Infrastructure
Faster Than Thought: How Speculative Decoding Speeds Up AI
July 25, 20263 min read
All Articles
7 articles published
AllAgentsBenchmarksInfrastructureLLMsModel Context Protocol (MCP)Open Source AIReasoningRoboticsVision
LLMs
mcp-cli: A Lightweight CLI for Model Context Protocol Servers
The AI agent ecosystem is rapidly evolving. With agents connecting to external tools, APIs, and data sources, a key challenge has emerged: keeping context windows manageable while still enabling powerful interactions.
July 25, 20263 min read
LLMs
Merging Languages, Not Models: A New Path to Faster, Cheaper Multilingual AI
Every time you want to add a new language or improve an existing one, the entire system has to be rebuilt from scratch.
July 25, 20263 min read
LLMs
PageIndex: Turning Long‑Document Retrieval Into a Human‑Like Navigation Game
Imagine trying to find the definition of “EBITDA” in a 200‑page annual report. A human would flip to the table of contents, skip to the “Financial Statements” chapter, and then drill down to the section that actually…
July 25, 20265 min read
Agents
Trim the Slop: How Trajectory‑Guided Redundancy Minimization Makes AI‑Generated Code Cleaner
As coding agents become mainstream — fixing bugs, building libraries, and prototyping — the volume of unnecessary code is growing faster than human-written code
July 25, 20265 min read
Agents
TraceCoder: Turning LLM‑Generated Code Into Self‑Fixing Software
Why does a chatbot‑generated function sometimes return the wrong number of days?
July 24, 20265 min read
Benchmarks
Your Leaderboard Isn’t Measuring What You Think It’s Measuring
Borrowing psychometrics for AI evaluation, and why the borrowed tool doesn’t always survive the trip Every model leaderboard reduces a rich matrix of right and wrong answers into one number: accuracy. It’s simple,…
July 24, 20267 min read