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EDITORIAL DESK ARCHIVE

LLMs

Frontier model releases, mixture-of-experts, reasoning tokens, and context window dynamics.

Research Breakdown LLMs

Perfai Security: Find Vibe App Vulnerabilities in 1 Prompt (2026)

Perfai Security is an autonomous, agentic application security platform for AI-generated and vibe-coded apps. It uses a three-agent architecture: Vision Agent (maps UI routes, API endpoints, roles, and permissions withou...

Deepak Bagada Deepak Bagada
13m read
Breaking LLMs

Mastra Framework State Machine: Build in 15 Min (2026)

Mastra Framework State Machine is a graph-based orchestration engine that runs OpenAI GPT-4o models to execute deterministic TypeScript workflows. By defining steps with Zod schemas and chaining transitions natively, dev...

Deepak Bagada Deepak Bagada
13m read
Briefing LLMs

MCP Server Sunday Setup: Connect DB in 3 Steps

MCP Server Sunday Setup connects PostgreSQL database schemas to Claude Code and Gemini 2.5 models using the Model Context Protocol. By defining read-only schema tools, the agent queries tables and compiles metrics locall...

Deepak Bagada Deepak Bagada
20m read
Founder Story LLMs

Hermes Concurrent GPU Workers for Parallel Inference

Hermes concurrent GPU workers run parallel agent workloads on GPU hardware using multi-profile architecture for maximum throughput. Each worker is a full OS process with dedicated GPU memory and CUDA context isolation. A...

Deepak Bagada Deepak Bagada
8m read
Founder Story LLMs

Microsoft Copilot Persistent Memory: Cut Prep Time by 80%

Microsoft Copilot persistent memory, configured with Mem0 as the external context layer, allows AI agents to retain task priorities and project history for over 12 months. Teams using this setup report cutting daily coor...

Deepak Bagada Deepak Bagada
8m read
Founder Story LLMs

Jeff Bezos Prometheus Raises $12B for Physical AI Engineer

Prometheus, the Jeff Bezos-backed physical AI company, raised $12 billion at a $41 billion valuation to build an artificial general engineer that automates the design and manufacturing of complex physical systems. The co...

Deepak Bagada Deepak Bagada
8m read
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