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PRODUCTION BLUEPRINTS

AI Workflows & Agentic Architecture Directory

Step-by-step guides, automation pipelines, and production blueprints for building multi-agent systems, RAG pipelines, and enterprise AI workflows.

Research Breakdown Agentic AI

GPT-Red: OpenAI's LLM Super-Hacker That Found Attacks Humans Missed

GPT-Red (OpenAI, July 15, 2026) is an LLM super-hacker trained via self-play RL that finds prompt injection vulnerabilities humans miss. 84% attack success vs 13% human on indirect prompt injection. Discovered Fake Chain...

Deepak Bagada Deepak Bagada
19m read
Founder Story AI Workflows

GPT-Red Automated Red-Teaming: AI Security Pipeline Guide (2026)

GPT-Red (OpenAI, July 15, 2026) is an automated red-teaming LLM trained via self-play reinforcement learning that discovers prompt injection vulnerabilities humans miss. It achieved 84% attack success vs 13% for human te...

Deepak Bagada Deepak Bagada
44m read
Research Breakdown AI Workflows

Inkling Enterprise Agent Customization: Complete 2026 Guide

Inkling is Thinking Machines Lab's 975B MoE open-weights model (Apache 2.0, July 15, 2026) with 41B active parameters, 1M context, native multimodal input, and controllable thinking effort (0.2-0.99). Founded by former O...

Deepak Bagada Deepak Bagada
5m read
Founder Story AI Workflows

port-ai-builder-platform-engineering-workflow-2026

Port AI Builder (launched July 14, 2026) is the first purpose-built vibe coding experience for platform engineering. It lets platform teams build production-grade agentic workflows, scorecards, dashboards, and automation...

Deepak Bagada Deepak Bagada
35m read
Research Breakdown Agentic AI

CEO at SaaSNext

KISS Sorcar (v2026.7.15, Apache 2.0, UC Berkeley Prof. Koushik Sen) is a free, open-source, local-first AI agent framework that ships as a VS Code extension, CLI, and browser/mobile web app. Core differentiator: genetic...

Deepak Bagada Deepak Bagada
39m read
Research Breakdown AI Workflows

CEO at SaaSNext

Adapter Mind Cognition-as-a-Service (launched July 14, 2026, $17.8M from GV, Bond Partners, Eric Schmidt's Hillspire) is an infrastructure layer that provides persistent, structured understanding of enterprise data to AI...

Deepak Bagada Deepak Bagada
43m read
Breaking Productivity

CEO at SaaSNext

Crucible (MIT, launched July 11-12, 2026 by nadeauglenn1-max) is an open-source Python library that turns any real software into a deterministic, replayable reinforcement learning environment for training AI agents. Ship...

Deepak Bagada Deepak Bagada
46m read
Founder Story Agentic AI

CEO at SaaSNext

Oracle AI Agent Studio for Fusion Applications (launched July 14, 2026) is a complete development platform for building, connecting, and running AI agentic applications natively inside Oracle Fusion Cloud Applications. I...

Deepak Bagada Deepak Bagada
20m read
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