•4 min read
Can You Fire the Generalist?
The durable firm asset is not the model or the harness. It is the hill-climbing loop that turns a rented generalist into a company veteran you can keep.
Posts tagged with #infrastructure
← View all posts•6 min read
Auditability Is Not Logging: What Agent Compliance Will Actually Cost You
Agent safety is turning into a compliance surface. Recording what an agent did is cheap. Proving what it could not do is the expensive part.
•7 min read
Self-Modifying Agents Are Version Control With Better Manners
Prompt files drift as their environment moves. Snapshots, rationales, evaluation gates, and logs fix that. The catch is that building the evaluator is...
•5 min read
Self-Improving Agent Skills Are a Version Control Problem, Not an Intelligence Problem
Letting agents edit their own skill files without an audit trail is uncontrolled drift. The real unlock is evaluate-then-rollback discipline, not smarter...
•5 min read
The Super App Is an Anti-Pattern: Why OpenAI's Consolidation Play Sells Modularity for Everyone Else
OpenAI is merging ChatGPT, Codex, and its browser into one desktop app. The stronger the bundle gets, the more it raises the stakes for enterprise buyers...
•5 min read
The Agent Bottleneck Is Memory, Not Intelligence
Most enterprise agent pilots reportedly fail before production, and the top blocker is context management, not model capability.
•4 min read
The Moat Moved to the Runtime
Evals, provenance, and execution controls are merging into the agent runtime. The advantage is shifting from model quality to who owns the deployment surface.
•4 min read
When Safety Moves Inside the Runtime
Agent safety is shifting from a bolt-on audit layer into the runtime itself, and that quietly changes where the competitive moat sits.
•4 min read
The Agent Orchestrator Is Not the Moat
Enterprise IT history suggests governance and policy layers tend to outlast framework layers. The same shift may be reaching agent orchestration.
•4 min read
The Durable Moat in Agent Control Planes
As models improve, a growing share of enterprise value may move to the systems that let agents act safely, observably, and repeatably in real environments.
•5 min read
PDF Accessibility Is the Trojan Horse for Your RAG Pipeline
Compliance-driven PDF tagging looks like a cost line. It can also produce the structural backbone your RAG stack has been approximating.
•3 min read
The reliability premium
API frontier models degrade under load exactly when demand peaks. Open-weight's real argument isn't quality. It is predictability.
•4 min read
Agent security is an identity problem, not a safety problem
MCP's STDIO RCE is not a bug. It is exactly how the protocol was specified. Safety-layer products patch the wrong end. The responses that work treat agents as infrastructure.
•2 min read
The governance layer eats the framework
Everyone says the agent orchestration layer is the moat. Enterprise IT history says the governance plane above it wins. Kong, Databricks, and Cloudflare are already making the move.
•2 min read
Self-Improving Agents Are Lying to You
Self-modifying agents are only safe with evaluate and rollback discipline. Without an audit trail, self-improvement is just drift with better PR.
•4 min read
MCP Is Now Infrastructure, Not a Tool-Hook
MCP crossed 97M installs and landed inside the Linux Foundation's new Agentic AI Foundation. The protocol graduated from experiment to neutral infrastructure, and that changes the calculus for every proprietary agent SDK.
•5 min read
The AI Security Threat Is Already Here: It Just Looks Boring
Three supply chain incidents in six weeks expose a pattern: AI deployment velocity is breaking operational security. The risk isn't rogue superintelligence, it's a compromised pip package.
•5 min read
Put the SSH Tunnel Inside Your Database Client
Stop managing SSH tunnels manually. A 50-line pattern that lets your Python DB client open its own tunnel via the native ssh binary, ProxyJump, 2FA, and all.