Reports

Long-form writing for teams who inherit production AI: what breaks after the demo, what to measure, and how to leave the system operable.

14 reports in LLMOps

Latest in this filter

LLMOpsOct 17, 20267 min read

Defending the Pipeline: Build Decisions for External Model Integration

The demo looked impressive, but the quiet cost is the engineering debt of integrating unvetted external APIs into your core pipeline.

The demo looked impressive, but the quiet cost is the engineering debt of integrating unvetted external APIs into your core pipeline.
You are now responsible for the latency spikes and data leakage risks that the marketing team ignored.
You must decide whether to build a dedicated inference layer or defer integration until you can prove safe isolation.

Read report

LLMOpsOct 14, 20268 min read
The Cost Ledger: Proving Savings Before You Route
You are paying premium rates for simple tasks because the system defaults to the most expensive option.
Read report
LLMOpsOct 9, 20268 min read
What is LLMOps: The Build Decision Behind the Demo
The slides were clean, the latency looked acceptable, and the business case was clear.
Read report
LLMOpsOct 6, 20268 min read
Build decisions after: A New Type Of LLM On The Block: Decision-Making Models
The demo looked impressive, but the quiet cost is the engineering debt you inherit when the model starts making decisions without a clear owner.
Read report
LLMOpsOct 3, 20268 min read
Proving the Judge Before the Code Runs
The demo looked clean, but the quiet cost of manual review for self-improving code is eating your sprint capacity.
Read report
LLMOpsSep 11, 20266 min read
Build Decisions After GitHub Tests Multi-Service Dispatch with HydraFusion
GitHub's recent multi-service dispatch experiments with HydraFusion exposed reliability gaps that can appear in any shadow-to-production rollout.
Read report
LLMOpsSep 11, 20266 min read
Build Decisions After AI Agents Just Slashed the Cost of a Quantum Attack on Bitcoin
AI agents have cut the estimated cost of a quantum attack on Bitcoin from millions to a few thousand dollars.
Read report
LLMOpsSep 8, 20268 min read
Secure Prompt Versioning and Model Routing for Enterprise LLMOps
Minutes later, on-call gets a ticket: the model returns disallowed content, compliance alerts fire, and legal asks for an audit trail that does not exist.
Read report

Showing 8 of 14 reports