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867 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.
What 1,000 Invoices a Month Really Cost: Five Document-AI APIs
A side-by-side look at AWS, Google, Azure, LlamaParse and Veryfi pricing pages reveals hidden minimums and failed-attempt billing behind the real cost of 1,000 invoices a month.
AGENTS.md Is Advisory. Here's How to Make It Enforceable
AGENTS.md is used in 60,000+ repos but it's just prose no one verifies. getff shows how to bind every claim to a live test and CI gate, making the doc enforceable rather than advisory.
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.comLessons Learned Designing MCP Tools for AI Agents
How the FlurryPORT developer discovered why AI agents ignored their MCP tools, and the practical design lessons that fixed it.
Building a React Native SDK Inside an 800K-User Super-App
Kwaaka embedded a crash-safe React Native coupon SDK into Kazakhstan's Onay super-app, serving 800K users via OTA updates and a native bridge.
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.
Cloudflare Improves Smart Tiered Cache for Public Cloud Regions
Cloudflare adds cloud region hints to Smart Tiered Cache, letting anycast origins on AWS, GCP, Azure, and Oracle Cloud get a single optimal upper tier.
Anthropic Scores AI Jailbreaks Like CVEs With New CJS Scale
Anthropic unveiled the CJS scale for grading AI jailbreak severity like CVEs, launching Claude Fable 5 alongside this new framework for the industry.
A production-ready MCP server: 6 core architecture rules
Six architectural decisions that turn Model Context Protocol servers from tutorial demos into production systems: server factories, dual transports, Zod validation and SSRF safeguards.
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.