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Find the Safe Proxy Concurrency Ceiling for Browser Automation
Browser concurrency and proxy capacity are different limits. A platform may launch 200 browser sessi…
Situational Awareness, star AI hedge fund that nearly imploded, now being probed by the SEC
The AI hedge fund went from "the talk of Wall Street" to "subject of federal subpoenas" faster than …
Running a Public Status Page for Your MCP Server
Originally published on the Merlonix blog. If you operate an MCP server that other teams' agents co…
Private File Storage for User-Uploaded Documents with 15-Minute Signed URLs
Short answer: use a private, S3-compatible object store and issue short-lived signed URLs after your…
Harvard's AI Avatars in Startu…
Originally published at norvik.tech Introduction Explore how Harvard's bootcamp uses AI…
HeyGen vs ZipX for Short Drama: The 2026 Reality Check
HeyGen vs ZipX for Short Drama: The 2026 Reality Check { "@context": "<a href="htt…
Otter.ai vs Fireflies.ai: Which AI Meeting Notetaker Fits Your Team?
Both transcribe, summarize, and search your meetings — but they diverge on bot behavior, integration…
The Model Returned Valid JSON. My Parser Still Threw a SyntaxError.
I spent an afternoon building a tiny structured-extraction pipeline on MonkeyCode's free server, usi…
A Retry Is a Duplicate Waiting to Happen: Idempotency for Free Model Endpoints
Retries fix 429s, but they also create duplicates. A client times out while the server already proce…
Opinion: Free-Tier AI Review Is the Correct Default for CI
Opinion: Free-Tier AI Review Is the Correct Default for CI The correct default for AI-assisted cod…
Case Study: A Free Model Triage of 1,400 C++ Warnings — the First 12 Were Wrong
Compiler warnings are cheap to produce and expensive to read. Last week, one legacy translation unit…
How to Create a BIMI Record (Free Generator + Real Setup Example)
How to Create a BIMI Record (Free Generator + Real Setup Example) If you've ever wondered why some…