AI Workflows & Agentic Architecture Directory

Groq and Cerebras are betting against NVIDIA's GPU monoculture with custom inference silicon. Groq's LPU delivers deterministic sub-50ms latency at $0.05/M tokens. Cerebras' wafer-scale delivers 30x throughput. This analysis compares the two approaches and their implications for agent builders.

Cerebras CS-4 delivers 30x faster inference than Nvidia Rubin by using a full wafer as a single compute surface. This analysis examines the architectural implications for AI agents designed around GPU-latency assumptions.

Groq's Language Processing Units deliver deterministic inference with zero GPU contention. This FastMCP server wraps Groq's API for Claude Desktop and Cursor agents, achieving consistent sub-50ms TTFT at $0.05/M tokens — the cheapest ultrafast inference available.

At Hot Chips 2026, Cerebras detailed the CS-4's production metrics and unveiled the CS-5 roadmap: wafer-to-wafer interconnects enabling 10x faster inference for frontier models by Q3 2027. The announcement positions Cerebras as NVIDIA's first credible inference competitor.

Manually writing changelogs and API docs costs engineering teams 4-6 hours per sprint. This workflow uses LangGraph to parse Git diffs, extract semantic changes, and generate publication-ready documentation — cutting doc time from 6 hours to 12 minutes per release.

Anthropic has fully restored Claude Mythos 5 and Fable 5 access after the US Commerce Department lifted export controls imposed on June 12, 2026. The 7-week disruption affected 340,000+ enterprise users and forced emergency migrations to alternative models.

When Claude went down for 3 hours on August 24, 2026, agent pipelines without failover lost revenue. This workflow builds automatic provider switching across Claude, GPT-5.6, and DeepSeek V4 using health probes and latency thresholds, recovering in under 200ms.

The MCP 2026-07-28 specification eliminated session state, introduced Multi Round-Trip Requests (MRTR), and added header-based routing. Six months in, this analysis examines what actually changed — and what didn't — for production agent builders.

Nvidia posted $96.2B Q2 revenue (beating $92.2B estimate), $2.22 EPS, and guided $106-110B for Q3. Stock surged 8.7% in one day, adding $441.5B in market cap to reach $5.49 trillion.

Nvidia posted $96.2B Q2 revenue (beating $92.2B estimates) and warned hyperscalers of 15%+ price hikes on Vera Rubin and Blackwell systems in 2027. This analysis examines what rising GPU costs mean for AI agent builders and inference economics.

Apple M5 Ultra with 512GB unified memory enables running 400B models locally. This FastMCP server exposes Core ML and MLX inference as MCP tools, giving AI agents on-device inference without cloud API costs.

XPENG Robotics raised over $900 million at a $6.3 billion valuation — China's largest embodied AI funding round — backed by IDG, Tencent, and Alibaba. IRON humanoid robot enters mass production by end of 2026.