» curated · synthesized
Skip the noise.
Read the signal.
Curated tech news and synthesis for developers and technology professionals.
» Latest posts
152 postsRegex Beats LLM Classifiers by 45 Points in Agent Context Routing
In a new test, plain regex rules beat TF-IDF classifiers by 45 points at routing agent context, showing an LLM call is often unnecessary.
AI agents can now accept payments across 10 countries
Open-source, MIT-licensed MCP servers let AI agents accept payments via Pix, UPI, GCash, PromptPay, and KakaoPay across 10 countries and their local rails.
4 Advanced Python Patterns Learned from Auditing HTTPX Source
An audit of the HTTPX library's source code reveals advanced Python techniques: keyword-only arguments, sentinel objects, ABCs, and mypy strict mode enforcement.
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.comI Tried Obfuscating Java Code for AI — Here's What Broke
An attempt to obfuscate Java code before sending it to AI exposed how deeply Spring Data, JPA, and Lombok depend on identifier names.
Security MCP Turns Org Policies Into an API for Coding Agents
Security MCP is a configurable server that exposes security policies, risk context and paved roads to coding agents like Claude Code and Cursor via MCP tools.
When Fine-Tuning Stalls: The Architecture That Took Recall to 92%
A healthcare claims AI stuck at 45% recall on CPT/ICD coding reached 92% by adding a deterministic NCCI validation layer instead of more fine-tuning.
How Much Isolation Do AI Agents Actually Need?
After Asana's MCP data leak, Sedai engineers debate how much session isolation AI agents truly need, weighing security against cost and speed.
useEffect Is Not a Lifecycle Method
Treating useEffect like componentDidMount causes subtle race conditions. The real mental model is synchronization with external state, not timing.
Codename One Adds RASP, Attestation, and Smart Rating Prompts
Codename One adds a RASP and device attestation API for banking apps, plus a smarter app-review prompt that avoids annoying users.
What Breaks MCP Servers in Production
A look at real production failures in MCP servers—model-unreadable errors, token rotation logouts, schema key rejections, size limits—and the standard built to fix them.