Merge pull request #6 from jamiepratt/codex/publish-vocabulary-article-updates

Publish vocabulary article previews and validation analysis

Author: jamiepratt

resources/language_learning/vocabulary_estimation/pair_frequency_logistic_v2_tuning_cells.edn

@@ -6,6 +6,8 @@
                   :description "A visual, interactive introduction to Bayesian updating, posterior sampling, decisions, and Gaussian grid approximation."
                   :type :post
                   :date "2026-07-13"
+                  :image "bayes_theorem_simulations_preview.png"
+                  :image-alt "Three Gaussian parameter-grid heatmaps show the posterior before and after a seeded height observation, with playback controls."
                   :category :concepts
                   :tags [:bayesian-statistics :clojure :clojurescript :scittle :simulation]
                   :keywords [:bayes-theorem :grid-approximation :posterior-sampling :normal-distribution :data-visualisation]}}}

src/language_learning/vocabulary_estimation/bayes_theorem_simulations.clj

@@ -6,6 +6,8 @@
                   :description "A learning-in-public first pass at estimating receptive vocabulary from stratified responses with a Beta–binomial model."
                   :type :post
                   :date "2026-07-12"
+                  :image "beta_binomial_first_pass_preview.png"
+                  :image-alt "Beta-binomial posterior density after twelve vocabulary responses, with Correct, Wrong, Do not know, and Reset controls."
                   :category :concepts
                   :tags [:bayesian-statistics :language-learning :clojure :scittle]
                   :keywords [:vocabulary-estimation :beta-binomial :posterior-predictive :stratified-sampling]}}}

src/language_learning/vocabulary_estimation/bayes_theorem_simulations_preview.png

@@ -8,6 +8,8 @@
                   :description "Why managing fast, uneven AI agents requires explicit assumptions, executable research, and independent validation gates."
                   :type :post
                   :date "2026-07-15"
+                  :image "managing_brilliant_but_uneven_minds_preview.png"
+                  :image-alt "Theory-to-algorithm research cycle above separate model, software, and publication validation cards."
                   :category :concepts
                   :tags [:ai :research-workflow :language-learning :clojure]
                   :keywords [:coding-agents :theory-to-algorithm :executable-research :model-validation]}}}