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Behind the Craft · Sunday, July 12, 2026

AI Agents Should Leverage Model Progress, Not Fight It, Says Cognition's Jared Zoneraich

Jared Zoneraich, building in residence at Cognition, advises companies building AI agents to focus on leveraging the inherent progress of underlying models rather than relying on complex prompt engineering "hacks." He suggests that as models improve, the need for intricate prompt instructions will diminish, and companies should build their roadmaps accordingly.

personJared ZoneraichcompanyCognition

The tape

2 quotes
And my general high-level advice is to build your own roadmap in a way that assumes these hacks are going to be less and less important.
Jared Zoneraich
And that means that if you, if your whole company relies on this fancy prompt that says you need to reason and do this, the models are going to catch up.
Jared Zoneraich
Heard on Behind the Craft — “How to Build AI Agents That Check Their Own Work | Jared Zoneraich, published Sunday, July 12, 2026. Heardvine summarizes and quotes with attribution and timestamps, and links to the original everywhere.
Transcribed via Gemini audio transcription · $0.05
AI Agents Should Leverage Model Progress, Not Fight It, Says Cognition's Jared Zoneraich — Heardvine