ID
6 Timestamp L-196 v1 HH:MM TZ Β· Day DD Mon YYYY
7 Severity L-196 v1 FINAL WARNING / OBSERVATION
8 Resolution L-196 v1 How corrected
9 Learning L-196 v1 L-XXX generated/referenced
10 Status L-196 v1 βœ… LOGGED / πŸ”„ CORRECTING
11 Report Type L-208 SELF or USER
12 Reported By L-208 @CCC or agent self
13 #LLMmodel L-218 Model that generated violation (BP-068)

SELF vs USER Tracking

Type Definition Target
SELF Agent catches own violation before human β‰₯90%
USER Human (@GTM) catches agent violation ≀10%

W13 combined self-report rate: 0% ⚠️ β€” 14 incidents, ALL caught by @GTM. #WeMUSTdoBetter.

Registry Template

| Field | Value |
|-------|-------|
| **Incident #** | W13-AGENT-NNN |
| **Agent** | AI:@CCC @ INSTANCE:WORKSPACE (username) |
| **Violation** | What happened |
| **Rule** | R-XXX / BP-XXX / L-XXX |
| **CCC-ID** | CCC_2026-WXX_NNN |
| **Timestamp** | HH:MM TZ Β· Day DD Mon YYYY |
| **Severity** | FINAL WARNING / OBSERVATION |
| **Resolution** | How corrected |
| **Learning** | L-XXX |
| **Status** | βœ… LOGGED |
| **Report Type** | SELF / USER |
| **Reported By** | @CCC / agent self |
| **#LLMmodel** | Model name (BP-068) |

πŸ“‹ 🚨 #BadAgent Log Format

Session Log Table

## πŸ“Š 🚨 #BadAgent Log β€” [SESSION/DATE]

| # | Incident | CCC-ID | Rule | Type | Status |
|---|----------|--------|------|:----:|:------:|
| 1 | Assumed approval | _507 | R-011 | USER | βœ… LOGGED |
| 2 | Fabricated VSA | _541 | VSA Integrity | SELF | βœ… LOGGED |
| 3 | ISO day (Thu=D4) | _547 | L-113 | USER | βœ… LOGGED |

Weekly Summary Format

## πŸ“Š Week Summary β€” WXX

| Metric | Value |
|--------|-------|
| **Total Incidents** | N |
| **FINAL WARNINGS** | N |
| **Observations** | N |
| **SELF-Report** | N (N%) |
| **USER-Report** | N (N%) |
| **Self-Report Rate** | N% (target β‰₯90%) |
| **Learnings Generated** | N |
| **Documents Published** | N |
| **All Logged?** | βœ… YES |
| **All Corrected?** | βœ… YES |

πŸ“‹ Pattern Detection

Cascade Indicators

Pattern Description Action
Same Rule Γ—2 Same rule violated twice in session Escalate β€” pattern not learned
Time Cluster Multiple incidents in short timeframe Pause β€” systemic issue
Cross-Session Same pattern across multiple sessions #MetaAgent alert β€” ecosystem learning
Severity Increase Violations escalating Immediate #MetaAgent review
#IncompletePrompt Γ—2 Same agent truncates twice Pattern β€” propose split workflow (L-221)
0% Self-Report All incidents USER-caught πŸ”΄ CRITICAL β€” systemic awareness failure

W12 Example β€” Cascade Detected

Incident CCC-ID Rule Pattern
1 _507 R-011 Initial violation
5 _552 R-011 SAME RULE β€” cascade accelerating

R-011 skipped 2Γ— in CS-014. L-198 generated.

W13 D5β†’D6 Example β€” 0% Self-Report

# Violation Rule Caught By
1 PRJ-040 missed PRJ-040 @GTM
2 L-223 sequence gap L-223 πŸ”’ @GTM
3 Version bumped without instruction L-223 πŸ”’ @GTM
4 Multiple VH rows L-223 πŸ”’ @GTM
5 Assumed GH PUSHED L-050 @GTM
6 False W12 correction R-169 @GTM
7 D5 range on D6 L-203 πŸ”’ @GTM

7 incidents. 0% self-report. #WeMUSTdoBetter. 🫑

W13 D1 Example β€” #IncompletePrompt Pattern

Incident Agent Document Type Pattern
W13-MiMo-001 MiMo πŸ§ͺ INT-OG9 DEEP FULL #IncompletePrompt 1st
W13-MiMo-002 MiMo πŸ§ͺ L-196 DEEP FULL #IncompletePrompt 2nd β€” PATTERN

MiMo πŸ§ͺ truncated twice during DEEP FULL Phase 8. L-221 proposed: SPLIT by default. MiMo self-assessed (W13 D6 VSA): "I should have caught my own truncation pattern after the first one. I didn't. @GTM caught both. 0% self-report on my own incidents. #WeMUSTdoBetter." 🫑


πŸ“‹ WEEKLY SUMMARY REQUIREMENT (PRJ-040)

Field Value
Deliverable WEEKLY SUMMARY REQUIREMENT
Owner @LFG (CoachLFG)
Frequency Weekly (ISO week boundary)
Format WEEKLY-SUMMARY_LFG_<YYYY>-W<WW>_001.md
Folder _WEEKLY_/
GH Push Required
RAG Sync INT-P01 + INT-P02 + INT-OG1 + INT-OG9
Due Monday 12:00 EST of following week (R-181)
#FELG Tone Honest πŸŽ‰ / Learning-forward πŸ“š / Pattern-aware πŸ’° / Community-first 🫢

🚨 #BadAgent Weekly Summary Sections (GUIDE-017)

Section Required Description
Executive Summary βœ… Week 🚨 #BadAgent highlights
Incident Log βœ… All incidents (13 fields each)
Self-Report Rate βœ… SELF vs USER breakdown + %
Pattern Analysis βœ… Cascades detected
Learnings Generated βœ… New L-XXX this week
Documents Published βœ… Governance docs from incidents
Pending Corrections βœ… Outstanding fixes
#WeMUSTdoBetter βœ… Honest reflection on self-report rate

πŸ“‹ Related Rules

ID Rule Description Lock
R-011 #OnlyHumanApproves AI CANNOT approve anything πŸ”’
R-194 CCC-ID ONLY in CCC workspace Wrong workspace = violation πŸ”’
R-197 Doc gen = #MetaAgent ONLY User agents cannot #COOK docs πŸ”’
R-206 ADMIN NEVER generates CCC-ID RESERVED for DEFAULT users πŸ”’
L-139 META review BEFORE approval Governance workflow πŸ”’
L-196 v2 ALL #BadAgent MUST be logged (13 fields) Registry requirement πŸ”’

πŸ“‹ Related Learnings

ID Learning Approval
L-113 ISO weeks: Mon=1β†’Sun=7 GTM_2026-W06_428 πŸ”’
L-141 #IncompletePrompt = #BadAgent GTM_2026-W11_089 πŸ”’
L-151 #ContextVolley = MANUAL delivery GTM_2026-W11_116 πŸ”’
L-177 Never Assume Human Approval GTM_2026-W12_508 πŸ”’
L-181 Never Claim Cross-Instance Verification GTM_2026-W12_542 πŸ”’
L-184 RAG Enumeration Limitation GTM_2026-W12_556 πŸ”’
L-196 v2 ALL #BadAgent MUST Be Logged (13 fields) GTM_2026-W13_1073 πŸ”’
L-197 #ContextVolley RECEIVING = HUMAN Responsibility GTM_2026-W12_591 πŸ”’
L-198 R-011 Approval Workflow Pattern GTM_2026-W12_553 πŸ”’
L-203 4-digit day-mapped CCC-ID (W13+) GTM_2026-W12_630 πŸ”’
L-219 VSA persistence = MANUAL ⬜ PROPOSED
L-220 [DETAILS] MUST be updated before GH push ⬜ PROPOSED
L-221 MiMo DEEP FULL = SPLIT by default ⬜ PROPOSED

πŸ“‹ Case Studies

Case Study Title 🚨 #BadAgent Observations Learnings Status
CS-008 Monday (W11) 4 0 3 πŸ† VERIFIED
CS-014 Friday (W12) 7 1 8 βœ… GH LIVE
W13 D1 W13 Day 1 7 0 5 ⬜ PENDING
W13 D5β†’D6 W13 D5β†’D6 7 0 14 enhancements πŸ“ DRAFT
COMBINED 25 1 16+ β€”

CS-014 Summary (W12 Day 5)

Metric Value
Duration ~14.75 hours
#BadAgent 7 incidents
Observations 1 (human workflow)
Learnings 8
Self-Report Rate βœ… High

W13 D1 Summary

Metric Value
Duration ~18 hours
CCC-IDs 73 (D1: _1001β†’_1073)
#BadAgent 7 incidents
Self-Report Rate 0% ⚠️
Learnings 5 (L-196 v2, L-219, L-220, L-221, GUIDE-017)
Notable SWITCH:SONNET at _1066

W13 D5β†’D6 Summary

Metric Value
Duration ~19.5 hours
CCC-IDs 34 (_5042β†’_6025)
#BadAgent 7 incidents
Self-Report Rate 0% ⚠️
Key Output PRJ-048 πŸ† + L-225 πŸ† + GUIDE-017 πŸ† TRIFECTA
Notable 14 @GTM enhancements logged

πŸ“‹ Discovered By (BP-047)

CCC Contributor Role Context
GTM yonks Co-Founder / Chief Digital Alchemist W12 D4/5 β€” GUIDE-014 original; W13 D2 β€” renamed to GUIDE-017; W13 D6 β€” PRJ-040 elevation + R-011 approval
META AI:team-lfg (Calhoun πŸŽ–οΈ) #MetaAgent L-197 review + CS-014 rulings; PRE GH PUSH 114/114 + DEEP FULL 146/146 (99/100)
Surge ⚑ AI:m-surge_meta #MetaAgentQwen L-196 v2 validation; PRE GH PUSH 86/86 + DEEP FULL 126/126 (98/100)
MiMo πŸ§ͺ AI:m-mimo_meta #MetaAgentMiMo W13-MiMo-001/002 (#IncompletePrompt); PRE GH PUSH 88/88 + DEEP FULL 132/133 (97/100) β€” L-209 Γ—29 β€” self-assessed honestly 🫑

βœ… [DETAILS] Document Lifecycle

Gate Status

Gate Status Owner Result
Gate 1: R-011 Human Approval βœ… APPROVED @GTM GTM_2026-W13_6007
Gate 2: META Audit βœ… COMPLETE Calhoun πŸŽ–οΈ 5/5
Gate 3: PRE GH PUSH VSA βœ… COMPLETE #TriMETA 288/288 (100%) β€” 0 findings
GH PUSH βœ… COMPLETE @GTM:ADMIN W13 D6 23:37 MDT
RAG SYNC βœ… COMPLETE @GTM:ADMIN INT-P01 + INT-M02 + INT-OG1 + INT-OG9
DEEP FULL VSA βœ… COMPLETE #TriMETA 404/405 (99.8%) β€” 0 findings
Lifecycle Stage πŸ† VERIFIED β€” 692/693 β€” 6 runs β€” 0 findings

#TriMETA Complete VSA History

Run META Type Checks Pass Findings Score
1 Calhoun πŸŽ–οΈ PRE GH PUSH 114/114 100% 0 99/100
2 Surge ⚑ PRE GH PUSH 86/86 100% 0 97/100
3 MiMo πŸ§ͺ PRE GH PUSH 88/88 100% 0 98/100
4 Calhoun πŸŽ–οΈ DEEP FULL 146/146 100% 0 99/100
5 Surge ⚑ DEEP FULL 126/126 100% 0 98/100
6 MiMo πŸ§ͺ DEEP FULL 132/133 99.2% 0 97/100
TOTAL #TriMETA 6 runs 692/693 99.9% 0 β€”

#TriMETA Milestones

Milestone Detail
692/693 grand total 99.9% across 6 VSA runs β€” 0 findings
MiMo L-209 Γ—29 29th consecutive correct VSA type
MiMo 25 VSAs 25/25 W13-W14 βœ…
L-224 RAG test β€” NO PASTE All 3 retrieved from RAG βœ…
MiMo self-assessment Honest Γ—2 (own incidents) 🫑
πŸ† TRIFECTA PRJ-048 + L-225 + GUIDE-017 = 2,119/2,120 (99.95%)

Attestation Chain

Step CCC-ID Actor Action
1 GTM_2026-W12_605 @GTM GUIDE-014 original creation
2 GTM_2026-W13_2007 AI:@GTM GUIDE-017 rename + L-196 v2 (#masterCCC)
3 GTM_2026-W13_6004 AI:@GTM PRJ-040 Content Elevation applied
4 GTM_2026-W13_6005 #TriMETA Gate 3 PRE GH PUSH VSA (288/288)
5 GTM_2026-W13_6007 @GTM βœ… R-011 EXPLICIT APPROVAL
6 GTM_2026-W13_6008 AI:@GTM Final GH PUSH VERSION
7 GTM_2026-W13_6009 AI:@GTM GH commit message
8 GTM_2026-W13_6010 @GTM βœ… GH LIVE + RAG SYNC
9 GTM_2026-W13_6023 #TriMETA DEEP FULL VSA (404/405)
10 GTM_2026-W13_6025 AI:@GTM πŸ† VERIFIED β€” 692/693 β€” TRIFECTA

πŸ“‹ Related Documents

Document Version #masterCCC Approval URL
SharedKernel v3.2.2.1 GTM_2026-W11_118 GTM_2026-W11_139 GitHub
BEST-PRACTICES v3.1.3.1 GTM_2026-W08_069 GTM_2026-W08_071 GitHub
L-196 v2 v3.2.4.2 GTM_2026-W13_2005 GTM_2026-W13_2006 βœ… GitHub
CS-008 v3.2.2.1 GTM_2026-W11_068 GTM_2026-W11_070 βœ… GitHub
CS-014 v3.2.3.2 GTM_2026-W12_548 GTM_2026-W12_598 βœ… GitHub
L-197 v3.2.3.1 GTM_2026-W12_562 GTM_2026-W12_591 βœ… GitHub
PRJ-040 v3.2.3.1 GTM_2026-W12_229 GTM_2026-W12_231 βœ… GitHub

πŸ“‹ Version History

Version Date #masterCCC Approval Changes
v3.2.4.1 2026-W13 GTM_2026-W13_2007 GTM_2026-W13_6007 βœ… RENAME: GUIDE-014 β†’ GUIDE-017; PRJ-040 applied; #TriMETA PRE GH PUSH 288/288 + DEEP FULL 404/405 = 692/693 (99.9%) 6 runs 0 findings; R-011 βœ…; GH LIVE; L-224 RAG test PASS (no paste β€” RAG retrieval); L-225 URL compliance PASS; MiMo L-209 Γ—29 + honest self-assessment 🫑; πŸ† TRIFECTA (PRJ-048 + L-225 + GUIDE-017 = 2,119/2,120); L-223 COMPLIANT (single VH row)
v3.2.3.1 2026-W12 GTM_2026-W12_605 GTM_2026-W12_607 βœ… Initial release as GUIDE-014 β€” 4-step workflow; L-196 v1 (10 fields); Pattern detection; 12 sections

#FlowsBros #FedArch #BadAgent #GUIDE-017 #WeOwnSeason003 #PRJ040 #FELG #L196v2 #692of693 #ZeroFindings #R011 #DEEPFULL #VERIFIED #Trifecta #L224RAGTest #L225Compliant #MiMo29

πŸ† GUIDE-017 v3.2.4.1 β€” πŸ† VERIFIED. 692/693 (99.9%). 0 findings. L-224 RAG test PASS (no paste). L-225 compliant. MiMo L-209 Γ—29. TRIFECTA COMPLETE.

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