AI in Production
From 50% to 95%: How We Taught AI to Read Relationships Instead of Documents
We’d tuned embedding models. Our retrieval was pulling semantically relevant passages. The LLM was generating fluent, well-structured answers. And half of them were wrong.
Agentic Systems
Two Critical CVEs Just Blew Open the MCP Ecosystem, And Developers Were the Target
Two critical vulnerabilities in MCP reference implementations confirm what the security community warned about: protocol-level design gaps become exploitable at scale. The CVEs aren't edge cases. They're structural consequences of shipping without security mandates.
Machine Identity
MCP Gets OAuth 2.1, Six Months Too Late, and Thousands of Servers Already Deployed Without It
MCP's OAuth 2.1 integration addresses the authentication gap, but 13,000 servers were deployed during the six months it was optional. Security debt doesn't vanish when you update a spec. It persists in every system built before the fix.
AI in Production
The Feature Nobody Asked For That Customers Loved Most
If you’re building AI-powered experiences: don’t assume the most sophisticated feature will be the most valued one. Watch what users actually struggle with.
Agentic Systems
OpenAI Just Adopted MCP, And the Protocol Still Doesn’t Mandate Authentication
OpenAI's adoption of MCP validates the protocol's trajectory but doesn't resolve its core security gap. Authentication remains optional in the specification, and adoption at scale amplifies the risk of every unauthenticated connection.
AI in Production
Dark Mode Isn’t a Theme: It’s a Survival Skill
Empathy isn’t just a design principle. For our users’ retinas, it turned out to be a survival skill.
AI in Production
75% of DIY Agent Architectures Will Fail, And Forrester’s Reasoning Deserves More Attention
Forrester estimates 75% of DIY agent architectures will fail. The prediction tracks with a structural reality: building agentic systems requires solving identity, governance, and orchestration problems that most teams underestimate until production.
AI Governance
EU AI Act’s First Enforcement Deadline Just Passed, And Most Companies Aren’t Even Close
EU AI Act enforcement is live, starting with prohibited practices. Most enterprises haven't completed the foundational step: classifying their AI systems by risk tier. You can't comply with rules you haven't mapped your systems against.
Machine Identity
The Death of the Service Account: Why Google and CoSAI Say AI Agents Need Human Identity
AI agents operating under shared service accounts create an accountability void. Google and CoSAI are converging on identity propagation as the answer: agents should inherit and carry human identity, not mask it behind generic credentials.
Autonomy & Oversight
Executive Trust in AI Agents Just Collapsed: From 43% to 22% in Six Months
Executive confidence in AI agents dropped from 43% to 22% in six months. This isn't skepticism about AI capability. It's a rational response to deployments that revealed how little infrastructure exists to make autonomous AI trustworthy.
Machine Identity
Anthropic Just Released the ‘USB-C for AI’, And It Ships Without Authentication
Anthropic's Model Context Protocol promises to standardize how AI connects to tools and data. The architecture is elegant. The problem: the initial specification shipped without mandatory authentication, creating a protocol-level trust gap.
AI in Production
Customer Intelligence Is an Architecture Problem
Most enterprises treat customer feedback as a reporting problem. It's actually an architecture problem. The difference between systematic improvement and reactive firefighting is a five-layer pipeline that transforms fragmented signals into coordinated action.
Agentic Systems
Gartner Says 40% of Agentic AI Projects Will Be Cancelled, But Enterprises Are Doubling Down Anyway
Gartner predicts 40% of agentic AI projects will be cancelled or scaled back. The pattern is familiar: enterprises invest based on capability demos, then discover the infrastructure requirements after commitments are made.
Trustworthy AI
The Prompt Injection Problem Is Getting Worse, Not Better: RAG Pipelines Are the New Attack Surface
Retrieval-augmented generation expanded AI's knowledge but also its attack surface. When external documents become part of the prompt, every data source becomes a potential injection vector. RAG didn't solve hallucination. It imported a new threat class.
AI in Production
MIT Says 95% of Your AI Pilots Will Fail, But the 5% That Succeed Share Three Patterns
MIT research suggests 95% of AI pilots won't reach production. The 5% that do share three patterns: substrate readiness, organizational ownership clarity, and feedback loops that detect drift before it becomes failure.
Autonomy & Oversight
We Evaluated WalkMe, Pendo, and Whatfix. Then Built Our Own.
The limitation we kept hitting wasn’t functionality. All three platforms could deliver guidance overlays, contextual tooltips, and onboarding walkthroughs. The limitation was architectural.
AI Governance
The EU AI Act Is Now Law, And Here’s the Compliance Timeline That Should Scare You
The EU AI Act's enforcement timeline is tighter than most enterprises realize. Prohibited AI practices take effect first, high-risk obligations follow, and the penalty structure mirrors GDPR. The compliance window is already shrinking.
Trustworthy AI
AI’s $4.88 Million Price Tag: When AI Deployments Create Breaches Instead of Preventing Them
The average cost of an AI-related data breach hit $4.8 million. AI systems don't just process sensitive data; they concentrate it, correlate it, and expose it through novel vectors that traditional security architectures weren't designed to handle.
