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News
When Scale Beats Cleverness
20+ min ago (544+ words) I read Rich Sutton’s The Bitter Lesson the other night, and one idea kept bothering me in a good way. It made me think about a LeetCode problem I’ve probably solved fifty times: two numbers in an array that add…...
Automation Without Giving Up Control — or Your Profession
33+ min ago (1061+ words) There is a recurring fear around AI and agentic automation: If agents can eventually do most of the work, what is left for us? I think this question starts from the wrong assumption. It treats professional work as if its…...
The Grilling Pattern: Clarify Requirements Before They Become Code
6+ min ago (610+ words) A requirement such as “improve the approval overview” may look clear at first glance. Yet important... Tagged with ai, agents, agentskills....
4 pitfalls of loop engineering (and how to fix them)
49+ min ago (96+ words) Perhaps you've heard the term Loop Engineering: instead of solving a problem by hand, you build a system, set a measurable goal, and let an agent keep iterating until it gets there. It sounds great until something goes wrong. So…...
Mastering Routing in FastAPI: From Flat Files to Clean Architecture
49+ min ago (185+ words) Then your project grows. Suddenly, main.py is an 800-line monolith, team members are constantly hitting Git merge conflicts, and nobody knows where the user authentication logic ends and the billing logic begins. FastAPI solves this with APIRouter. Here is…...
Agentic RAG Is Powerful Until the Retrieval Loop Eats Your Budget
33+ min ago (1468+ words) An agentic RAG system can do something a simple retrieval pipeline cannot: notice missing evidence, rewrite the query, fetch more context, verify contradictions, and try again. That is also exactly how it quietly becomes expensive. The problem is not that…...
How Google Stores a Planet: The GFS, Explained
54+ min ago (1497+ words) Hello, I'm Maneshwar, and I'm building LiveReview — a blast-radius aware AI code review built for... Tagged with distributedsystems, systemdesign, googlecloud, architecture....
Can n8n Replace Your Backend for AI Workflows?
33+ min ago (1730+ words) An n8n workflow can receive a webhook, call an LLM, query a database, enrich a CRM record, store a result, and post a summary to Slack. At that point, someone usually asks the dangerous question: “If n8n can do all of that,…...
Automating Google Sites: What Worked, What Failed, and What Cost a Rebuild
41+ min ago (915+ words) We needed to publish a 2,921-word article into new Google Sites from a script as part of shipping a model comparison. There isn't an API for the current version of the editor, so we had to test every programmatic input…...
Your n8n Workflow Has 40 Nodes. Should Any of Them Be an AI Agent?
34+ min ago (1701+ words) Open an n8n workflow with 40 nodes and two thoughts usually appear at the same time. First: This is getting out of hand. Second: Could an AI agent replace half of it? Sometimes the answer is yes. Often, the answer is: Only…...