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published Jul 25, 2026, 4:39 AM · updated Jul 25, 2026, 10:18 AM
This scorecard tracks quantitative curriculum quality across all 85 workshop pages using Bloom's Taxonomy, Cognitive Load Theory, and Mayer's Multimedia Principles.
Corpus threshold for flagging: 8.31 / 10.0 (mean − 1 stdev).
Part Summary
| Part | Files | Mean Score | Std Dev |
|---|---|---|---|
| Part 1 — core path (lessons 00–14) | 54 | 8.76 / 10.0 | ±0.51 |
| Part 2 — advanced (lessons 15+) | 30 | 8.83 / 10.0 | ±0.41 |
| Overall corpus | 85 | 8.78 / 10.0 | ±0.47 |
Part 1 Scores (lessons 00–14)
| File | Overall Score |
|---|---|
workshop/07-your-first-workflow.md |
7.32 / 10.0 |
workshop/05-agentic-workflows-intro.md |
7.88 / 10.0 |
workshop/02a-setup-codespace.md |
8.09 / 10.0 |
workshop/side-quest-09-01f-debugging-checklist.md |
8.13 / 10.0 |
workshop/side-quest-09-01a-pattern-long-plan-chain.md |
8.20 / 10.0 |
workshop/side-quest-11-06-anthropic-key.md |
8.26 / 10.0 |
workshop/side-quest-09-01d-pattern-permission-denied.md |
8.39 / 10.0 |
workshop/side-quest-13-01-schedule-expressions.md |
8.40 / 10.0 |
workshop/side-quest-09-01b-pattern-empty-results.md |
8.41 / 10.0 |
workshop/side-quest-11-08-frontmatter-tools-outputs.md |
8.41 / 10.0 |
workshop/08-run-your-workflow.md |
8.44 / 10.0 |
workshop/side-quest-09-01c-pattern-safe-output-blocked.md |
8.45 / 10.0 |
workshop/side-quest-09-01e-pattern-done-no-write.md |
8.45 / 10.0 |
workshop/side-quest-13-02-pr-summary-pattern.md |
8.45 / 10.0 |
workshop/side-quest-11-09-agent-session-phases.md |
8.46 / 10.0 |
workshop/side-quest-13-04-token-optimization.md |
8.46 / 10.0 |
workshop/07d-confirm-model-access.md |
8.50 / 10.0 |
workshop/side-quest-11-01b-workflow-structure.md |
8.50 / 10.0 |
workshop/side-quest-11-04-annotated-workflow.md |
8.50 / 10.0 |
workshop/side-quest-01-02-environment-reference.md |
8.54 / 10.0 |
workshop/side-quest-06-03a-copilot-requests-permission.md |
8.54 / 10.0 |
workshop/side-quest-07-01-compile-workflow.md |
8.55 / 10.0 |
workshop/05b-agentic-workflows-security.md |
8.60 / 10.0 |
workshop/14b-pr-reviewer-workflow.md |
8.64 / 10.0 |
workshop/side-quest-06-03-copilot-token.md |
8.64 / 10.0 |
workshop/side-quest-11-05-event-triggers.md |
8.64 / 10.0 |
workshop/side-quest-13-03-pr-checklist-pattern.md |
8.65 / 10.0 |
workshop/side-quest-06-01-install-troubleshooting.md |
8.67 / 10.0 |
workshop/14-next-steps.md |
8.70 / 10.0 |
workshop/side-quest-11-07-openai-key.md |
8.70 / 10.0 |
workshop/09-agentic-editing.md |
8.73 / 10.0 |
workshop/side-quest-11-02-yaml-frontmatter.md |
8.75 / 10.0 |
workshop/side-quest-10-02-jailbreak-brief.md |
8.76 / 10.0 |
workshop/side-quest-05-01-actions-power-user.md |
8.78 / 10.0 |
workshop/side-quest-13-01-pr-labeler-pattern.md |
8.79 / 10.0 |
workshop/side-quest-08-01-codespaces-actions-write.md |
8.80 / 10.0 |
workshop/12-test-and-iterate.md |
8.82 / 10.0 |
workshop/08b-interpret-your-run.md |
8.88 / 10.0 |
workshop/side-quest-12-01-iterate-agent-output.md |
8.88 / 10.0 |
workshop/side-quest-09-01-debug-output.md |
8.94 / 10.0 |
workshop/04-github-actions-intro.md |
8.96 / 10.0 |
workshop/side-quest-01-01-terminal-basics.md |
9.00 / 10.0 |
workshop/side-quest-02-01-local-terminal.md |
9.06 / 10.0 |
workshop/side-quest-06-02-cca-codespace.md |
9.25 / 10.0 |
workshop/side-quest-06-03c-copilot-github-token-ui-only.md |
9.32 / 10.0 |
workshop/side-quest-11-03-better-prompts.md |
9.36 / 10.0 |
workshop/05c-agentic-workflows-practice.md |
9.44 / 10.0 |
workshop/side-quest-01-03-permission-errors.md |
9.56 / 10.0 |
workshop/side-quest-05-02-aw-deep-dive.md |
9.58 / 10.0 |
workshop/side-quest-06-03b-copilot-github-token.md |
9.60 / 10.0 |
workshop/side-quest-06-04-install-local.md |
9.62 / 10.0 |
workshop/side-quest-10-01-agent-brief.md |
9.70 / 10.0 |
workshop/side-quest-11-01-frontmatter-deep-dive.md |
9.84 / 10.0 |
workshop/07a-part2-your-first-workflow-instructions.md |
9.94 / 10.0 |
Part 2 Scores (lessons 15+)
| File | Overall Score |
|---|---|
workshop/15-conditional-logic.md |
8.20 / 10.0 |
workshop/20-persistent-memory.md |
8.25 / 10.0 |
workshop/17-add-mcp-tools.md |
8.36 / 10.0 |
workshop/16-connect-data-source.md |
8.38 / 10.0 |
workshop/side-quest-20-01-memory-patterns.md |
8.42 / 10.0 |
workshop/side-quest-16-02-secrets-and-permissions.md |
8.54 / 10.0 |
workshop/side-quest-16-01-github-output.md |
8.55 / 10.0 |
workshop/side-quest-26-01-forecast-costs.md |
8.57 / 10.0 |
workshop/side-quest-17-01-mcp-concepts.md |
8.58 / 10.0 |
workshop/side-quest-17-02-security-architecture.md |
8.62 / 10.0 |
workshop/side-quest-16-03-token-exfiltration.md |
8.64 / 10.0 |
workshop/side-quest-17-03-prompt-injection.md |
8.64 / 10.0 |
workshop/26-manage-costs-and-budgets.md |
8.68 / 10.0 |
workshop/side-quest-17-04-permission-escalation.md |
8.74 / 10.0 |
workshop/21-inline-sub-agents.md |
8.78 / 10.0 |
workshop/side-quest-16-04-deterministic-vs-agentic-data-ops.md |
8.80 / 10.0 |
workshop/side-quest-17-05-supply-chain-mcp.md |
8.80 / 10.0 |
workshop/side-quest-15-01-expressions-and-contexts.md |
8.82 / 10.0 |
workshop/side-quest-16-05-long-lived-credentials.md |
8.84 / 10.0 |
workshop/24-self-hosted-runners.md |
8.89 / 10.0 |
workshop/18-share-and-reuse.md |
8.92 / 10.0 |
workshop/side-quest-17-07-repo-poisoning.md |
8.92 / 10.0 |
workshop/side-quest-15-02-chaining-conditions.md |
9.04 / 10.0 |
workshop/25-audit-and-observability.md |
9.08 / 10.0 |
workshop/19-research-driven-training-node.md |
9.14 / 10.0 |
workshop/22-error-handling-and-resilience.md |
9.16 / 10.0 |
workshop/23-ab-experiments.md |
9.28 / 10.0 |
workshop/side-quest-25-01-audit-reference.md |
9.64 / 10.0 |
workshop/side-quest-21-01-sub-agent-syntax.md |
9.76 / 10.0 |
workshop/side-quest-17-06-output-injection.md |
9.86 / 10.0 |
Other Scores (no lesson number)
| File | Overall Score |
|---|---|
workshop/side-quest-enterprise-setup.md |
8.52 / 10.0 |
Score Trends (history window: 20 commits)
| File | Baseline | Latest | Delta | Direction |
|---|---|---|---|---|
workshop/02a-setup-codespace.md |
7.88 |
8.09 |
+0.21 |
improving |
workshop/04-github-actions-intro.md |
8.96 |
8.96 |
+0.00 |
stable |
workshop/05-agentic-workflows-intro.md |
8.16 |
7.88 |
-0.28 |
declining |
workshop/05b-agentic-workflows-security.md |
8.64 |
8.60 |
-0.04 |
stable |
workshop/05c-agentic-workflows-practice.md |
9.44 |
9.44 |
+0.00 |
stable |
workshop/07-your-first-workflow.md |
10.0 |
7.32 |
-2.68 |
declining |
workshop/07a-part2-your-first-workflow-instructions.md |
10.0 |
9.94 |
-0.06 |
declining |
workshop/07d-confirm-model-access.md |
8.66 |
8.50 |
-0.16 |
declining |
workshop/08-run-your-workflow.md |
8.52 |
8.44 |
-0.08 |
declining |
workshop/08b-interpret-your-run.md |
8.88 |
8.88 |
+0.00 |
stable |
workshop/09-agentic-editing.md |
8.71 |
8.73 |
+0.02 |
stable |
workshop/12-test-and-iterate.md |
8.74 |
8.82 |
+0.08 |
improving |
workshop/14-next-steps.md |
8.70 |
8.70 |
+0.00 |
stable |
workshop/14b-pr-reviewer-workflow.md |
8.84 |
8.64 |
-0.20 |
declining |
workshop/15-conditional-logic.md |
7.45 |
8.20 |
+0.75 |
improving |
workshop/16-connect-data-source.md |
8.78 |
8.38 |
-0.40 |
declining |
workshop/17-add-mcp-tools.md |
8.32 |
8.36 |
+0.04 |
stable |
workshop/18-share-and-reuse.md |
8.92 |
8.92 |
+0.00 |
stable |
workshop/19-research-driven-training-node.md |
9.14 |
9.14 |
+0.00 |
stable |
workshop/20-persistent-memory.md |
8.43 |
8.25 |
-0.18 |
declining |
workshop/21-inline-sub-agents.md |
8.82 |
8.78 |
-0.04 |
stable |
workshop/22-error-handling-and-resilience.md |
9.06 |
9.16 |
+0.10 |
improving |
workshop/23-ab-experiments.md |
9.38 |
9.28 |
-0.10 |
declining |
workshop/24-self-hosted-runners.md |
8.65 |
8.89 |
+0.24 |
improving |
workshop/25-audit-and-observability.md |
9.08 |
9.08 |
+0.00 |
stable |
workshop/26-manage-costs-and-budgets.md |
8.68 |
8.68 |
+0.00 |
stable |
workshop/side-quest-01-01-terminal-basics.md |
9.0 |
9.0 |
+0.00 |
stable |
workshop/side-quest-01-02-environment-reference.md |
8.56 |
8.54 |
-0.02 |
stable |
workshop/side-quest-01-03-permission-errors.md |
9.56 |
9.56 |
+0.00 |
stable |
workshop/side-quest-05-01-actions-power-user.md |
8.78 |
8.78 |
+0.00 |
stable |
workshop/side-quest-05-02-aw-deep-dive.md |
9.58 |
9.58 |
+0.00 |
stable |
workshop/side-quest-06-01-install-troubleshooting.md |
8.67 |
8.67 |
+0.00 |
stable |
workshop/side-quest-06-02-cca-codespace.md |
9.25 |
9.25 |
+0.00 |
stable |
workshop/side-quest-06-03-copilot-token.md |
8.64 |
8.64 |
+0.00 |
stable |
workshop/side-quest-06-03a-copilot-requests-permission.md |
8.54 |
8.54 |
+0.00 |
stable |
workshop/side-quest-06-03b-copilot-github-token.md |
9.60 |
9.60 |
+0.00 |
stable |
workshop/side-quest-06-03c-copilot-github-token-ui-only.md |
9.32 |
9.32 |
+0.00 |
stable |
workshop/side-quest-07-01-compile-workflow.md |
8.51 |
8.55 |
+0.04 |
stable |
workshop/side-quest-08-01-codespaces-actions-write.md |
8.80 |
8.80 |
+0.00 |
stable |
workshop/side-quest-09-01-debug-output.md |
8.94 |
8.94 |
+0.00 |
stable |
workshop/side-quest-09-01a-pattern-long-plan-chain.md |
8.20 |
8.20 |
+0.00 |
stable |
workshop/side-quest-09-01b-pattern-empty-results.md |
8.41 |
8.41 |
+0.00 |
stable |
workshop/side-quest-09-01c-pattern-safe-output-blocked.md |
8.45 |
8.45 |
+0.00 |
stable |
workshop/side-quest-09-01d-pattern-permission-denied.md |
8.39 |
8.39 |
+0.00 |
stable |
workshop/side-quest-09-01e-pattern-done-no-write.md |
8.45 |
8.45 |
+0.00 |
stable |
workshop/side-quest-09-01f-debugging-checklist.md |
8.13 |
8.13 |
+0.00 |
stable |
workshop/side-quest-10-01-agent-brief.md |
9.70 |
9.70 |
+0.00 |
stable |
workshop/side-quest-10-02-jailbreak-brief.md |
8.76 |
8.76 |
+0.00 |
stable |
workshop/side-quest-11-01-frontmatter-deep-dive.md |
9.84 |
9.84 |
+0.00 |
stable |
workshop/side-quest-11-01b-workflow-structure.md |
8.50 |
8.50 |
+0.00 |
stable |
workshop/side-quest-11-02-yaml-frontmatter.md |
8.75 |
8.75 |
+0.00 |
stable |
workshop/side-quest-11-03-better-prompts.md |
9.36 |
9.36 |
+0.00 |
stable |
workshop/side-quest-11-04-annotated-workflow.md |
8.50 |
8.50 |
+0.00 |
stable |
workshop/side-quest-11-05-event-triggers.md |
8.64 |
8.64 |
+0.00 |
stable |
workshop/side-quest-11-06-anthropic-key.md |
8.22 |
8.26 |
+0.04 |
stable |
workshop/side-quest-11-07-openai-key.md |
8.68 |
8.70 |
+0.02 |
stable |
workshop/side-quest-11-08-frontmatter-tools-outputs.md |
8.41 |
8.41 |
+0.00 |
stable |
workshop/side-quest-11-09-agent-session-phases.md |
8.46 |
8.46 |
+0.00 |
stable |
workshop/side-quest-12-01-iterate-agent-output.md |
8.88 |
8.88 |
+0.00 |
stable |
workshop/side-quest-13-01-pr-labeler-pattern.md |
8.79 |
8.79 |
+0.00 |
stable |
workshop/side-quest-13-01-schedule-expressions.md |
8.40 |
8.40 |
+0.00 |
stable |
workshop/side-quest-13-02-pr-summary-pattern.md |
8.45 |
8.45 |
+0.00 |
stable |
workshop/side-quest-13-03-pr-checklist-pattern.md |
8.65 |
8.65 |
+0.00 |
stable |
workshop/side-quest-13-04-token-optimization.md |
8.46 |
8.46 |
+0.00 |
stable |
workshop/side-quest-15-01-expressions-and-contexts.md |
8.82 |
8.82 |
+0.00 |
stable |
workshop/side-quest-16-01-github-output.md |
8.55 |
8.55 |
+0.00 |
stable |
workshop/side-quest-16-02-secrets-and-permissions.md |
8.54 |
8.54 |
+0.00 |
stable |
workshop/side-quest-16-03-token-exfiltration.md |
8.64 |
8.64 |
+0.00 |
stable |
workshop/side-quest-16-04-deterministic-vs-agentic-data-ops.md |
8.80 |
8.80 |
+0.00 |
stable |
workshop/side-quest-16-05-long-lived-credentials.md |
8.84 |
8.84 |
+0.00 |
stable |
workshop/side-quest-17-01-mcp-concepts.md |
8.58 |
8.58 |
+0.00 |
stable |
workshop/side-quest-17-02-security-architecture.md |
8.62 |
8.62 |
+0.00 |
stable |
workshop/side-quest-17-03-prompt-injection.md |
8.64 |
8.64 |
+0.00 |
stable |
workshop/side-quest-17-04-permission-escalation.md |
8.76 |
8.74 |
-0.02 |
stable |
workshop/side-quest-17-05-supply-chain-mcp.md |
8.80 |
8.80 |
+0.00 |
stable |
workshop/side-quest-17-06-output-injection.md |
9.90 |
9.86 |
-0.04 |
stable |
workshop/side-quest-17-07-repo-poisoning.md |
9.00 |
8.92 |
-0.08 |
declining |
workshop/side-quest-20-01-memory-patterns.md |
8.46 |
8.42 |
-0.04 |
stable |
workshop/side-quest-21-01-sub-agent-syntax.md |
9.76 |
9.76 |
+0.00 |
stable |
workshop/side-quest-25-01-audit-reference.md |
9.66 |
9.64 |
-0.02 |
stable |
workshop/side-quest-26-01-forecast-costs.md |
8.61 |
8.57 |
-0.04 |
stable |
workshop/side-quest-enterprise-setup.md |
8.52 |
8.52 |
+0.00 |
stable |
Overall Trend
- Baseline mean score:
8.80 - Latest mean score:
8.78 - Delta:
-0.02 - Direction: stable
Bloom's Taxonomy Distribution
| Level | Count |
|---|---|
| remember | 5 |
| understand | 8 |
| apply | 49 |
| analyze | 6 |
| evaluate | 8 |
| create | 9 |
The corpus has a healthy pyramidal distribution: 57% of pages at "apply" with meaningful representation at analyze (7%), evaluate (9%), and create (11%). Both has_min_understand_steps and has_min_analyze_steps are satisfied — no gap proposals required.
Bloom's Reclassification Audit
| File | Level | Justification |
|---|---|---|
workshop/02a-setup-codespace.md |
apply | Primary cues: intro:install, title:setup. |
workshop/04-github-actions-intro.md |
understand | Primary cues: title:intro, intro:intro. |
workshop/05-agentic-workflows-intro.md |
understand | Primary cues: title:intro, intro:intro. |
workshop/05b-agentic-workflows-security.md |
apply | Primary cues: intro:run, intro:schedule. |
workshop/05c-agentic-workflows-practice.md |
apply | Primary cues: intro:run, intro:use. |
workshop/07-your-first-workflow.md |
create | Primary cues: intro:create, intro:author. |
workshop/07a-part2-your-first-workflow-instructions.md |
evaluate | Primary cues: intro:review, intro:validate. |
workshop/07d-confirm-model-access.md |
apply | Primary cues: intro:run, intro:configure. |
workshop/08-run-your-workflow.md |
apply | Primary cues: title:run, intro:run. |
workshop/08b-interpret-your-run.md |
apply | Primary cues: title:run, intro:run. |
workshop/09-agentic-editing.md |
apply | Primary cues: intro:run, intro:use. |
workshop/12-test-and-iterate.md |
evaluate | Primary cues: intro:review, title:test. |
workshop/14-next-steps.md |
evaluate | Primary cues: intro:review, intro:test. |
workshop/14b-pr-reviewer-workflow.md |
create | Primary cues: intro:create, title:build. |
workshop/15-conditional-logic.md |
apply | Primary cues: intro:run, intro:use. |
workshop/16-connect-data-source.md |
apply | Primary cues: intro:run, intro:install. |
workshop/17-add-mcp-tools.md |
apply | Primary cues: intro:install, activity:commands_or_code. |
workshop/18-share-and-reuse.md |
apply | Primary cues: intro:run, intro:schedule. |
workshop/19-research-driven-training-node.md |
create | Primary cues: title:build, intro:build. |
workshop/20-persistent-memory.md |
apply | Primary cues: intro:run, activity:commands_or_code. |
workshop/21-inline-sub-agents.md |
remember | Primary cues: title:reference, intro:reference. |
workshop/22-error-handling-and-resilience.md |
apply | Primary cues: intro:run, intro:schedule. |
workshop/23-ab-experiments.md |
evaluate | Primary cues: title:test, intro:test. |
workshop/24-self-hosted-runners.md |
apply | Primary cues: title:run, intro:run. |
workshop/25-audit-and-observability.md |
apply | Primary cues: intro:run, intro:install. |
workshop/26-manage-costs-and-budgets.md |
apply | Primary cues: intro:run, activity:commands_or_code. |
workshop/side-quest-01-01-terminal-basics.md |
apply | Primary cues: intro:run, intro:use. |
workshop/side-quest-01-02-environment-reference.md |
remember | Primary cues: title:reference, intro:reference. |
workshop/side-quest-01-03-permission-errors.md |
apply | Primary cues: intro:run, intro:setup. |
workshop/side-quest-02-01-local-terminal.md |
apply | Primary cues: intro:run, intro:install. |
workshop/side-quest-05-01-actions-power-user.md |
understand | Primary cues: intro:intro, intro:introduction. |
workshop/side-quest-05-02-aw-deep-dive.md |
apply | Primary cues: intro:run, intro:use. |
workshop/side-quest-06-01-install-troubleshooting.md |
apply | Primary cues: intro:run, title:install. |
workshop/side-quest-06-02-cca-codespace.md |
apply | Primary cues: intro:run, intro:install. |
workshop/side-quest-06-03-copilot-token.md |
apply | Primary cues: intro:run, intro:install. |
workshop/side-quest-06-03a-copilot-requests-permission.md |
apply | Primary cues: intro:run, intro:setup. |
workshop/side-quest-06-03b-copilot-github-token.md |
apply | Primary cues: intro:run, intro:configure. |
workshop/side-quest-06-03c-copilot-github-token-ui-only.md |
apply | Primary cues: intro:setup, intro:configure. |
workshop/side-quest-06-04-install-local.md |
apply | Primary cues: intro:run, title:install. |
workshop/side-quest-07-01-compile-workflow.md |
evaluate | Primary cues: intro:validate, intro:test. |
workshop/side-quest-08-01-codespaces-actions-write.md |
apply | Primary cues: title:run, intro:run. |
workshop/side-quest-09-01-debug-output.md |
analyze | Primary cues: title:debug, intro:diagnose. |
workshop/side-quest-09-01a-pattern-long-plan-chain.md |
apply | Primary cues: intro:run, intro:setup. |
workshop/side-quest-09-01b-pattern-empty-results.md |
apply | Primary cues: intro:run, intro:setup. |
workshop/side-quest-09-01c-pattern-safe-output-blocked.md |
analyze | Primary cues: intro:debug, title:output. |
workshop/side-quest-09-01d-pattern-permission-denied.md |
analyze | Primary cues: intro:inspect, intro:debug. |
workshop/side-quest-09-01e-pattern-done-no-write.md |
create | Primary cues: intro:create, title:write. |
workshop/side-quest-09-01f-debugging-checklist.md |
analyze | Primary cues: intro:inspect, intro:debug. |
workshop/side-quest-10-01-agent-brief.md |
apply | Primary cues: intro:run, intro:setup. |
workshop/side-quest-10-02-jailbreak-brief.md |
understand | Primary cues: intro:understand, intro:architecture. |
workshop/side-quest-11-01-frontmatter-deep-dive.md |
apply | Primary cues: intro:run, intro:configure. |
workshop/side-quest-11-01b-workflow-structure.md |
understand | Primary cues: intro:intro, intro:introduction. |
workshop/side-quest-11-02-yaml-frontmatter.md |
apply | Primary cues: intro:use, activity:commands_or_code. |
workshop/side-quest-11-03-better-prompts.md |
create | Primary cues: title:write, intro:write. |
workshop/side-quest-11-04-annotated-workflow.md |
apply | Primary cues: intro:run, activity:commands_or_code. |
workshop/side-quest-11-05-event-triggers.md |
apply | Primary cues: intro:schedule, intro:use. |
workshop/side-quest-11-06-anthropic-key.md |
apply | Primary cues: intro:run, title:configure. |
workshop/side-quest-11-07-openai-key.md |
apply | Primary cues: intro:install, title:configure. |
workshop/side-quest-11-08-frontmatter-tools-outputs.md |
apply | Primary cues: intro:run, activity:commands_or_code. |
workshop/side-quest-11-09-agent-session-phases.md |
understand | Primary cues: intro:intro, intro:introduction. |
workshop/side-quest-12-01-iterate-agent-output.md |
evaluate | Primary cues: intro:judge, intro:test. |
workshop/side-quest-13-01-pr-labeler-pattern.md |
evaluate | Primary cues: intro:verify, intro:test. |
workshop/side-quest-13-01-schedule-expressions.md |
apply | Primary cues: intro:run, title:schedule. |
workshop/side-quest-13-02-pr-summary-pattern.md |
create | Primary cues: intro:create, intro:build. |
workshop/side-quest-13-03-pr-checklist-pattern.md |
evaluate | Primary cues: intro:evaluate, title:review. |
workshop/side-quest-13-04-token-optimization.md |
apply | Primary cues: intro:run, intro:use. |
workshop/side-quest-15-01-expressions-and-contexts.md |
understand | Primary cues: intro:introduction, intro:understand. |
workshop/side-quest-15-02-chaining-conditions.md |
apply | Primary cues: title:run, intro:run. |
workshop/side-quest-16-01-github-output.md |
analyze | Primary cues: title:output, intro:output. |
workshop/side-quest-16-02-secrets-and-permissions.md |
apply | Primary cues: intro:run, intro:connect. |
workshop/side-quest-16-03-token-exfiltration.md |
create | Primary cues: intro:build, intro:design. |
workshop/side-quest-16-04-deterministic-vs-agentic-data-ops.md |
apply | Primary cues: intro:run, intro:connect. |
workshop/side-quest-16-05-long-lived-credentials.md |
apply | Primary cues: intro:run, intro:connect. |
workshop/side-quest-17-01-mcp-concepts.md |
apply | Primary cues: intro:use, activity:commands_or_code. |
workshop/side-quest-17-02-security-architecture.md |
understand | Primary cues: intro:intro, intro:understand. |
workshop/side-quest-17-03-prompt-injection.md |
apply | Primary cues: intro:run, activity:commands_or_code. |
workshop/side-quest-17-04-permission-escalation.md |
create | Primary cues: intro:author, intro:write. |
workshop/side-quest-17-05-supply-chain-mcp.md |
apply | Primary cues: intro:install, intro:use. |
workshop/side-quest-17-06-output-injection.md |
analyze | Primary cues: intro:inspect, title:output. |
workshop/side-quest-17-07-repo-poisoning.md |
create | Primary cues: intro:author, title:write. |
workshop/side-quest-20-01-memory-patterns.md |
remember | Primary cues: title:reference, intro:reference. |
workshop/side-quest-21-01-sub-agent-syntax.md |
remember | Primary cues: title:reference, intro:reference. |
workshop/side-quest-25-01-audit-reference.md |
remember | Primary cues: title:reference, intro:reference. |
workshop/side-quest-26-01-forecast-costs.md |
apply | Primary cues: intro:run, intro:use. |
workshop/side-quest-enterprise-setup.md |
apply | Primary cues: intro:run, title:setup. |
Notable Trends
07-your-first-workflow.mddropped −2.68 points (10.0 → 7.32) — the largest single-file regression in the corpus. Root cause: the step was significantly shortened (278 words), leaving only 1 code block and 2 checklist items, which reduced active learning and checkpoint quality scores sharply.16-connect-data-source.mddeclined −0.40 — low active learning density (1.16) in a step that introduces 25 new concepts.05-agentic-workflows-intro.mddeclined −0.28 — concept overload (22 new concepts) and low active learning (2.9 / 10).
Warning
Firewall blocked 1 domain
The following domain was blocked by the firewall during workflow execution:
awmgmcpg
To allow these domains, add them to the
network.allowedlist in your workflow frontmatter:
network:
allowed:
- defaults
- "awmgmcpg"See Network Configuration for more information.
Generated by 🔬 Curriculum Quality Evaluator · 86 AIC · ⌖ 7.39 AIC · ⊞ 6.2K · ◷
- expires on Jul 26, 2026, 4:39 AM UTC