Introducing Sonar: Understand Any Codebase, Explained for Your Role
Sonar reads any codebase and writes a source-grounded briefing for your role. Every claim is cited to a file and line, …
Category: AI
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The Broken Incentive Structure of AI Adoption
We created fear around AI replacing jobs, then incentivized token usage over outcomes. The result? Everyone is showing …
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The Fine Print of Enterprise AI Productivity
Enterprise AI has a productivity story that is being advertised quite a bit, but it also has a cost story. Let's dig …
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AI-Assisted Coding: Field Notes
A field report on building a production-ready AI-assisted application with Claude Code, covering what worked, where it …
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The Human Harness
An AI agent deleted a production database in 9 seconds and then confessed to breaking every safety rule it was given. …
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LLMs Are Deterministic. Until They're Not.
Everything inside an LLM is deterministic: fixed weights, fixed math, fixed results. So why do you get different answers …
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Not Every AI Agent Needs Memory
Not every AI agent needs memory. In multi-client professional services, medical, legal, and multi-tenant SaaS systems, …
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The Execution Path of an LLM Inference Call: A Systems Perspective
What actually happens at runtime when you send a prompt to an LLM? No database, no cache, no search. A breakdown of the …
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Stuck in Autocomplete: Why AI Productivity Gains Plateaued at 10%
AI coding tools went from autocomplete to full agentic coding in four years. Most developers didn't move at all. This is …
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AI Agents Are Just Distributed Systems (With a Different Brain)
Traditional distributed systems and AI agents have a lot in common, primarily from the architecture perspective. Let's …