» Tag
llmops
5 postsYou Don't Need an LLM to Cluster LLM Traces: Seldon's Trace Audit
Seldon's Trace Audit clusters LLM gateway traces into reusable program groups using deterministic features and DBSCAN—no LLM needed, near-perfect accuracy.
Enterprise AI Agents Are Now Runtime Products, Not Model Wrappers
Drawing on LangChain-NVIDIA's NemoClaw and Schneider Electric's LangSmith case study, this piece explains why enterprise AI agents are runtime products defined by permission boundaries, audit trails, and deployment—not just models.
AI Agent Cost Spikes Expose a Missing Observability Layer
Cost spikes in tool-using AI agents reveal a missing loop-level observability layer engineers need to attribute and govern spend.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comToken Economics: Why Your LLM Bill Outgrows the Pricing Page
Why LLM API bills exceed pricing-page estimates: workload ratios, tokenizer variance, caching, batch discounts, and retry overhead explained for engineers.
Token Governor: The Smart Gateway That Cuts LLM Costs
Token Governor re-engineers LLM prompts to spend the fewest tokens needed, acting as a governing gateway that works with Anthropic, OpenAI, Gemini and any compatible provider.