--- title: Cognistry Edge Blog | Develop People description: Develop People | Where organizations turn insight into operational decisions. Learn how leaders overcome Data Drag and build real decision capability with AI. --- [Skip to content](https://cognistry.co/edge/tag/develop-people#main-content) [![AI Powered Course Designer for Learning Architects](https://cognistry.co/hs-fs/hubfs/cognistry_primary-1.png?width=250&height=100&name=cognistry_primary-1.png "AI Powered Course Designer for Learning Architects")](https://cognistry.co) - [Home](https://cognistry.co) - [Platform](https://cognistry.co/platform) - [Signal](https://cognistry.co/signal) - [Forge](https://cognistry.co/forge) - [Sim](https://cognistry.co/sim) - [Edge](https://cognistry.co/edge-activate-adoption-and-change) - [Solutions](https://cognistry.co/overview) - [About](https://cognistry.co/about) - [Resources](https://cognistry.co/resources) - [Get the Book!](https://cognistry.co/the-ai-lead-lambert) - [Recommended](https://cognistry.co/edge) - [LOGIN](https://app.cognistry.co) # Insights Thought leadership on capability, decision-making, and knowledge systems Search [All](https://cognistry.co/edge) [Prove Value](https://cognistry.co/edge/tag/prove-value) [Culture](https://cognistry.co/edge/tag/culture) [Develop People](https://cognistry.co/edge/tag/develop-people) [Train Agents](https://cognistry.co/edge/tag/train-agents) [Activate Contribution](https://cognistry.co/edge/tag/activate-contribution) [Design Allocation](https://cognistry.co/edge/tag/design-allocation) [Organization](https://cognistry.co/edge/tag/organization) Featured [![The Rise of the Capability Engineer](https://media.babylovegrowth.ai/blog-images/organization-48833/1792298898358_Hand-drawn-capability-engineering-title-card.jpeg)](https://cognistry.co/edge/the-rise-of-the-capability-engineer) ## [The Rise of the Capability Engineer](https://cognistry.co/edge/the-rise-of-the-capability-engineer) A Capability Engineer is the person accountable for how humans and AI agents work together to get a job done, and for making sure training for people and instructions for agents both serve that... Brian Lambert, PhD · 23 min read · Oct 21, 2026, 9:00:00 AM ## Latest [![Human Capital Management for an AI World: Start With Capability](https://media.babylovegrowth.ai/blog-images/organization-48833/1792201631886_Sketch-motifs-frame-a-clear-title-area.jpeg)](https://cognistry.co/edge/human-capital-management-for-an-ai-world) Activate Contribution ### [Human Capital Management for an AI World: Start With Capability](https://cognistry.co/edge/human-capital-management-for-an-ai-world) Human capital management in an AI world is not a software upgrade. It is a decision about which human capabilities your... Brian Lambert, PhD · 20 min read [![Future Skills: Start With Contributions, Not Trait Lists](https://media.babylovegrowth.ai/blog-images/organization-48833/1792186247552_Hand-drawn-workflow-objects-frame-the-title.jpeg)](https://cognistry.co/edge/future-skills) ### [Future Skills: Start With Contributions, Not Trait Lists](https://cognistry.co/edge/future-skills) Show me how you’d assess “critical thinking” on Monday. Not define it. Assess it, in a real workflow, for a real team. Mark Ondash CPTD® MPC™ · 21 min read [![Simulation Scoring Starts With the Capability, Not the Rubric](https://media.babylovegrowth.ai/blog-images/organization-48833/1791605374087_Sketch-accents-frame-the-article-title.jpeg)](https://cognistry.co/edge/simulation-scoring-methods) ### [Simulation Scoring Starts With the Capability, Not the Rubric](https://cognistry.co/edge/simulation-scoring-methods) The scoring approach that works depends on what the decision costs you. Formative feedback calls for checklists paired... Cognistry Team · 15 min read [![Start With Evidence: Deliberate Practice Training for Clinicians, L&D](https://media.babylovegrowth.ai/blog-images/organization-48833/1791004440586_Decorative-clinical-practice-title-card.jpeg)](https://cognistry.co/edge/deliberate-practice-training) ### [Start With Evidence: Deliberate Practice Training for Clinicians, L&D](https://cognistry.co/edge/deliberate-practice-training) Deliberate practice training is the targeted, coached rehearsal of isolated sub-skills, paired with immediate feedback... Mark Ondash CPTD® MPC™ · 23 min read [![6–12 Week Spaced Repetition Pilot for L&D After a Capability Diagnosis](https://csuxjmfbwmkxiegfpljm.supabase.co/storage/v1/object/public/blog-images/organization-48833/1788583322500_Decorative-spaced-repetition-pilot-title-card.jpeg)](https://cognistry.co/edge/spaced-repetition-training) ### [6–12 Week Spaced Repetition Pilot for L&D After a Capability Diagnosis](https://cognistry.co/edge/spaced-repetition-training) A spaced-repetition enablement play is not a flashcard app scaled up for the workforce. It’s a diagnosis-first program... Mark Ondash CPTD® MPC™ · 14 min read [![Capability Building for HR: Pull 3 Evidence Sources Before You Build](https://csuxjmfbwmkxiegfpljm.supabase.co/storage/v1/object/public/blog-images/organization-48833/1788485606281_Capability-building-evidence-title-card.jpeg)](https://cognistry.co/edge/what-is-capability-building) ### [Capability Building for HR: Pull 3 Evidence Sources Before You Build](https://cognistry.co/edge/what-is-capability-building) Capability building is the deliberate work of strengthening the people, processes, governance, and technology an... Mark Ondash CPTD® MPC™ · 23 min read [![HR Leaders: 4 Steps to Diagnose Skill, Competency, Capability](https://csuxjmfbwmkxiegfpljm.supabase.co/storage/v1/object/public/blog-images/organization-48833/1788593733693_Capability-diagnosis-title-card-illustration.jpeg)](https://cognistry.co/edge/skill-vs-competency-vs-capability) ### [HR Leaders: 4 Steps to Diagnose Skill, Competency, Capability](https://cognistry.co/edge/skill-vs-competency-vs-capability) A skill is the ability to perform a specific task. A competency is the reliable, accountable application of skills,... Mark Ondash CPTD® MPC™ · 17 min read [![Decide Build or No Build in 2–4 Weeks With Capability Mapping for L&D](https://csuxjmfbwmkxiegfpljm.supabase.co/storage/v1/object/public/blog-images/organization-48833/1788669123957_Capability-mapping-and-evidence-title-card.jpeg)](https://cognistry.co/edge/capability-mapping) ### [Decide Build or No Build in 2–4 Weeks With Capability Mapping for L&D](https://cognistry.co/edge/capability-mapping) Evidence-driven how-to for L&D: build a capability map in 2–4 weeks, diagnose root causes, then decide whether to build... Mark Ondash CPTD® MPC™ · 18 min read [![Build Capability Not Courses: Learning Architecture for Enterprise L&D](https://csuxjmfbwmkxiegfpljm.supabase.co/storage/v1/object/public/blog-images/organization-48833/1787877749462_Decorative-title-card-illustration.jpeg)](https://cognistry.co/edge/learning-architecture) ### [Build Capability Not Courses: Learning Architecture for Enterprise L&D](https://cognistry.co/edge/learning-architecture) A diagnosis first playbook for enterprise L&D buyers. Run a short diagnostic, pilot in four steps, and tie learning to... Mark Ondash CPTD® MPC™ · 14 min read ### Popular Articles - [The Rise of the Capability Engineer](https://cognistry.co/edge/the-rise-of-the-capability-engineer) 23 min read - [Human Capital Management for an AI World: Start With Capability](https://cognistry.co/edge/human-capital-management-for-an-ai-world) 20 min read - [Future Skills: Start With Contributions, Not Trait Lists](https://cognistry.co/edge/future-skills) 21 min read - [AI Adoption Strategy: 4 Readiness Checks Before Business Leaders Build](https://cognistry.co/edge/ai-adoption-strategy) 17 min read - [Construct Validity Training for HR: Define Four Things First](https://cognistry.co/edge/construct-validity-training) 22 min read ### Topics [Prove Value](https://cognistry.co/edge/tag/prove-value) [Culture](https://cognistry.co/edge/tag/culture) [Develop People](https://cognistry.co/edge/tag/develop-people) [Train Agents](https://cognistry.co/edge/tag/train-agents) [Activate Contribution](https://cognistry.co/edge/tag/activate-contribution) [Design Allocation](https://cognistry.co/edge/tag/design-allocation) [Organization](https://cognistry.co/edge/tag/organization) ### Stay Updated Get the latest insights on capability development and decision-making delivered to your inbox. 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Capability by Design. ```json { "@context" : "https://schema.org", "@id" : "https://cognistry.co/edge", "@type" : "Blog", "blogPost" : [ { "@type" : "BlogPosting", "author" : { "@type" : "Person", "name" : "Brian Lambert, PhD" }, "datePublished" : "2026-10-21T13:00:00Z", "headline" : "The Rise of the Capability Engineer", "url" : "https://cognistry.co/edge/the-rise-of-the-capability-engineer" }, { "@type" : "BlogPosting", "author" : { "@type" : "Person", "name" : "Brian Lambert, PhD" }, "datePublished" : "2026-10-19T19:42:45Z", "headline" : "Human Capital Management for an AI World: Start With Capability", "url" : "https://cognistry.co/edge/human-capital-management-for-an-ai-world" }, { "@type" : "BlogPosting", "author" : { "@type" : "Person", "name" : "Mark Ondash CPTD® MPC™" }, "datePublished" : "2026-10-19T03:36:37Z", "headline" : "Future Skills: Start With Contributions, Not Trait Lists", "url" : "https://cognistry.co/edge/future-skills" }, { "@type" : "BlogPosting", "author" : { "@type" : "Person", "name" : "Cognistry Team" }, "datePublished" : "2026-10-11T12:30:00Z", "headline" : "Simulation Scoring Starts With the Capability, Not the Rubric", "url" : "https://cognistry.co/edge/simulation-scoring-methods" }, { "@type" : "BlogPosting", "author" : { "@type" : "Person", "name" : "Mark Ondash CPTD® MPC™" }, "datePublished" : "2026-09-28T12:45:00Z", "headline" : "Start With Evidence: Deliberate Practice Training for Clinicians, L&D", "url" : "https://cognistry.co/edge/deliberate-practice-training" }, { "@type" : "BlogPosting", "author" : { "@type" : "Person", "name" : "Mark Ondash CPTD® MPC™" }, "datePublished" : "2026-09-08T18:15:00Z", "headline" : "6–12 Week Spaced Repetition Pilot for L&D After a Capability Diagnosis", "url" : "https://cognistry.co/edge/spaced-repetition-training" }, { "@type" : "BlogPosting", "author" : { "@type" : "Person", "name" : "Mark Ondash CPTD® MPC™" }, "datePublished" : "2026-09-06T14:15:00Z", "headline" : "Capability Building for HR: Pull 3 Evidence Sources Before You Build", "url" : "https://cognistry.co/edge/what-is-capability-building" }, { "@type" : "BlogPosting", "author" : { "@type" : "Person", "name" : "Mark Ondash CPTD® MPC™" }, "datePublished" : "2026-09-05T11:00:00Z", "headline" : "HR Leaders: 4 Steps to Diagnose Skill, Competency, Capability", "url" : "https://cognistry.co/edge/skill-vs-competency-vs-capability" }, { "@type" : "BlogPosting", "author" : { "@type" : "Person", "name" : "Mark Ondash CPTD® MPC™" }, "datePublished" : "2026-09-02T15:00:00Z", "headline" : "Decide Build or No Build in 2–4 Weeks With Capability Mapping for L&D", "url" : "https://cognistry.co/edge/capability-mapping" }, { "@type" : "BlogPosting", "author" : { "@type" : "Person", "name" : "Mark Ondash CPTD® MPC™" }, "datePublished" : "2026-08-27T12:45:00Z", "headline" : "Build Capability Not Courses: Learning Architecture for Enterprise L&D", "url" : "https://cognistry.co/edge/learning-architecture" } ], "description" : "Where organizations turn insight into operational decisions. 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