Generate deployment artifacts for a designed Threadlight project on Microsoft Foundry Hosted Agents: container.py, Dockerfile, pyproject.toml, an azd project and deploy-notes.md for one-command `azd up`. Kratos-export mode enriches/validates a Kratos export and backfills evals/. USE FOR: deploy a Threadlight project to Foundry, make this deployable, generate deployment files, Threadlight hosted-agent packaging, azd up for a Threadlight pilot, Kratos export, foundry-agent.zip, backfill evals. DO NOT USE FOR: generic Foundry hosted-agent deploy, invoke or troubleshoot, azd ai agent, model deployment or agent evaluation outside a Threadlight project (use microsoft-foundry); generic Azure app deployment (use azure-prepare / azure-deploy); designing the process (use threadlight-design); Teams bot (use foundry-teams-bot); MCP server deployment (use threadlight-mcp-aca); non-Threadlight GHCP runtime (see references/hosted-agent/ghcp); azd tenant isolation (use threadlight-tenant-isolation).
Spec out a business process or customer use case for an enterprise pilot, then generate agent architecture (AGENTS.md + Skills) — a SpecKit specification first (process flow, business rules, data models, tool contracts, mock data, KPIs, governance), then implementation artifacts derived from the spec. Targets named LOB processes in regulated industries (FSI, Mfg, Retail, Telco, Healthcare, Utilities) where a customer SME will judge the SPEC on industry realism before the demo runs. USE FOR: design a process, spec out a use case, create agent architecture, automate a regulated workflow, threadlight design, skill factory, business process specification, speckit, define a customer scenario, mock backend systems, seller prep guide, demo script, demo prompts, lint skill contracts, lock the stack/model/hosting foundation, Agentic Loop export. DO NOT USE FOR: running existing skills, executing code, deploying (use threadlight-deploy), general Q&A, internal Microsoft tooling automation, generic chatbot prototyping.