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automation
201 postsPython Automation Cookbook: Building AI-Driven Decision Pipelines
A practical pattern for adding lightweight AI classification steps to deterministic script pipelines, handling judgment calls that if/else logic can't cover.
As AI coding speeds up, the bottleneck shifts to specs
As AI coding autonomy climbs toward full automation, the real bottleneck shifts from writing code to defining what to build. A new open-source pipeline turns meeting transcripts into structured specs.
Loop Engineering: Managing Coding Agents Through Loops
Instead of prompting coding agents turn by turn, engineers now design loops that run them autonomously. Here's how Codex and Claude Code implement it.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comHow GitHub assigned owners to 14,000 repos in 45 days
GitHub tagged thousands of ownerless repos using custom properties, archived 8,000 of them, and made ownership mandatory across the organization.
What Cisco 350-401 ENCOR Actually Tests
A breakdown of Cisco's 350-401 ENCOR exam for CCNP Enterprise: domain weights, difficulty, study timelines, and the topics engineers most often underestimate.
Anthropic Shipped @Claude for Slack, Small Teams Stick With Telegram
Anthropic's @Claude for Slack targets enterprise buyers; small teams can replicate the same mention-bot pattern on Telegram for under twelve dollars a month.
WebMCP Runs In The Browser, Not On Your Server
Google I/O 2026's WebMCP is a browser-tab-scoped tool protocol, not a replacement for headless server-side MCP servers handling 400+ daily automated calls.
The 10 most expensive software failures and what they share
From Knight Capital to Boeing 737 MAX, Therac-25 to CrowdStrike: examining the 10 costliest software failures in history and their shared root cause.
Claude Cowork: Tasks Keep Running After You Close the Laptop
Anthropic's Claude Cowork runs multi-step tasks on remote servers and keeps working even after you close your laptop, marking a shift toward asynchronous AI agents.
Cloudflare Launches Temporary Accounts for AI Agents
Cloudflare adds a --temporary flag to Wrangler CLI, letting AI agents deploy Workers without sign-up. 60-minute temporary accounts enable frictionless code-deploy-verify loops without human intervention.