Audit LLM API Costs Locally Before Adding a Proxy
Find which model, processing mode or charge drove an API bill increase. Compare two complete weeks with a local Python audit that does not collect prompts.
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Find which model, processing mode or charge drove an API bill increase. Compare two complete weeks with a local Python audit that does not collect prompts.
Install Mojo 1.0 in an isolated project on Linux, Apple silicon or Windows WSL, run a CPU example and understand the optional source-build path.
Build ten Microsoft 365 administrator projects that produce credible portfolio evidence across Entra, Intune, Exchange, Defender, Purview and Teams.
Run Xinference 3.2 and DeepDoc on a local Docker endpoint, parse a PDF through the exact OCR API, inspect structured results and remove the service safely.
Reduce Azure Virtual Desktop waste with a measured checklist for licensing, host pools, VM rightsizing, autoscale, storage, commitments, budgets and rollback.
Browse Hugging Face datasets in marimo, read CSV and Parquet with Polars, manage credentials and pin dataset revisions for reproducible work.
Connect Microsoft 365 audit activity to Sentinel, validate Exchange, SharePoint and Teams events with KQL, control retention and roll back safely.
Install oMLX on Apple Silicon, download a compatible MLX model, secure its local server and test the OpenAI-compatible API before connecting a client.
Set up Microsoft Defender for Business with least-privilege roles, a Windows pilot, controlled onboarding, policy checks, alert validation and a safe rollback plan.
Install Context7 in OpenCode, authenticate with OAuth or an API key, verify current documentation lookups and remove the connection safely.