Robert A. Bjork — On AI
This page lists every Orange Pill Wiki entry hyperlinked from Robert A. Bjork — On AI. 20 entries total. Each is a deeper-dive on a person, concept, work, event, or technology that the book treats as a stepping stone for thinking through the AI revolution. Click any card to open the entry; in each entry, words colored in orange link to other Orange Pill Wiki entries, while orange-underlined words with the Wikipedia mark link to Wikipedia.
AI as Amplifier
The governing metaphor of The Orange Pill — AI as a signal-amplifier that carries whatever is fed into it further, with terrifying fidelity. Buber's framework extends the metaphor: the amplifier clarifies what was already there, which makes…
Delayed Feedback
The counterintuitive desirable difficulty of withholding or postponing correctional information—forcing learners to generate their own assessments and sit with uncertainty—which builds metacognitive calibration that immediate feedback short…
Deliberate Practice
Ericsson's empirically established mechanism for building expertise — effortful, targeted engagement at the boundary of capability, guided by specific feedback and sustained over thousands of hours.
Dependency Audit
The periodic assessment of a user's independent capability without AI assistance—the only reliable measure of whether tool use is building human storage strength or substituting for expertise that is not developing.
Desirable Difficulties
Bjork's term for learning conditions that impair immediate performance while enhancing long-term retention and transfer—the counterintuitive finding that struggle, properly calibrated, produces deeper encoding than ease.
Effortful Retrieval
The cognitive operation of reconstructing information from partial cues or degraded traces—the work the brain does when answers don't come easily—which is the primary mechanism through which durable memory and deep understanding are built.
Generate-First Protocol
The learning-preserving intervention requiring users to produce their own attempt—however incomplete or incorrect—before receiving AI assistance, ensuring the generation event and cognitive network activation occur even when the machine sta…
Generation Effect
The robust finding that information produced by the learner is remembered better than information received from an external source—even when the generated answer is wrong—because the cognitive effort of production is itself the learning eve…
Interleaving Effect
The finding that mixing different types of problems during practice—rather than completing all problems of one type before moving to the next—impairs immediate performance but enhances long-term retention, transfer, and the ability to discr…
Metacognition — Thinking About Thinking
The formal operational capacity to reflect on one's own cognitive processes — the last and most demanding of the new cognitive tools, and the one required to interrogate the premises of an identity framework.
Metacognitive Illusions
The systematic dissociation between learners' subjective judgments of their own learning (based on fluency) and actual learning outcomes (based on storage strength)—a mismatch that makes self-regulated learning systematically choose the lea…
Quarterly Capitalism
The institutional architecture—compensation structures, investor expectations, reporting requirements—that has compressed strategic time horizons from decades to quarters, systematically sacrificing long-term capability for short-term metri…
Retrieval Practice (Testing Effect)
The finding that actively recalling information from memory produces better long-term retention than restudying the same material—testing is not merely assessment but the learning event itself, building storage strength through effortful re…
Scaffolding
Wood, Bruner, and Ross's 1976 concept for the responsive support that enables a learner to accomplish what exceeds independent capability — structured so that every function exists to be withdrawn.
Spacing Effect
The oldest and most robust finding in learning science: distributing practice across time produces superior long-term retention compared to massing the same amount of practice into a single session—because gaps allow forgetting, and effortf…
Storage Strength and Retrieval Strength
The dual-strength architecture of memory: storage strength reflects encoding depth and increases monotonically; retrieval strength reflects current accessibility and fluctuates constantly—a dissociation that explains why fluency is an unrel…
Tacit Knowledge
The vast, inarticulate substrate of understanding that operates beneath conscious awareness and cannot be captured in any specification, no matter how detailed—Polanyi's foundational insight that "we can know more than we can tell."
