Marcus Szymański

Web-grounded agents cite URLs without guaranteeing the sources actually support their claims.

LLM agents fail modern defenses not through poor mimicry but environmental gaps.

Building guardrails into autonomous agents prevents costly mistakes that spread at machine speed.

Programmatic monitoring APIs let agents act on web changes in real-time instead of polling.

Silent failures in JavaScript-rendered pages poison AI pipelines with confident hallucinations.

Agents burn through massive context windows fast—here's how to manage the depletion.

Agents need episodic, semantic, and procedural memory to survive between sessions.

LLM agents improve dramatically when plans adapt to what they learn, not lock in upfront.

Schema design is the actual lever for fixing flaky agents, not prompts.