Blog
Notes and analysis on AI development.
The New AI App Vulnerability Is Configuration
Microsoft found exposed AI apps, 15% unauthenticated MCP servers, and Mage AI and kagent cases where defaults became real attack paths.
Copilot Memory now remembers the developer
GitHub Copilot Memory user preferences show coding agents moving from answer quality toward persistent context, work habits, and trust management.
Cloudflare Cut 1,100 Jobs, and Agent Usage Became an Org Chart
Cloudflare tied a 600% jump in internal AI use to a 1,100-person workforce reduction. The important story is how agent metrics are entering operating models.
The new bottleneck in AI document extraction
Airia Form Review Step adds human review and audit trails before AI-extracted document data becomes a system-of-record entry.
Anthropic and Gates Foundation's $200M public-good AI experiment
Anthropic and the Gates Foundation's $200 million partnership is an experiment in deploying Claude as public-good infrastructure for health, education, and agriculture.
Grok Code Fast 1 Exits Copilot, and Model Routing Becomes the Risk
GitHub removed Grok Code Fast 1 from Copilot while xAI redirects the retired slug to Grok 4.3. The real issue is coding-agent model routing, cost drift, and operational control.
Copilot code review double billing makes AI review a CI cost
GitHub Copilot code review will consume both AI Credits and Actions minutes from June 1. AI review is becoming an operational CI workload.
AI Agent Index exposes the transparency gap behind 25 agents
The 2025 AI Agent Index finds that 25 of 30 deployed agents do not disclose internal safety results as autonomy moves faster than public evidence.
Collibra AI Command Center moves agent audits into real time
Collibra AI Command Center turns agent sprawl into a real-time governance problem spanning registry, validation, traceability, and regulatory evidence.
Qoder 1.0 moves the AI IDE fight onto the developer desktop
Qoder 1.0 reframes AI coding from IDE assistance to a task runtime with Quest, team knowledge, reviewable artifacts, and parallel work.
Copilot App preview shows the coding agent bottleneck is the harness
GitHub Copilot App technical preview and the VS Code harness write-up show AI coding competition moving from model choice to execution loops and PR lifecycle control.
OpenAI’s $4B deployment company moves the model war into consulting
OpenAI Deployment Company shows frontier AI competition shifting toward enterprise deployment, FDEs, governance, and private equity distribution.