| Bonus Resources.txt | 102.4 B | ||
| Get Bonus Downloads Here.url | 204.8 B | ||
| ~Get Your Files Here ! | |||
| 1 - When the Alarm Is an AI | |||
| 1. Quiz 1 — When the Alarm Is an AI.html | 22.8 KB | ||
| 1. The Night Atlas Went Rogue — A 4 a.m. Cold Open.mp4 | 102.2 MB | ||
| 2. Meet Meridian Health — Your Incident Environment.mp4 | 116.8 MB | ||
| 3. Why Your Runbook Breaks on Non-Deterministic Systems.mp4 | 87.8 MB | ||
| 4. The AI Incident Lifecycle — Detect, Contain, Eradicate, Recover.mp4 | 110.9 MB | ||
| atlas-ir-lab | |||
| README.md | 5 KB | ||
| atlas | |||
| __init__.py | 204.8 B | ||
| agent.py | 3.2 KB | ||
| casefile.py | 5.7 KB | ||
| config.py | 2 KB | ||
| db.py | 2.3 KB | ||
| eval.py | 3.5 KB | ||
| evidence | |||
| 2 - Detection & Telemetry | |||
| 2. Quiz 2 — Detection & Telemetry.html | 22.2 KB | ||
| 3 - Severity, Triage & Declaration | |||
| 10. The AI Severity Matrix — Blast Radius, Autonomy, Data Class, Reversibility.mp4 | 93 MB | ||
| 11. Declaring an Incident — Roles, the Bridge, and Who Owns the Model.mp4 | 111.9 MB | ||
| 12. Preserve Before You Touch — Evidence at the Moment of Detection.mp4 | 90.3 MB | ||
| 13. The Reproducibility Problem — Can You Even Trigger It Again.mp4 | 85.5 MB | ||
| 3. Quiz 3 — Severity, Triage & Declaration.html | 22.4 KB | ||
| 4 - Containment Mechanics | |||
| 14. The Containment Toolkit — Kill, Throttle, Revoke, Roll Back, Isolate.mp4 | 113.1 MB | ||
| 15. Killing an Agent Safely — Draining vs. Hard Stop, and In-Flight Actions.mp4 | 90.8 MB | ||
| 16. Revoking Capability — Tokens, Scopes, MCP Servers, Plugins.mp4 | 98.9 MB | ||
| 17. Model & Prompt Rollback — Versioning as a Containment Control.mp4 | 86.9 MB | ||
| 18. Containment Blast Radius — What Breaks When You Pull the Plug.mp4 | 107.6 MB | ||
| 4. Quiz 4 — Containment Mechanics.html | 22.5 KB | ||
| 5 - Playbooks I Injection, Poisoning & Leakage | |||
| 19. Playbook — Direct & Indirect Prompt Injection.mp4 | 90 MB | ||
| 20. Playbook — Poisoned Memory & Persistent Context Compromise.mp4 | 84.4 MB | ||
| 21. Playbook — Data Leakage & PII Exfiltration Through the Model.mp4 | 96.6 MB | ||
| 22. Playbook — Compromised MCP Server or Plugin.mp4 | 98.4 MB | ||
| 23. Playbook — Model or Supplier Compromise.mp4 | 87.7 MB | ||
| 5. Quiz 5 — Playbooks I Injection, Poisoning & Leakage.html | 22.8 KB | ||
| 6 - Playbooks II Agency, Cost & Availability | |||
| 24. Playbook — Tool Abuse & Unauthorized Actions.mp4 | 89.9 MB | ||
| 25. Playbook — Agent Loops, Recursion & Runaway Orchestration.mp4 | 89.3 MB | ||
| 26. Playbook — Runaway Token Consumption & Cost Incidents.mp4 | 85.8 MB | ||
| 27. Playbook — AI Service Outage & Provider Degradation.mp4 | 89.2 MB | ||
| 28. Playbook — Hallucination-Driven Business Decisions.mp4 | 87.1 MB | ||
| 29. Playbook — AI-Generated Insecure Code in Production.mp4 | 85.5 MB | ||
| 6. Quiz 6 — Playbooks II Agency, Cost & Availability.html | 22.4 KB | ||
| 7 - Forensics on a Stochastic System | |||
| 30. Reconstructing the Trace — Building the Incident Timeline.mp4 | 33.8 MB | ||
| 31. The AI Evidence Checklist & Chain of Custody.mp4 | 113.2 MB | ||
| 32. Root Cause Beyond “The Model Did It”.mp4 | 94.3 MB | ||
| 33. Attribution — Model, Prompt, Data, Tool, or Human.mp4 | 101.3 MB | ||
| 7. Quiz 7 — Forensics on a Stochastic System.html | 22.1 KB | ||
| 8 - Eradication & Recovery | |||
| 34. Eradication — Purging Poisoned Memory, Caches and Vector Indexes.mp4 | 89.5 MB | ||
| 35. Safe Restoration — Shadow Mode, Canary, Progressive Re-enablement.mp4 | 90.5 MB | ||
| 36. Regression Evals as Recovery Exit Criteria.mp4 | 87.3 MB | ||
| 37. The AI Post-Incident Review — Blameless and Model-Aware.mp4 | 94.7 MB | ||
| 8. Quiz 8 — Eradication & Recovery.html | 22.2 KB | ||
| 9 - Readiness, Program & Capstone | |||
| 10. Final Exam — 40 Scenario Questions.html | 60.9 KB | ||
| 38. Standing Up an AI IR Program — On-Call, Runbooks, Ownership.mp4 | 34.9 MB | ||
| 39. Running an AI Incident Tabletop That Isn't Theatre.mp4 | 78.6 MB | ||
| 40. Who You Must Tell, and When — The Regulatory Clock.mp4 | 33.9 MB | ||
| 41. Wrap-Up — Your First Thirty Days.mp4 | 35.6 MB | ||
| 9. Quiz 9 — Readiness, Program & Capstone.html | 22.3 KB | ||
| Capstone — AI Incident Response Readiness Pack.html | 7 KB | ||
| Assignment 6 — Post-Incident Review.html | 7.1 KB | ||
| Assignment 5 — Evidence Checklist & Chain of Custody.html | 6.7 KB | ||
| Assignment 4 — Author a Custom Playbook (flagship).html | 7.5 KB | ||
| Assignment 3 — Containment Procedures.html | 6.4 KB | ||
| Assignment 2 — AI Incident Severity Matrix.html | 5.3 KB | ||
| 5. What to Log — Prompts, Completions, Tool Calls, Retrievals, Cost.mp4 | 103.9 MB | ||
| 6. Building the AI Detection Stack — Traces, Spans, Guardrail Events.mp4 | 97.7 MB | ||
| 7. The Signal Catalog — What Each Failure Mode Looks Like in Telemetry.mp4 | 36 MB | ||
| 8. Alerting Without Drowning — Baselines, Thresholds, Anomaly Detection.mp4 | 80.6 MB | ||
| 9. The First Five Minutes — The Triage Decision Tree.mp4 | 35.4 MB | ||
| Assignment 1 — Detection Coverage Matrix.html | 5.8 KB | ||
| gitkeep | 0 B | ||
| requirements.txt | 204.8 B | ||
| incident.py | 5.9 KB | ||
| input.py | 1.2 KB | ||
| ir.py | 15.4 KB | ||
| limits.py | 1.2 KB | ||
| mcp.py | 1.5 KB | ||
| model.py | 5.4 KB | ||
| restore.py | 4.3 KB | ||
| retrieval.py | 2.8 KB | ||
| run.py | 1.5 KB | ||
| seed.py | 3.6 KB | ||
| status.py | 1.6 KB | ||
| telemetry.py | 2.2 KB | ||
| toolbox.py | 4.2 KB | ||
| tools.py | 1.4 KB |
AI Incident Response: LLM & Agent Failures in Production
https://WebToolTip.com
Published 8/2026
Created by Dr. Amar Massoud
MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz, 2 Ch
Level: Intermediate | Genre: eLearning | Language: English | Duration: 41 Lectures ( 3h 59m ) | Size: 3.5 GB
Detect, contain and recover from prompt injection, tool abuse, agent loops and hallucination incidents in production.
What you'll learn
⚡ Instrument an LLM or agent stack so incidents are visible — prompts, completions, tool calls, retrievals and cost
⚡ Triage an AI incident in the first five minutes and score its severity on blast radius, autonomy, data class and reversibility
⚡ Contain a misbehaving agent without making things worse — kill, throttle, revoke, roll back, isolate
⚡ Execute a named playbook for each of the eleven common LLM and agent failure modes
⚡ Preserve evidence and reconstruct root cause on a system that will not reproduce on demand
⚡ Recover safely — purge poisoned state, restore progressively, and gate re-enablement on evals
⚡ Run a blameless, model-aware post-incident review and stand up an AI incident response programme
Requirements
❗ Comfortable with Python and the command line
❗ Basic understanding of LLM APIs and tool/function calling
❗ Prior security or SRE incident experience helps, but is not required
❗ No attack-development experience needed — every lab incident is handed to you in progress
❗ A machine that can run a small local model (labs use Ollama — no API key, no cost)
| torrent name | size | uploader | age | seed | leech |
|---|---|---|---|---|---|
|
Udemy - IMRaD-Q1 Paper Writing and Publishing with ChatGPT and AI '26 Posted by
freecoursewb in Other
|
846.5 MB | freecoursewb | 2 weeks | 0 | 0 |
| 3.2 GB | freecoursewb | 2 weeks | 4 | 12 | |
| 3.3 GB | freecoursewb | 2 weeks | 18 | 8 | |
| 1.1 GB | freecoursewb | 2 weeks | 0 | 0 | |
|
Udemy - Agentic AI - Build AI Agents with MCP, FastMCP and Pydantic AI Posted by
freecoursewb in Other
|
787.7 MB | freecoursewb | 2 weeks | 31 | 4 |
All Comments