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AI Risk Mapv3.1 · Hazards × Trigger Forces

Risk = Where it breaks×What sets it off

3 layers · 3 trigger forces · 16 elements · 51 underlying risks 👆 Click any element pill or force arc to drill into its risks

❶ ⚔️ Indirect injection: poisoned page → ⑭ pipeline⑥ memory⑧ tools — one chain through three layers
❷ 🔥 Replit DB wipe: ⑤ goal misfire⑦ loops⑧ tools — no attacker, it blew up on its own
❸ ⚖️ Fairness mandate → ①.1 bias: the hazard was always there — regulation turns it into a fine
Rays = one loss event (may cross layers) · Arcs = trigger forces · Rings = where the hazard lives · Click a card to light its ray

Full Inventory · 16 elements × 51 underlying risksEvery row opens details · Forces: ⚔️Attack 🔥Operations ⚖️Regulatory

⚔️ Attack 🔥 Operations ⚖️ Regulatory 🔵 Model 🟢 Agent ⚪ App Matched 51
No matches — try a shorter keyword, or clear the force filters above.

The 3×3 Grid · Proof the Architecture HoldsA real incident in every cell — none empty

🔵 Model 🟢 Agent ⚪ App
⚔️ Attack Jailbreaks · adversarial perturbation · poisoningthe act goes to the force; the residue lives in ① Indirect injection → tool abusechain: ⑭ → ⑥ → ⑧ Classic vulns · malicious extensions⑮.1 = the supply-chain entry
🔥 Operations Hallucination meets customer · model driftAir Canada: ③④ through ⑬ Runaway money-burning loopsReplit: ⑤⑦⑧ · no attacker Misconfiguration · integration failure⑮.2 dependency death · ⑯.1 no rollback
⚖️ Regulatory Fairness mandates → ① biasturns standing hazards into fines Human-oversight clauses → ⑤⑦caps on autonomy Data protection law → ⑭PDPA / GDPR

Four Rules of Use

1 · Layers hold states; forces hold acts

'Data poisoning' must be split: the act = ⚔️ Attack force; the residue = ① Model layer. Break this rule and the architecture contradicts itself.

2 · Events are paths, not points

Multi-layer incidents list the primary layer first. Indirect injection crosses three layers — draw it as a piercing ray.

3 · No time axis on this map

'Planted at install, detonated at runtime' needs a timeline — annotate phases separately rather than pretend this map covers it.

4 · Layers can degenerate

Deployments without an agent loop leave the middle ring empty — the map still works (Air Canada is exactly that).

Where does your AI system land on this map?
AgentSure Quantify — tests all 51 hazards and hands you a report you can show your board and your insurer.