Journal
Reading on the territory we work in.
A running journal of writing about the questions, fields, and patterns that keep showing up in the work. Adjacent reading, not the findings themselves. For those, see the live causes and the public audit feed.
Recent
20 articles
- ·7 min read·Artificial intelligence applications
The Dirty Data Tax: Why Clinical AI Fails Before Training
Your model isn't hallucinating; it's reproducing legacy EHR contradictions. Learn how FAIR-compliant preprocessing eliminates the hidden costs of dirty data in clinical AI deployments.
#Artificial Intelligence#Clinical Informatics#Data Engineering#MLOps - ·8 min read·Artificial intelligence applications
AI Biosecurity Gap: Why Verification Is Your Only Moat
AI designs functional viruses faster than we can verify them. Learn how to shift your competitive advantage from generation speed to deterministic, human-verified audit trails that build a defensible moat.
#AI Biosecurity#Verification Workflows#Jagged Intelligence#Synthetic Biology - ·7 min read·Blockchain audit trails
We Open-Source Our Blockchain Audit Trails: A 2026 GitHub Guide
Your SOC 2 report is a static snapshot, but a public hash trail is a live wire. Learn how to architect, hash, and publish your startup’s operational logs to GitHub to build verifiable trust without expensive auditors.
#blockchain#audit trails#github#transparency - ·8 min read·Open-source intelligence
The OSINT Directory Trap: Why Link Volume Kills Intelligence
Most open-source intelligence directories are digital graveyards. Learn how to build a verification-first OSINT workflow that prioritizes source credibility and maintenance over raw link volume.
#OSINT#Open Source Intelligence#Investigative Research#Data Verification - ·8 min read·Public interest research
How to Turn Deep Research Max Into a Deterministic FOIA Engine
Stop asking questions and start assigning structured workflows. This guide reframes Deep Research Max as a deterministic processor for PDF-heavy public records analysis.
#Deep Research Max#FOIA analysis#investigative workflows#public records - ·9 min read·Investigative journalism
Your AI Assistant Is Lying: Mapping Jagged Intelligence in Investigations
AI reliability is uneven, not uniform. Learn to map Artificial Jagged Intelligence across investigative workflows and build human validation steps that prevent retractions without sacrificing speed.
#artificial jagged intelligence#investigative journalism#AI verification#source verification - ·9 min read·Blockchain audit trails
Decoding the 2026 Crypto Report: SaaS Audit Trails
Enterprise security reviews fail when logs are mutable. Discover why the 2026 crypto report forces non-crypto SaaS founders to adopt blockchain audit trails to prove data lineage and pass rigorous compliance demands.
#Blockchain Audit Trails#SaaS Compliance#2026 Crypto Report#Data Lineage - ·7 min read·Open-source intelligence
The GitHub OSINT Trap: Why Abandoned Repos Are Your Biggest Risk
Most open-source intelligence lists treat GitHub as a static menu of tools. We reframe it as a dynamic supply chain where code abandonment is an active security vulnerability, teaching you how to audit repositories before they compromise your investigations.
#OSINT#GitHub#Open Source Intelligence#Cybersecurity - ·5 min read·Public interest research
Veritone Assess Demo: The Hidden Cost of Vague Policy Logic
Most public sector AI demos highlight what the tool finds, ignoring what it misses when regulations are ambiguous. Learn how to evaluate Veritone Assess as a policy-enforcement engine and structure a pilot that tests for false positives before full deployment.
#Veritone Assess#public sector AI#investigative tools#policy compliance - ·6 min read·Public interest research
How to FOIA NTSB Verification Logs After the AI Audio Ban
The NTSB blacked out its database after AI reconstructed cockpit audio from spectrograms. Learn how to bypass the freeze by filing narrow FOIA requests for anti-tampering metadata instead of the audio itself.
#FOIA#NTSB#OSINT#AI Audio - ·8 min read·Investigative journalism
Source Verification at Scale: Applying 2026 Investigative Standards
Standard business verification APIs fail to catch AI-generated synthetic entities. This guide adapts investigative journalism’s triangulation methods to build a defensible data audit framework, replacing blind API trust with cross-referential logic tests that protect your startup's operational integrity.
#Investigative Journalism#Data Verification#Startup Operations#OSINT - ·8 min read·Artificial intelligence applications
The Biosecurity Gap: When AI Design Outpaces Human Verification
Healthcare AI focuses on admin efficiency while generative models design viable pathogens faster than epidemiologists can detect them. This post exposes the verification vacuum where AI-designed viruses evade traditional screening and outlines the pivot to functional validation.
#biosecurity#artificial intelligence#epidemiology#public health - ·7 min read·Artificial intelligence applications
The Clinical Hallucination: AI Medical Coding Liability Trap
Hospitals deploy AI for DRG management to cut costs, but they inadvertently automate fraud. Learn why algorithmic revenue optimization creates a liability vacuum and how to build immutable audit trails.
#AI Liability#Medical Coding#Algorithmic Fraud#Healthcare Tech - ·6 min read·Blockchain audit trails
Blockchain Audit Trails: The Oracle Boundary and Immutable Compliance
Standard SQL logs fail institutional due diligence. This guide breaks down how to architect off-chain data with on-chain Merkle proofs, solving the oracle boundary problem without leaking PII or bankrupting your gas budget.
#blockchain audit trails#immutable compliance#merkle proofs#vendor due diligence - ·7 min read·Open-source intelligence
Defensive OSINT: Why Blue Teams Drown in Public Data
Most guides teach you to use OSINT for red-team recon. This piece flips the script, showing blue teams how to filter public data noise and build proactive threat hunting pipelines using contextual heuristics.
#OSINT#Cybersecurity#Threat Hunting#Blue Team - ·8 min read·Public interest research
How to FOIA the NTSB's Hidden AI Audio Protocols
Stop searching for an NTSB AI voice cloning policy template. It doesn't exist. Learn how to draft precise FOIA requests that force the release of internal audio authentication protocols and digital evidence verification records.
#FOIA#NTSB#AI Audio#Synthetic Media - ·8 min read·Investigative journalism
Stop Building Features Your Users Only Pretend to Want
Founders mistake friendly beta feedback for market validation. By applying investigative journalism verification tactics, you can cross-examine user artifacts and kill bad product ideas before they drain your runway.
#investigative journalism#startup discovery#product management#verification tactics - ·7 min read·Artificial intelligence applications
Automating the Blame: The Liability Vacuum in AI Agents
Hospitals and militaries deploy autonomous AI to optimize outcomes, but the hidden reality is the automation of liability. Learn how institutions use agents as a diffuse blame-shield and how to pierce that veil.
#AI Agents#Liability#Healthcare AI#Defense Tech - ·7 min read·Investigative journalism
The Investigative Journalism Guild Illusion
Legacy newsrooms are pouring remaining capital into endless fellowships to preserve prestige, treating reporting like a medieval guild. Meanwhile, agile, community-embedded networks are quietly capturing the actual impact. Here is how to dismantle the fellowship illusion and survive.
#investigative journalism#media disruption#newsroom strategy#community journalism - ·7 min read·Artificial intelligence applications
The Physical AI Latency Lie: Why Your Digital Twin Is a Hallucination
Your humanoid passes every simulation but fails in production. The culprit isn't your physics engine; it's cloud compute latency. Learn why >1ms telemetry delay turns digital twins into hallucinations and how to architect sub-millisecond edge pipelines.
#Physical AI#Digital Twins#Cloud Robotics#Edge Compute