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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.

Founder Story AI Workflows

Kimi K3 Self-Hosted Coding Pipeline: Run 2.8T Open Weights Locally

Kimi K3 self-hosted coding pipeline: deploy Moonshot's 2.8T open-weight MoE model locally with vLLM. Complete guide covering hardware requirements, Open Interpreter setup, Kimi Delta Attention, benchmarks vs GPT-5.6/Opus...

Deepak Bagada Deepak Bagada
12m read
Breaking AI Workflows

PrismML Bonsai 27B: On-Device AI Guide (2026)

PrismML Bonsai 27B on-device AI guide. Deploy 27B model at 3.9 GB on iPhone 17 Pro or 5.9 GB on laptops. Apache 2.0, tool calling, vision, reasoning. 163 tok/s on RTX 5090.

Deepak Bagada Deepak Bagada
22m read
Breaking AI Workflows

ccshare Setup: Multiplayer Claude Code (2026)

ccshare multiplayer Claude Code: real-time collaborative sessions with shared thread state. Setup guide, conflict resolution, parallel subagents, team review.

Deepak Bagada Deepak Bagada
24m read
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
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