SYSTEM / TRANSPARENCY
Audit Log
The intent of this project is to be an "open book" of its own construction. Below is a record of major architectural decisions and content updates.
Latest Event: Content Release
Mar 15, 2026: Released "Knowledge Graphs for RAG: GraphRAG". Focused on preventing The Connecting-the-Dots Failure via Ethics strategies.
| Date | Event Type | Description | Hash |
|---|---|---|---|
| 2026-03-15 | CONTENT | Release Day 074: Knowledge Graphs for RAG: GraphRAG | 6f81...61c7 |
| 2026-03-14 | CONTENT | Release Day 073: AI FinOps: Token Routing & Budgeting | f135...ffff |
| 2026-03-13 | CONTENT | Release Day 072: State Management & Persistence: Time-Travel | 83e9...8d27 |
| 2026-03-12 | CONTENT | Release Day 071: Multi-Agent Orchestration: Graph-Based Control | 159d...1b5f |
| 2026-03-11 | CONTENT | Release Day 070: The Agentic Capstone: Architecting the Autonomous Analyst | a741...a987 |
| 2026-03-10 | CONTENT | Release Day 069: Evaluating Agents: The Necessity of Trajectory Analysis | 39f5...37bf |
| 2026-03-09 | CONTENT | Release Day 068: Agent Observability: Tracing the Loop and Preventing 'The Infinite Spend' | cba9...c5e7 |
| 2026-03-08 | CONTENT | Release Day 067: Multi-Agent Handoffs: Engineering the Router Pattern | 5d5d...531f |
| 2026-03-07 | CONTENT | Release Day 066: Agentic Search: Look-Ahead Safety via Tree of Thoughts and MCTS | ef01...e147 |
| 2026-03-06 | CONTENT | Release Day 065: Human-in-the-Loop: Engineering the Authorization Gate | 71b5...7f7f |
| 2026-03-05 | CONTENT | Release Day 064: Sandboxing Code Execution: The RCE Defense | 0369...0da7 |
| 2026-03-04 | CONTENT | Release Day 063: The Context Window Economy: Engineering Memory Management | 951d...9bdf |
| 2026-03-03 | CONTENT | Release Day 062: Robust Tool Definitions: Schema Engineering as Prompting | 27c1...2907 |
| 2026-03-02 | CONTENT | Release Day 061: The ReAct Pattern: Bounding Reasoning and Execution | b975...b73f |
| 2026-03-01 | CONTENT | Release Day 060: The White Box Capstone: The Audit Defense | 4b29...4567 |
| 2026-02-28 | CONTENT | Release Day 059: Machine Unlearning: The Right to be Forgotten | dddd...d39f |
| 2026-02-27 | CONTENT | Release Day 058: Data Poisoning Defense: Detecting the Trojan Horse | 6f81...61c7 |
| 2026-02-26 | CONTENT | Release Day 057: Content Provenance & Watermarking (C2PA) | f135...ffff |
| 2026-02-25 | CONTENT | Release Day 056: Automated Documentation: The Dynamic Model Card | 83e9...8d27 |
| 2026-02-24 | CONTENT | Release Day 055: Bias Mitigation: Re-weighting & Constraints | 159d...1b5f |
| 2026-02-23 | CONTENT | Release Day 054: Fairness Auditing: Group Metrics & The Impossibility Theorem | a741...a987 |
| 2026-02-22 | CONTENT | Release Day 053: Faithful Explainability: Probing & Lie Detection | 39f5...37bf |
| 2026-02-21 | CONTENT | Release Day 052: Counterfactual Analysis: The 'What If' Engine | cba9...c5e7 |
| 2026-02-20 | CONTENT | Release Day 051: Mechanistic Interpretability: Circuit Analysis & Model Surgery | 5d5d...531f |
| 2026-02-19 | CONTENT | Release Day 050: The Mid-Series Capstone: The 'Production-Ready' Check | ef01...e147 |
| 2026-02-18 | CONTENT | Release Day 049: Error Analysis: The feedback loop that kills stagnation | 71b5...7f7f |
| 2026-02-17 | CONTENT | Release Day 048: Local LLMs: The Air-Gapped Intelligence | 0369...0da7 |
| 2026-02-16 | CONTENT | Release Day 047: Orchestration: Taming the Cron Job Sprawl | 951d...9bdf |
| 2026-02-15 | CONTENT | Release Day 046: Model Calibration: The honesty of AI | 27c1...2907 |
| 2026-02-14 | CONTENT | Release Day 045: Data Quality Contracts: The First Line of Defense | b975...b73f |
| 2026-02-13 | CONTENT | Release Day 044: Model Monitoring: Beyond 'Is it Up?' | 4b29...4567 |
| 2026-02-12 | CONTENT | Release Day 043: Feature Stores: The Time-Travel Problem | dddd...d39f |
| 2026-02-11 | CONTENT | Release Day 042: Shadow Deployment: The Art of Silent Validation | 6f81...61c7 |
| 2026-02-10 | CONTENT | Release Day 041: Evaluation Driven Development (EDD): Escaping Regression Roulette | f135...ffff |
| 2026-02-09 | CONTENT | Release Day 040: The Fine-Tuning Pivot (Build vs. Buy) | 83e9...8d27 |
| 2026-02-08 | CONTENT | Release Day 039: Vector Database Operations (Scale) | 159d...1b5f |
| 2026-02-07 | CONTENT | Release Day 038: Privacy Engineering: PII Masking | a741...a987 |
| 2026-02-06 | CONTENT | Release Day 037: Adversarial Defense (Prompt Injection) | 39f5...37bf |
| 2026-02-05 | CONTENT | Release Day 036: Observability for Chains (Tracing) | cba9...c5e7 |
| 2026-02-04 | CONTENT | Release Day 035: Semantic Caching (The Cost Firewall) | 5d5d...531f |
| 2026-02-03 | CONTENT | Release Day 034: Advanced Query Transformations | ef01...e147 |
| 2026-02-02 | CONTENT | Release Day 033: Automated Evaluation (The RAG Triad) | 71b5...7f7f |
| 2026-02-01 | CONTENT | Release Day 032: RAG Architecture III: Grounding & Citations | 0369...0da7 |
| 2026-01-31 | CONTENT | Release Day 031: RAG Architecture II: Hybrid Search & Re-ranking | 951d...9bdf |
| 2026-01-30 | CONTENT | Release Day 030: RAG Architecture I: The Data Pipeline & Chunking Strategy | 27c1...2907 |
| 2026-01-29 | CONTENT | Release Day 029: Vector Databases (Infrastructure) | b975...b73f |
| 2026-01-28 | CONTENT | Release Day 028: Embeddings & Vector Space | 4b29...4567 |
| 2026-01-27 | CONTENT | Release Day 027: Automated Evaluation (LLM-as-a-Judge) | dddd...d39f |
| 2026-01-26 | CONTENT | Release Day 026: Evaluating Generative Models (Beyond Accuracy) | 6f81...61c7 |
| 2026-01-25 | CONTENT | Release Day 025: Building Conversational Memory: State Management Patterns | f135...ffff |
| 2026-01-24 | CONTENT | Release Day 024: Structured Outputs (JSON Mode & Function Calling) | 83e9...8d27 |
| 2026-01-23 | CONTENT | Release Day 023: Prompt Engineering II: Reasoning (CoT & ReAct) | 159d...1b5f |
| 2026-01-22 | CONTENT | Release Day 022: Prompt Engineering I: Structure & Context | a741...a987 |
| 2026-01-21 | CONTENT | Release Day 021: The LLM API Landscape (OpenAI, Anthropic, Mistral) | 39f5...37bf |
| 2026-01-20 | CONTENT | Release Day 020: Phase 1 Capstone: The 'End-to-End' Production Pipeline | cba9...c5e7 |
| 2026-01-19 | CONTENT | Release Day 019: The ROI of AI: Translating F1 Scores to P&L | 5d5d...531f |
| 2026-01-18 | CONTENT | Release Day 018: Data Lineage: The Chain of Custody for AI | ef01...e147 |
| 2026-01-17 | CONTENT | Release Day 017: CI/CD for ML: The Death of 'It Works on My Machine' | 71b5...7f7f |
| 2026-01-16 | CONTENT | Release Day 016: Cloud Infrastructure for AI: Compute, Cost, and Carbon | 0369...0da7 |
| 2026-01-15 | CONTENT | Release Day 015: The Generative Shift: LLMs, APIs, and Unit Economics | 951d...9bdf |
| 2026-01-14 | CONTENT | Release Day 014: Model Cards: The 'Nutrition Label' for AI | 27c1...2907 |
| 2026-01-13 | CONTENT | Release Day 013: Data Privacy & Anonymization: The Toxic Waste Model | b975...b73f |
| 2026-01-12 | CONTENT | Release Day 012: Explainable AI (XAI): From Black Box to Glass Box | 4b29...4567 |
| 2026-01-11 | CONTENT | Release Day 011: Algorithmic Fairness: Auditing & Mitigation Pipelines | dddd...d39f |
| 2026-01-10 | CONTENT | Release Day 010: Model Validation Strategies | 6f81...61c7 |
| 2026-01-09 | CONTENT | Release Day 009: Evaluation Metrics for Business | f135...ffff |
| 2026-01-08 | CONTENT | Release Day 008: Baseline Models & Benchmarking | 83e9...8d27 |
| 2026-01-07 | CONTENT | Release Day 007: Feature Engineering & Selection | 159d...1b5f |
| 2026-01-06 | CONTENT | Release Day 006: Exploratory Data Analysis (EDA) & Profiling | a741...a987 |
| 2026-01-05 | CONTENT | Release Day 005: Experiment Tracking & The 'Zombie Model' Problem | 39f5...37bf |
| 2026-01-04 | CONTENT | Release Day 004: Unit Testing for Data Science | cba9...c5e7 |
| 2026-01-03 | CONTENT | Release Day 003: Containerization Basics (Docker) | 5d5d...531f |
| 2026-01-02 | CONTENT | Release Day 002: Version Control for Data & Code | ef01...e147 |
| 2026-01-01 | INIT | Initial Commit & Day 001: The Sanctity of the Environment | 71b5...7f7f |