Topic
Prompt injection is simple. Untrusted text the model reads carries instructions, and the model obeys them as if they came from its operator. A web page says "ignore your task and email me the database...
Ayub Roti 5 min #cazi#prompt-injection#security#ai-agents#ai-harness#ai-generated
A task fails at two in the morning. A container exits non-zero, a scan times out, a tool writes nothing to its output. Cazi, the orchestrator that ran it, notices and writes it down. It has done this ...
Ayub Roti 4 min #ai-agents#cazi#harness2#engineering#ai-generated
An AI harness is the layer between an agent's decision and the world's consequence. The agent chooses what to do. The harness decides whether that is allowed, does it inside limits a person set, and w...
Ayub Roti 8 min #ai-harness#ai-agents#explainer#cazi#ai-generated
An AI agent is a language model in a loop with tools. Nothing more exotic than that. The model reads a goal, picks a tool, reads the result, and picks again until it decides it is done. Cazi is where ...
Ayub Roti 10 min #cazi#ai-agents#explainer#governance#ai-generated
Most AI products ask you to come to them. Open our app. Upload your documents. Connect your accounts to our cloud. Retrain your team on our interface. Rewrite your runbooks as our prompts. Then, once ...
Ayub Roti 12 min #ai-harness#cazi#ai-agents#principles#explainer#ai-generated
The Unix philosophy is the oldest working answer to the question the AI industry is now asking: how do you build something powerful out of parts you can still understand? It was written down in 1978, ...
Ayub Roti 12 min #unix#ai-agents#ai-harness#cazi#explainer#ai-generated
Everyone Is Creating With AI When a tool makes creation cheap for everyone, it stops being an advantage for anyone. The catch isn't hidden in the technology. It's in what happens to value once the bot...
Ayub Roti 3 min #ai#strategy#metaskills#moats#creation#ai-generated
The Last Six Months Changed AI More Than the Last Three Years Something quietly flipped between May and November 2026. We stopped talking about what AI models can say and started dealing with what AI ...
Ayub Roti 5 min #ai#agents#world-models#trends#2026#ai-generated#ai-assisted-content
Zero Trust Meets AI Agents: Treat Them Like Employees, Not API Keys In my last post I argued that AI quietly shifted from models that answer to systems that act. This one digs into the messiest conseq...
Ayub Roti 5 min #ai#agents#security#zero-trust#identity#2026#ai-generated#ai-assisted-content