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Disaggregated Prefill/Decode: The Architecture Quietly Rewiring How LLMs Get Served
If you have used any large language model product in the last year, you have run into a piece of inf…
# Wiring Real Agents Into Halo: From Stub Orchestrator to a Working Multi-Agent Pentest Pipeline
Yesterday I had five agent roles sketched out on paper. Today I actually wired them together and wat…
Why affiliate marketers who use AI earn 10x more than those who don't
Why Affiliate Marketers Who Use AI Earn 10x More Than Those Who Don't The landscape of affiliate m…
Debugging basemind with Claude Code
basemind is my code-intelligence tool: a pure-Rust code map and scanner, tree-sitter across 300+ lan…
The inside is filling in. What about the outside?
Lately, large cloud and payment providers have been rolling out similar services one after another: …
Rephrase-and-Respond: make the model restate your question before it answers
Ask a friend "was Tom Cruise born in an even month?" and they answer without blinking. They quietly …
How LLMs Are Replacing Legacy OCR Workflows
*TL;DR: * OCR digitizes a page. AI document processing turns that page into structured, usable dat…
11 of GitHub's all-time top 100 repos passed through our tracker before they blew up. Here's what I learned.
I kept finding out about interesting open-source AI projects weeks after everyone else. Some tool w…
ScreenCoder: Advancing Visual-to-Code Generation for Front-End Automation viaModular Multimodal Agents
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15,000 PR Reviews: Fixing the Code Review Bottleneck with Mesrai AI
Code reviews are critical, but they are also the biggest bottleneck in modern software delivery. Whe…
When Fine-Tuning Stops Working: The Architecture Lesson That Took Our Healthcare AI From 60% to 92% Recall
We had a healthcare claims platform stuck at 45% recall on medical coding. Not 45% on a benchmark. 4…
How I Cut My LLM Bill From $500 to $12 — A 2026 Migration Playbook
I gotta say, how I Cut My LLM Bill From $500 to $12 — A 2026 Migration Playbook I stared at my Open…