AI-Enabled Data Migration: Generating Verified dbt Models, From Scratch and Incrementally
How generative AI produces verified dbt models for data migration — from scratch and incrementally — with SME validation and strict data governance.
6 min read
All Posts
Agentic AI & LLMs
Agentic AI & LLMs
Agentic AI, LLM engineering, and the models behind modern automation — multi-agent systems, LLM evaluation and comparisons, RAG, fine-tuning, AI infrastructure, security, and production AI engineering.
From the blog
Latest articles
Automated Incident Management Pipeline: From Alert Email to Triaged Jira Ticket — Powered by AI
See how Circini's automated incident management pipeline turns alert emails into triaged Jira tickets using Snowflake Cortex AI, GPT-4.1, Airflow & MS Teams.
7 min read
Claude Fable 5 & Mythos 5: Anthropic's Most Capable Models Yet
Anthropic's Claude Fable 5 and Mythos 5 explained: pricing, availability, frontier benchmarks, the dual-model safeguard architecture, and what they mean for AI agents.
7 min read
Where Claude Code GTM engineering is heading next
Where Claude Code, MCP, and multi-agent systems are taking GTM engineering next, and how to prepare your team now for standing and multi-agent workflows.
7 min read
Where Claude Cowork is heading and how to prepare
Where Claude Cowork and the Claude agent ecosystem are heading next — standing agents, MCP, skills as a moat — and the concrete moves to prepare your team now.
7 min read
Measuring Claude Cowork success: metrics that prove it
The metrics, leading signals, and anti-metrics that prove Claude Cowork is working — acceptance rate, time-to-outcome, and why usage counts mislead.
7 min read
How to measure success of Claude Code GTM workflows
Shipping an agentic GTM workflow is easy; proving it works is hard. The metrics, signals, and eval loops that show a Claude Code rebuild is paying off.
7 min read
Claude Cowork walkthrough: from problem to shipped
A realistic end-to-end Claude Cowork use case: a quarterly vendor-spend review from vague ask to shipped deliverable, with every agentic step shown.
7 min read
End-to-end Claude Code GTM workflow: a real rebuild
Follow a complete agentic rebuild of a broken lead-to-meeting pipeline with Claude Code, from messy problem to shipped, monitored workflow.
7 min read