Definition
Ambient recording
Capturing the consultation naturally without the clinician changing behavior, no dictation or commands required.
From the episode “From Apple To Animals: The Pivot That Built A 6-Continent AI Company In 30 Months”Hear it on the podcast1 episode
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Related terms in Product & Engineering
AI-Augmented EngineeringA development discipline that uses AI tools to accelerate boilerplate, pattern-matching, and code generation while maintaining full human ownership of architecture, security decisions, and every committed line of code. Contrasts with vibe coding in that the human developer is accountable for understanding what they commit — AI is a tool for speed, not a substitute for judgment. Woz's internal standard: every pull request receives two developer reviews, regardless of whether AI wrote the initial code. The LLM-era risk is engineers who never developed deep architectural intuition because the easy out was always available.AI-Native ProductSoftware whose core value proposition changes week over week as new model capabilities become available. The tell: customers receive meaningful new capabilities on a near-weekly basis without requesting them.AI-Ready DataData that has been cleaned, structured, deduplicated, and formatted to a standard that allows AI systems to consume and process it without producing unreliable outputs. The concept reflects the difference between data that exists in a system and data that an AI can trust. Key characteristics: consistent formatting across records, no significant duplication, complete fields for critical values, and a schema that maps to the downstream AI task. David Carmel's framing at DataRockit: 'Data is just data until it is clean enough for AI.' Most enterprise datasets - including those stored in modern cloud systems - are not AI-ready without deliberate transformation.Algorithmic OptimizationProduct design that prioritizes engagement metrics over depth of meaning.Anechoic chamberA room engineered to absorb nearly all sound. Higgins spent time in one during his PhD and could hear himself breathing through his own nose.APIApplication Programming Interface, the connection point that lets tools talk to each other.API GuardrailsLimiting what an agent can access and do via controlled interfaces.API keyA private password that lets one piece of software use another's services.