| W1 | Jan 5 | Trustworthy AI | Why Uncertainty Quantification Matters in High-Stakes AI | Published |
| W2 | Jan 12 | Document Intelligence | Why Traditional RAG Is Insufficient for High-Stakes Environments | Published |
| W3 | Jan 19 | Research Translation | From Research Papers to Real Systems: Bridging the Gap | Published |
| W4 | Jan 26 | Trustworthy AI | When AI Should Refuse to Answer | Published |
| W5 | Feb 2 | Document Intelligence | What Is Evidence-Grounded AI? | Published |
| W6 | Feb 9 | Trustworthy AI | Explainability Is Not Enough: Building Trustworthy AI Systems | Published |
| W7 | Feb 16 | AI Risk & Governance | How Organizations Should Prepare for AI Deployment | Published |
| W8 | Feb 23 | AI Risk & Governance | Why Human Accountability Must Remain Central to AI | Published |
| W9 | Mar 2 | Research Translation | From Bayesian RAG to BRAG | Published |
| W10 | Mar 9 | AI Risk & Governance | AI Readiness Reviews: A Practical Framework | Published |
| W11 | Mar 16 | Trustworthy AI | Healthcare AI: Why Reliability Matters More Than Accuracy | Published |
| W12 | Mar 23 | Future Systems | The Future of Human-AI Collaboration | Published |
| W13 | Mar 30 | Future Systems | Scalable Oversight: Supervising Systems More Capable Than Their Reviewers | Published |
| W14 | Apr 6 | Trustworthy AI | Calibration: Why a Model's Confidence Must Match Reality | Published |
| W15 | Apr 13 | Document Intelligence | Provenance and Audit Trails in High-Stakes Document AI | Published |
| W16 | Apr 20 | Research Translation | What Production-Grade Bayesian Inference Requires | Published |
| W17 | Apr 27 | AI Risk & Governance | Continuous Monitoring: Catching Model Drift Before It Causes Harm | Published |
| W18 | May 4 | Future Systems | Human-AI Teaming: Designing the Handoffs | Published |
| W19 | May 11 | Document Intelligence | Human-in-the-Loop Review for High-Stakes Documents | Published |
| W20 | May 18 | Research Translation | From Uncertainty Estimates to Decisions: Acting on Confidence | Published |
| W21 | May 25 | AI Risk & Governance | Incident Response for AI: What to Do When a Model Fails | Published |
| W22 | Jun 1 | Future Systems | AI Safety and Alignment: A Practitioner's Primer | Published |
| W23 | Jun 8 | Document Intelligence | Regulatory-Grade Document Workflows | Published |
| W24 | Jun 15 | Research Translation | Reproducibility as a Governance Requirement | Published |
| W25 | Jun 22 | Future Systems | The Long-Term Case for Independent AI Oversight | Published |
| W26 | Jun 29 | Trustworthy AI | Robustness: How AI Systems Behave Under Stress | Published |
| W27 | Jul 6 | Research Translation | Evaluation Beyond Accuracy: Measuring What Matters in Trustworthy AI | Published |
| W28 | Jul 13 | Document Intelligence | Reliable Structure Extraction from Unstructured Documents | Published |
| W29 | Jul 20 | AI Risk & Governance | The EU AI Act in Practice: A Field Guide | Published |
| W30 | Jul 27 | Trustworthy AI | Distribution Shift: Why Models Fail Quietly | Published |
| W31 | Aug 3 | Research Translation | Active Learning: Spending Labels Where They Count | Published |
| W32 | Aug 10 | Future Systems | Tool-Using Agents and the Limits of Autonomy | Published |
| W33 | Aug 17 | Trustworthy AI | Selective Prediction: Models That Decline Gracefully | Published |
| W34 | Aug 24 | Research Translation | Transfer Learning Done Responsibly | Published |
| W35 | Aug 31 | Document Intelligence | Redaction and Privacy in Document Pipelines | Published |