AI Workflows

OpenCode, the open-source AI coding agent that exploded on Hacker News with 1274 points, redefines agentic coding workflows. This production playbook covers multi-file task orchestration, sandboxed execution via Docker Sandboxes, token-efficient prompt engineering, and agent monitoring - with complete runnable code.

Head-to-head benchmark: OpenCode sends 7,000 system tokens vs Claude Code's 33,000 - a 79% reduction. Over 500 SWE-bench tasks, OpenCode delivers 57% lower latency and 53% cost savings with only a 3.6pp SWE-bench score gap.

Docker Sandboxes (GA September 2026) bring Firecracker microVM isolation to AI coding agents with 180ms cold start times. This production playbook builds a connection pool manager, sandbox-aware agent runtime, and CI/CD integration pattern with full runnable TypeScript code.

Anthropic shipped Computer Use, Browser Use, and Tool Search Tool to general availability on August 19-20, 2026. This workflow orchestrates a multi-step browser automation pipeline — form filling, data extraction, screenshot analysis — using Tool Search Tool to reduce context consumption by 85% while maintaining full tool library access.

The EU AI Act, India's DPDP Act, and Saudi Arabia's Sovereign AI regulations now mandate data residency for AI training and inference. This workflow deploys specialized CrewAI agents that classify data by jurisdiction, route processing to compliant regions, and maintain audit trails — all executed by Temporal for crash-proof durability.

Gemini 3.7 Flash delivers 340 tokens per second at $0.75/1M input tokens — making it the cost-performance sweet spot for multi-agent coding pipelines. This workflow orchestrates parallel code review, test generation, and security scanning agents using LangGraph state graphs and Google ADK A2A protocol.

Build a PydanticAI & Temporal workflow that automates FSB-style frontier AI financial risk assessments with systemic exposure scoring and durable compliance reporting.

Build a CrowdStrike Falcon IQ-style AI vulnerability triage workflow using 50+ Charlotte AI agents for automated CVE scoring, asset-critical prioritization, and remediation.

Build a production LangGraph 2.0 workflow that detects and contains AI agent sandbox escapes with network egress monitoring, anomaly detection, and automated kill switches.

Tencent just dropped Hy4-preview: a 770B-parameter Mixture-of-Experts model under Apache 2.0 with 1M-token context. Here is how to deploy it locally with vLLM 0.28.0 and orchestrate a multi-agent workflow that routes tasks across 256 expert shards.

Nvidia paused its $36B AI Compute Partnership program after employees warned the arrangement could invite antitrust scrutiny. Build a multi-cloud GPU routing workflow that insulates your agent fleet from single-vendor dependency.

Faro AI's $37.3M Series B funds infrastructure to cut clinical-trial timelines by 50%. Build a multi-agent workflow that automates structured data extraction, patient-protocol matching, and regulatory dossier assembly.