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TLDR DEV 2025-12-18
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01GENERAL
Shifting requirements slowing your AI production cadence? Zenflow
(by Zencoder) is an orchestration platform grounded in well-defined specs, built-in verification, and parallel execution.
See the power of spec-driven AI
02ARTICLES & TUTORIALS
HOW SQLITE IS TESTED
SQLite has a thorough and multi-faceted testing process, with test code outweighing its core library. This includes four independent test harnesses that collectively run billions of test cases to verify functionality, cross-database compatibility, and resilience to malicious inputs. Specialized anomaly tests simulate and verify proper handling of out-of-memory conditions, I/O errors, and power loss.
THE ART OF VIBE DESIGN
AI made not being a designer or developer less of a barrier. You provide the vision, and AI writes the code. Implementation used to be the bottleneck, but now we're only bottlenecked by taste. People who succeed in the new era will be those who know what they want and can communicate it clearly.
INSIDE POSTHOG: HOW SSRF, A CLICKHOUSE SQL ESCAPING 0DAY, AND DEFAULT POSTGRESQL CREDENTIALS FORMED AN RCE CHAIN (ZDI-25-099, ZDI-25-097, ZDI-25-096)
A security researcher uncovered a critical Remote Code Execution (RCE) chain in PostHog by chaining several vulnerabilities. The initial vector was a Server-Side Request Forgery (SSRF) vulnerability that bypassed webhook URL validation, allowing an attacker to save and trigger requests to internal URLs via a Rust worker.
03OPINIONS & ADVICE
AWS CEO EXPLAINS 3 REASONS AI CAN'T REPLACE JUNIOR DEVS
AWS' CEO has argued against replacing junior developers with AI, saying it is "one of the dumbest ideas" for several reasons. Junior devs are often the most proficient with new AI tools and, being the least expensive, don't offer much cost savings when cut. Additionally, removing them severs a company's talent pipeline.
AI'S REAL SUPERPOWER: CONSUMING, NOT CREATING
AI's real superpower is in consumption, not creation. Most people should use it less for generating content and more for its analytical capabilities. Connecting AI to a knowledge base, such as an Obsidian vault filled with notes and reflections, and having it act as a research assistant, allows it to uncover hidden patterns and connect disparate ideas across multitudes of information that would be impossible for a human to process.
04LAUNCHES & TOOLS
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10 MISTAKES DEVELOPERS MAKE WHEN INTEGRATING PAYMENTS
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WHAT'S NEW IN RUBY 4.0
Ruby 4.0 features a new JIT compiler, improvements to Ractors, a new mechanism to define namespaces, and more. There shouldn't be any serious breaking changes. The major version bump is to mark Ruby's 30th birthday. This post highlights some interesting changes. A link to the full list of changes is available.
BUILD WITH GEMINI 3 FLASH, FRONTIER INTELLIGENCE THAT SCALES WITH YOU
Gemini 3 Flash is now rolling out to developers. The model offers powerful performance at less than a quarter of the cost of Gemini 3 Pro. It surpasses Gemini 2.5 Pro across many benchmarks while delivering faster speeds. The model features Google's most advanced visual and spatial reasoning and now offers code execution to zoom, count, and edit visual inputs.
TELESCOPE
Cloudflare's Telescope is a diagnostic, cross-browser performance testing agent for evaluating web page load performance. When run, it loads a specified URL in a chosen browser, applies custom parameters, and collects extensive data. This data includes console output, a video of the page load, various timing metrics, screenshots, and filmstrip images, all stored in a dedicated results directory.
05MISCELLANEOUS
THE STATE OF AI CODING 2025
AI coding tools have increased developer output and PR sizes. In AI memory, mem0 is the most popular package, while in SDKs, OpenAI and Anthropic lead. Anthropic models are the best in time-to-first-token, while OpenAI's GPT-5 series delivers higher throughput and more cost-effective performance.
WEB MONETIZATION IS STILL INCHING ALONG, BUT STILL TOO DIFFICULT
Web Monetization is a developing web standard that would allow users to automatically send small payments to websites they visit through built-in browser functionality, similar to how Apple Pay works for purchases. However, recent attempts to test the current implementation through browser extensions and wallet providers like GateHub have been frustrating due to complex setup processes and regional restrictions.
06QUICK LINKS
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MY 67 BUGS IN 2025
Keep a log of the bugs in code that you write to better understand the kinds of mistakes you tend to make and what you can do to avoid making more of them.
PLEASE, STOP TALKING ABOUT "TRADEOFFS"
Decision-making is the hardest skill in software engineering.
CLOUDFLARE RADAR 2025 YEAR IN REVIEW
The Cloudflare Radar 2025 Year in Review goes over various Internet patterns and trends, including traffic, AI, adoption, connectivity, and security.
AT AWS RE:INVENT, THE NEWS WAS AGENTS, BUT THE FOCUS WAS DEVELOPERS
At AWS re:Invent, the major focus was on AI agents, with AWS announcing three autonomous frontier agents for development, security, and DevOps that can work independently for days, plus a "tech debt killer" service called AWS Transform.
BEAUTIFULLY CRAFTED ANIMATED ICONS
This site contains a collection of smooth animated icons that can be used freely in personal projects.