Vector Databases: Choose the Failure Mode, Not the Benchmark
You are choosing a vector database, so you open the comparison charts. Most of them have one, and it tends to show the publisher…
Category
AI Infrastructure
posts
15
Agent Cost Is a Scheduling Problem, Not a Billing Problem
The bill arrived, and it changed the conversation about agents. EY illustrates the shift with a single line: a chat that cost about four…
When the Description Becomes the Routing Table
Salesforce put Multi-Agent Orchestration into its Summer '26 release. That matters less because Salesforce did it, and more because Salesforce sits inside a very…
Repo Config Is the New Attack Surface for Coding Agents
A senior engineer opens an unfamiliar repo to review a PR. The coding agent wakes up and does what it was built to do.…
GitHub Just Put Agents in CI. Your Bottleneck Is Now Governance
Software delivery is becoming continuous inference. Agents don't just suggest code anymore. They act inside the delivery plane. And the first thing that breaks…
Reranking and the Recall You Throw Away
You added a reranker because retrieval quality was not good enough. The relevant passage kept landing at rank eight when it should have been…
Chunking Is Where RAG Silently Fails
You have tuned everything. A better embedding model, a reranker, hybrid search. Retrieval quality is still not what it should be, and you cannot…
What AI Exploit Benchmarks Actually Tell Us About System Architecture
Recently, researchers at Anthropic published a study showing autonomous AI agents discovering and monetizing real software failures in simulated environments. The headlines made it…
Embedding Drift: Why Changing Your Model Re-Indexes Everything
You upgrade your embedding model. The new one benchmarks better, so you point your pipeline at it, ship it, and within a day retrieval…
The Hidden Architecture Behind Dense Vector Search (and Why It’s Hard to Scale)
Most people think dense vector search works like this: embed your documents store the vectors run cosine similarity Done. This is the biggest misunderstanding…