Field Notes
Short observations from the AI risk surface.
Public research notebook
Learning Log
The public research notebook of Secure AI Atlas.
Learning Log is where ATLAS thinks in public.
Not every observation begins as an article. Some begin as a pattern, a doubt, a reading note, a design decision, or a field signal.
This section records how ATLAS evolves while mapping generative AI risk: what changes, what becomes clearer, what remains unresolved, and which questions deserve deeper analysis.
Note types
Reading Notes
Comments on frameworks, reports, and technical references.
Build Notes
Decisions made while designing Secure AI Atlas.
ATLAS Signals
Compact hypotheses in the ATLAS voice.
Open Questions
Unresolved problems that require further mapping.
A distinct editorial space
Blog
Developed articles with a complete argument.
Risk Catalogue
Structured records of generative AI failure modes.
Controls Catalogue
Structured records of operational safeguards.
Learning Log
Evolving observations, signals, notes, and open questions.
External intelligence
AI Security News Radar
Actionable external signals identified by the ATLAS daily pipeline. These links are source material, distinct from Secure AI Atlas editorial entries below.
External signal
WorldMark: A Plug-and-Play World Knowledge Interface for Cross-Host Language Model Watermarking (opens external site in a new tab)
arXiv CS.CR
External signal
Fairis: Fairness-Aware Aggregation with Provable Influence Containment against Fairness Poisoning Attacks in Collaborati (opens external site in a new tab)
arXiv CS.CR
External signal
CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training (opens external site in a new tab)
arXiv CS.CR
External signal
StepJack: Benchmarking Computer-Use Agent Safety Against Multi-Step Indirect Prompt Injection (opens external site in a new tab)
arXiv CS.CR
External signal
Canonicalization Failures as a Recurring Vulnerability Class: Representation Divergence in Cryptographic Systems and Its (opens external site in a new tab)
arXiv CS.CR
External signal
Model Confidence Under Answer-Preserving Attacks: An Informativeness-Manipulability Frontier (opens external site in a new tab)
arXiv CS.CR
Log entries
Research in motion, recorded before every question has a final form.
TurnOPD: Turn-Aware On-Policy Distillation for Long-Horizon Agent Training
A research note on TurnOPD, an on-policy distillation technique for long-horizon agent training. It is relevant to agent evaluation and training reliability, but it is not an operational security control.
agentstrainingdistillationevaluationresearch-note
Building an Editorial Intelligence Pipeline: Signal Ingestion, Doctrinal Review and Publishing in Secure AI Atlas
How Secure AI Atlas turns external security signals into reviewed, published content through a seven-script pipeline with explicit risk bands, conflict resolution, and a still-evolving local/cloud LLM triage layer.
pipelineautomationllm-opseditorial-governanceollamadeepseek
Engineering Log: Can a Local LLM Replace a Cloud Model for Conceptual Security Triage?
A structured comparison between local open-weight models (Ollama, RTX 5070, 16GB VRAM) and DeepSeek's cloud API for the conceptual-analysis stage of our security signal pipeline.
local-llmdeepseekollamaconceptual-analysistriageengineering-log
Daily Dispatcher Real Mode
A build note on moving the ATLAS daily dispatcher from analysis-only execution to real publication, social, and mail invocations.
ATLASautomationgovernanceoperations
Applying the Map to ATLAS Itself
A public control review of how Secure AI Atlas constrains its own agent-assisted editorial and technical work.
self-governancecontrol reviewSecure SDLCagentic autonomy
Building a Website Governed by an AI Agent
A build note on making agentic editorial work observable, bounded, reviewable, and subordinate to human authority.
agentic AIgovernancecontrolsbuild note
Supply Chain Signals — June 2026
Seven observations from the agentic AI supply chain threat landscape as of late June 2026.
supply-chainagentic-aisignalslearning-log
Starting the Atlas
The first learning log entry records the purpose, voice, and early boundaries of Secure AI Atlas.
projecteditorialMVP