08 workflow stages
Build a Production Research Agent
A research agent that can discover sources, retrieve usable content, navigate the web when APIs are not enough, and be traced and tested before production.
- Exa01
- Firecrawl02
- Pydantic AI03
Sequenced for the work
Stacks
Outcome-oriented playbooks for work that needs more than one capable tool. Each Stack names the operating result, who it fits, and a small set of tools to evaluate before you commit.
07 workflow stages
Build an Internal Knowledge Assistant
A grounded knowledge workflow with ingestion, retrieval/orchestration, structured answers, evaluation, and observability.
View the playbook →07 workflow stages
Use AI on an Existing Codebase
A coding workflow that understands the repository, retrieves current documentation, makes changes, reviews them, and verifies behavior.
View the playbook →08 workflow stages
Ship a Polished AI Web App
A responsive AI web experience with a coherent visual system, reusable components, model interaction, and release-level QA.
View the playbook →08 workflow stages
Build an MCP-Enabled Internal Tool
An MCP-enabled workflow with a deliberate tool contract, minimal custom integration work, and safer production behavior.
View the playbook →07 workflow stages
Automate a Cross-App Business Workflow
A maintainable automation that combines deterministic workflow steps with AI where unstructured judgment is actually needed.
View the playbook →07 workflow stages
Evaluate and Harden an AI System
A practical evaluation loop covering task quality, regressions, tracing, retrieval quality where relevant, and adversarial/security testing.
View the playbook →08 workflow stages
Run Technical & Competitive Diligence
A diligence trail grounded in primary sources and technical evidence rather than only management materials or generic web search.
View the playbook →08 workflow stages
Build an Executive Decision Deck
A concise executive narrative with source-backed analysis, appropriate visuals, and a consistent presentation system.
View the playbook →06 workflow stages
Set Up an Open / Local AI Workbench
A local-first environment for running models, interacting with them, and building simple agentic workflows.
- Ollama01
- Open WebUI02
- OpenCode03