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EDITORIAL DESK ARCHIVE

AI Workflows

Step-by-step production AI workflow architectures, event loops, and agent orchestration for builders.

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 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
Founder Story AI Workflows

ax AI-Era Curl for Agent Web Fetching Pipeline Guide (2026)

ax (yusukebe/ax, 143 stars, MIT, July 6, 2026, by Yusuke Wada — Cloudflare Developer Advocate, HonoJS creator) is a single-binary CLI tool purpose-built for AI coding agents that replaces curl + throwaway Python scripts...

Deepak Bagada Deepak Bagada
10m read
Deep Dive AI Workflows

Luxy AI SRE Kubernetes Incident Pipeline Guide (2026)

Luxy AI SRE (public repo, 311+ stars, July 2026) is the first open-source AI-native SRE control plane for Kubernetes that runs locally. It connects Prometheus alerts, Loki logs, Tempo traces, CMDB topology, and runbooks...

Deepak Bagada Deepak Bagada
20m read
Founder Story AI Workflows

grok-build-data-exfiltration-prevention-pipeline-2026

The Grok Build CLI data leak (July 14, 2026) exposed a critical vulnerability in AI coding agent security: xAI's Grok Build was caught uploading entire git repositories — including .env files, SSH keys, and private npm t...

Deepak Bagada Deepak Bagada
28m read
Deep Dive AI Workflows

Juggler GUI Coding Agent Workbench Pipeline Guide (2026)

Juggler (juggler.studio, by Julian Storer — creator of JUCE C++ framework, Tracktion DAW, Cmajor DSP, 30+ years C++ dev) is an open-source GUI coding agent workbench launched July 14, 2026 via Show HN (95+ points). Unlik...

Deepak Bagada Deepak Bagada
40m read
Founder Story AI Workflows

CEO at SaaSNext

OpenAI Codex server-side subagent pipeline (July 15, 2026) uses GPT-5.6 Sol with Responses API Multi-Agent Beta to automatically decompose complex tasks into parallel subagents on OpenAI infrastructure — no manual delega...

Deepak Bagada Deepak Bagada
32m read
Breaking AI Workflows

Agent-Compose Declarative Agent Orchestration: 2026 Guide

agent-compose (chaitin/agent-compose, Go, AGPL-3.0, June 6, 2026) is a daemon + CLI control plane that runs AI coding agents in isolated sandboxes declared in an `agent-compose.yml` file. The Docker Compose mental model:...

Deepak Bagada Deepak Bagada
29m read
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