Research Studio ยท Vincent Dimitri OngueneEvolving notes on AI, learning, and human agency.https://vincent-research-studio.pages.dev/Beyond the final answerhttps://vincent-research-studio.pages.dev/essays/beyond-the-final-answer/https://vincent-research-studio.pages.dev/essays/beyond-the-final-answer/Editorial draft. What should count as evidence of understanding when a polished artifact can be generated?Fri, 16 Oct 2026 00:00:00 GMTLeaving room for judgmenthttps://vincent-research-studio.pages.dev/essays/room-for-judgment/https://vincent-research-studio.pages.dev/essays/room-for-judgment/Editorial draft. AI advice should make a decision more thinkable without making the thinker disappear.Fri, 16 Oct 2026 00:00:00 GMTA question before the hinthttps://vincent-research-studio.pages.dev/newsletter/one-question-before-the-hint/https://vincent-research-studio.pages.dev/newsletter/one-question-before-the-hint/Editorial draft. Draft issue 001: what a tutor should know before it decides how to help.Fri, 16 Oct 2026 00:00:00 GMTContext is a design requirement, not a personalization layerhttps://vincent-research-studio.pages.dev/notes/context-is-a-requirement/https://vincent-research-studio.pages.dev/notes/context-is-a-requirement/Editorial draft. A starting question for AI systems built in development contexts.Fri, 16 Oct 2026 00:00:00 GMTLocal knowledge is not just another input fieldhttps://vincent-research-studio.pages.dev/notes/local-knowledge/https://vincent-research-studio.pages.dev/notes/local-knowledge/Editorial draft. Context has an author, a history, and a person who can challenge its interpretation.Fri, 16 Oct 2026 00:00:00 GMTWhat should an AI tutor observe before intervening?https://vincent-research-studio.pages.dev/notes/observe-before-intervening/https://vincent-research-studio.pages.dev/notes/observe-before-intervening/Editorial draft. The timing of a helpful response may depend on what the system has actually seen.Fri, 16 Oct 2026 00:00:00 GMTFrom programming tutors to physical-world learning companionshttps://vincent-research-studio.pages.dev/notes/physical-world-companions/https://vincent-research-studio.pages.dev/notes/physical-world-companions/Editorial draft. A future direction that begins with observation, not with another answer box.Fri, 16 Oct 2026 00:00:00 GMTWhen relational-looking output no longer implies relational understandinghttps://vincent-research-studio.pages.dev/notes/relational-output/https://vincent-research-studio.pages.dev/notes/relational-output/Editorial draft. A polished explanation is an artifact to examine, not a transparent window into understanding.Fri, 16 Oct 2026 00:00:00 GMTSOLO transition structures and the resolution of adaptationhttps://vincent-research-studio.pages.dev/notes/solo-transitions/https://vincent-research-studio.pages.dev/notes/solo-transitions/Editorial draft. How fine a change in demonstrated reasoning can a tutor respond to?Fri, 16 Oct 2026 00:00:00 GMTWhy solution leakage is not enough to measure adaptationhttps://vincent-research-studio.pages.dev/notes/solution-leakage/https://vincent-research-studio.pages.dev/notes/solution-leakage/Editorial draft. A tutor can withhold the answer and still fail to respond to the learner.Fri, 16 Oct 2026 00:00:00 GMTStructure is not the same as factual correctnesshttps://vincent-research-studio.pages.dev/notes/structure-and-correctness/https://vincent-research-studio.pages.dev/notes/structure-and-correctness/Editorial draft. Two dimensions that a reasoning-adaptation benchmark needs to keep separate.Fri, 16 Oct 2026 00:00:00 GMTContext as a Design Requirementhttps://vincent-research-studio.pages.dev/projects/contextual-ai/https://vincent-research-studio.pages.dev/projects/contextual-ai/Editorial draft. An early research direction on situated AI systems in development contexts.Fri, 16 Oct 2026 00:00:00 GMTThe Observe-First Adaptive Tutorhttps://vincent-research-studio.pages.dev/projects/observe-first-tutor/https://vincent-research-studio.pages.dev/projects/observe-first-tutor/Editorial draft. A proposed tutor that seeks useful evidence before choosing how to help.Fri, 16 Oct 2026 00:00:00 GMTPICHNET / Epistemic agencyhttps://vincent-research-studio.pages.dev/projects/pichnet/https://vincent-research-studio.pages.dev/projects/pichnet/Editorial draft. Contextual AI advice, local knowledge, and the human authority to decide.Fri, 16 Oct 2026 00:00:00 GMTSame Error, Different Learnerhttps://vincent-research-studio.pages.dev/projects/same-error-different-learner/https://vincent-research-studio.pages.dev/projects/same-error-different-learner/Editorial draft. A counterfactual benchmark of LLM adaptation to demonstrated learner reasoning.Fri, 16 Oct 2026 00:00:00 GMT