{ "checked": "2026-09-14", "steps": [ { "id": "orient", "title": "Understand the job", "question": "What are you responsible for after the demo?", "chapters": [ 1, 11, 12 ], "sources": [ { "title": "The AI Agent Factory: About", "url": "https://agentfactory.panaversity.org/docs/about" }, { "title": "How to Learn from This Book", "url": "https://agentfactory.panaversity.org/docs/how-to-learn-from-this-book" } ], "lesson": "direct-and-review", "idea": "Start with a person’s task and a result they can verify. Use AI to help execute the work while retaining responsibility for the decision, the evidence, and the operating relationship.", "contrast": "Benmore describes its consulting practice. Agent Factory focuses on AI workers. FDE roles can also involve conventional software and data systems. Neither book defines every employer’s role.", "artifact": "Responsibility map", "fields": [ "Customer problem and daily user", "What I own: discovery, delivery, adoption, operations", "What needs another specialist or decision owner", "One outcome and how we will observe it" ], "recall": "Explain the difference between the human FDE and an AI worker without using either acronym." }, { "id": "discover", "title": "Discover before promising", "question": "Which part of the brief is still a guess?", "chapters": [ 2, 3, 4, 5 ], "sources": [ { "title": "Workflow Design & Diagnosis", "url": "https://agentfactory.panaversity.org/docs/workflow-design-diagnosis-crash-course" } ], "lesson": "discovery-debt", "idea": "Treat a polished request as the beginning of an investigation. Replay recent work with its operator. Separate observed behavior, reported needs, and assumptions before agreeing a delivery date.", "contrast": "A sponsor’s preferred solution contains useful context, but it is not proof of feasibility. A generated requirement does not become a fact because it appears in several documents.", "artifact": "Evidence ledger", "fields": [ "Claim and source", "Observed, reported, or assumed", "Impact if wrong", "Owner and next verification step" ], "recall": "Name one observation that would make you change your proposed solution." }, { "id": "scope", "title": "Make a conditional commitment", "question": "What can you deliver within the real constraints?", "chapters": [ 3, 6, 7, 8 ], "sources": [ { "title": "Is This an Agent Problem?", "url": "https://agentfactory.panaversity.org/docs/is-this-an-agent-problem" } ], "lesson": "scope", "idea": "Choose a small outcome with a baseline, a test, and an owner. Compare ordinary automation with a model call before committing to an agent. Make access dependencies and stop conditions visible.", "contrast": "Respectful challenge protects the relationship. Treat Benmore’s escalation and separation advice as one firm’s practice; follow the actual engagement’s authority and agreements.", "artifact": "Pilot brief", "fields": [ "User, baseline, and desired outcome", "Included work and explicit non-goals", "Access, time, and budget assumptions", "Acceptance owner and pause condition" ], "recall": "If access arrives two weeks late, what changes: scope, date, or the decision to continue?" }, { "id": "specify", "title": "Write intent that can be tested", "question": "Could someone build the wrong thing and still pass?", "chapters": [ 7, 9 ], "sources": [ { "title": "Spec-Driven Development", "url": "https://agentfactory.panaversity.org/docs/spec-driven-development-crash-course" } ], "lesson": "delivery-spec", "idea": "Connect project intent to a feature, then to a small implementation task and its acceptance examples. Update both the specification and the checks when new evidence changes the plan.", "contrast": "A complete-looking specification can preserve a wrong assumption. Review the intent with the operator as well as checking the resulting code.", "artifact": "Behavior specification", "fields": [ "Input and required output", "Rules, permissions, and denied actions", "Happy path and two failure examples", "Links to evidence and changed decisions" ], "recall": "Close the document. Describe one required behavior and the exact observation that proves it." }, { "id": "redesign", "title": "Decide who owns each step", "question": "What should change, and what must still be protected?", "chapters": [ 4, 5, 7 ], "sources": [ { "title": "Designing the Vertical System of Record", "url": "https://agentfactory.panaversity.org/docs/ecosystem/designing-the-vertical-sor" }, { "title": "Workflow Design & Diagnosis", "url": "https://agentfactory.panaversity.org/docs/workflow-design-diagnosis-crash-course" } ], "lesson": "redesign-work", "idea": "Study the current workflow to understand it, then redesign around the outcome. Keep obligations and useful controls; challenge repeated handoffs and data entry. Assign responsibility at each consequential step.", "contrast": "Copying an old workflow can preserve waste. Removing a step without understanding its purpose can remove a necessary control. Resolve uncertainty with the accountable operator.", "artifact": "Delegation map", "fields": [ "Step and purpose", "Keep, change, or remove, with evidence", "Human, AI, or collaboration, with reason", "Reviewer, check, timing, and review date" ], "recall": "Why is “a human will review it” an incomplete control?" }, { "id": "context", "title": "Give every answer a source", "question": "Is this a rule, a live fact, or someone’s interpretation?", "chapters": [ 7 ], "sources": [ { "title": "The FDE AF Model", "url": "https://agentfactory.panaversity.org/docs/ecosystem/fde-af-model" }, { "title": "System of Context", "url": "https://agentfactory.panaversity.org/docs/ecosystem/system-of-context" } ], "lesson": "governed-knowledge", "idea": "Bring together approved knowledge, current operational facts, and relevant case notes. Preserve source identity, version, access boundaries, and missing evidence when assembling context for a task.", "contrast": "Search relevance does not establish authority. A model’s memory, an indexed copy, or a chat comment cannot silently replace the system or expert that owns the answer.", "artifact": "Context packet", "fields": [ "Task, actor, and allowed action", "Applicable rule, version, owner, and citation", "Live facts from the owning system", "Supporting notes, conflicts, and missing evidence" ], "recall": "What should happen when a helpful note conflicts with an approved procedure?" }, { "id": "prototype", "title": "Use the prototype to learn", "question": "What looks finished but is still simulated?", "chapters": [ 9, 10 ], "sources": [ { "title": "Spec-Driven Development", "url": "https://agentfactory.panaversity.org/docs/spec-driven-development-crash-course" } ], "lesson": "prototype-gap", "idea": "Use a working slice to test the flow with a person. Keep a gap register that distinguishes demonstrated behavior, placeholders, missing integrations, and release evidence.", "contrast": "Benmore’s prototype percentages are illustrative, not acceptance targets. Start security and permission checks with implementation; a later readiness review does not replace them.", "artifact": "Release-gap register", "fields": [ "Requirement and current behavior", "Mock or incomplete dependency", "Risk, owner, and evidence needed", "Pilot exclusion or closure decision" ], "recall": "Show one prototype behavior you would not yet expose to a real user, and explain why." }, { "id": "evaluate", "title": "Prove the result and the checker", "question": "Which wrong answer still earns a passing grade?", "chapters": [ 10 ], "sources": [ { "title": "Trusting the Checker", "url": "https://agentfactory.panaversity.org/docs/trusting-the-checker-crash-course" }, { "title": "Eval-Driven Development for AI Employees", "url": "https://agentfactory.panaversity.org/docs/eval-driven-development-crash-course" } ], "lesson": "check-the-checker", "idea": "Compare a simple baseline with the proposed workflow on held-out tasks. Inspect the resulting state and failure groups. Check a model grader against independent labels before using its score to decide on release.", "contrast": "A deterministic test proves a bounded property; an evaluation describes sampled behavior. A high average can hide a serious failure in a small but important group.", "artifact": "Evaluation decision", "fields": [ "Baseline and held-out cases", "Expected and actual final state", "False passes, false failures, and serious errors", "Release decision, limitations, and reviewer" ], "recall": "Give an example where the response sounds correct but the task actually failed." }, { "id": "supervise", "title": "Design approval and recovery", "question": "Can the operator understand, change, and recover the action?", "chapters": [ 7, 10, 13 ], "sources": [ { "title": "Designing Agent Experiences", "url": "https://agentfactory.panaversity.org/docs/designing-agent-experiences-crash-course" } ], "lesson": "review-and-recover", "idea": "Place the proposed change, evidence, and alternatives at the decision point. Show where work is waiting and who can act. Practise a wrong recommendation and an interrupted operation through the interface.", "contrast": "Correct model output does not guarantee usable software. Measure the attention and corrections the complete workflow demands from people.", "artifact": "Supervision brief", "fields": [ "Action preview and supporting evidence", "Approve, edit, reject, and stale-decision behavior", "Pending, failed, and completed states", "Recovery path and keyboard-only task result" ], "recall": "What information must be visible before a reviewer approves an assignment?" }, { "id": "operate", "title": "Turn repeated work into a worker", "question": "What replaces the help you give during a session?", "chapters": [ 10, 14, 17 ], "sources": [ { "title": "From One-Off to Worker", "url": "https://agentfactory.panaversity.org/docs/from-one-off-to-worker" }, { "title": "Harness Engineering", "url": "https://agentfactory.panaversity.org/docs/harness-engineering-crash-course" } ], "lesson": "worker-contract", "idea": "Promote a proven recurring task by making its specification, checks, escalation rules, and runtime durable. Give jobs identity, bounded execution, persistent state, and an accountable operator.", "contrast": "A successful session is useful evidence, but it does not establish unattended reliability. Keep the simpler workflow if repetition and value do not justify operating a worker.", "artifact": "Worker operating contract", "fields": [ "Trigger, job ID, and durable state", "Allowed actions, runtime, and retry limits", "Escalation reason, recipient, and evidence", "Pause, restart, and duplicate-trigger demonstration" ], "recall": "If the worker stops after a remote write succeeds, how does the next run avoid repeating it?" }, { "id": "handoff", "title": "Transfer the ability to operate", "question": "Could another person fix and change the system?", "chapters": [ 11, 12, 13 ], "sources": [ { "title": "Human-Agent Teams", "url": "https://agentfactory.panaversity.org/docs/human-agent-teams-crash-course" } ], "lesson": "support-exit", "idea": "Prepare a runbook for incidents, a system overview for design decisions, and a maintained specification. Ask the receiver to recover a failure and make a small change using those assets.", "contrast": "Documentation delivery is not the same as knowledge transfer. Choose technology and operating practices that the receiving team can maintain.", "artifact": "Witnessed handoff", "fields": [ "Primary and backup owner", "Runbook, system overview, and current specification", "Recovery and change drill results", "Unresolved issues and accepted responsibilities" ], "recall": "Which step did the receiver need you to explain, and what did you change afterward?" }, { "id": "sustain", "title": "Agree what happens after delivery", "question": "Where does support end and new work begin?", "chapters": [ 14, 15, 16, 17 ], "sources": [ { "title": "The FDE AF Model", "url": "https://agentfactory.panaversity.org/docs/ecosystem/fde-af-model" } ], "lesson": "delivery-offer", "idea": "Match support to actual operating needs. Separate maintaining agreed behavior from new scope, name response ownership, and set a review point. Reuse only the assets you have the right to reuse.", "contrast": "Benmore’s support percentage is its commercial example, not a market rate. Agent Factory’s vertical business model is an option, not a requirement for employment or a promise of earnings.", "artifact": "Support and reuse agreement", "fields": [ "Coverage, hours, escalation, and exclusions", "Maintenance versus new scope", "Operating owner and next review date", "Reusable asset, ownership, and customer-data boundary" ], "recall": "When would the honest recommendation be no additional support contract?" } ], "chapters": [ { "number": 1, "title": "Compressed Like a DJ", "pages": "2–8", "question": "What does faster implementation fail to solve?" }, { "number": 2, "title": "Disco Debt", "pages": "8–14", "question": "Which assumptions compound through your documents?" }, { "number": 3, "title": "Yes, Yes! Yes if…", "pages": "14–17", "question": "What condition belongs beside the promise?" }, { "number": 4, "title": "What Discovery Actually Is", "pages": "18–23", "question": "Does the proposed scope solve the underlying problem?" }, { "number": 5, "title": "Understanding the Client", "pages": "23–32", "question": "Who decides, and what are the real constraints?" }, { "number": 6, "title": "The Relationship", "pages": "32–35", "question": "How will you raise disagreement respectfully?" }, { "number": 7, "title": "The Discovery Process", "pages": "36–50", "question": "Can you trace the decision from evidence to specification?" }, { "number": 8, "title": "Walking Away", "pages": "51–56", "question": "What requires realignment or escalation?" }, { "number": 9, "title": "General Trends in AI-Driven Development", "pages": "57–62", "question": "Which claims are observations or predictions?" }, { "number": 10, "title": "An AI-Driven Development Process", "pages": "63–71", "question": "What evidence closes each prototype gap?" }, { "number": 11, "title": "What is Forward Deployed?", "pages": "72–75", "question": "Which parts of strategy and delivery do you own?" }, { "number": 12, "title": "The Deployed Workflow", "pages": "75–77", "question": "How do you make decisions and blockers visible?" }, { "number": 13, "title": "Knowledge Transfer and Graduation", "pages": "77–81", "question": "Can the receiver recover and change the system?" }, { "number": 14, "title": "The Support Phase", "pages": "82", "question": "Who is accountable after launch?" }, { "number": 15, "title": "The Support Model", "pages": "82–85", "question": "What is maintenance and what is new development?" }, { "number": 16, "title": "When to Recommend What", "pages": "86–87", "question": "Which ongoing help does the customer actually need?" }, { "number": 17, "title": "Support in the AI Era", "pages": "88–90", "question": "Which maintenance actions still require review?" } ], "catalog": [ { "title": "The AI Agent Factory: A Definitive Book and Ecosystem for the Agent Era", "url": "https://agentfactory.panaversity.org/docs/about", "group": "Orientation & professional practice", "review": "Selected passages reviewed" }, { "title": "How to Learn from This Book", "url": "https://agentfactory.panaversity.org/docs/how-to-learn-from-this-book", "group": "Orientation & professional practice", "review": "Selected passages reviewed" }, { "title": "The Roles This Book Trains", "url": "https://agentfactory.panaversity.org/docs/roles-this-book-trains", "group": "Orientation & professional practice", "review": "Overview indexed" }, { "title": "One System of Record. Products that teach and build on it.", "url": "https://agentfactory.panaversity.org/docs/ecosystem", "group": "Orientation & professional practice", "review": "Overview indexed" }, { "title": "The Ecosystem Concept", "url": "https://agentfactory.panaversity.org/docs/ecosystem/ecosystem-concept", "group": "Orientation & professional practice", "review": "Overview indexed" }, { "title": "Agent Factory System of Record", "url": "https://agentfactory.panaversity.org/docs/ecosystem/system-of-record", "group": "Orientation & professional practice", "review": "Overview indexed" }, { "title": "Zia Tutor AI", "url": "https://agentfactory.panaversity.org/docs/ecosystem/zia-tutor-ai", "group": "Orientation & professional practice", "review": "Overview indexed" }, { "title": "Zia Developer AI", "url": "https://agentfactory.panaversity.org/docs/ecosystem/zia-developer-ai", "group": "Orientation & professional practice", "review": "Overview indexed" }, { "title": "The Forward Deployed Engineer Agent Factory Model", "url": "https://agentfactory.panaversity.org/docs/ecosystem/fde-af-model", "group": "Orientation & professional practice", "review": "Selected passages reviewed" }, { "title": "Choosing Your Vertical", "url": "https://agentfactory.panaversity.org/docs/ecosystem/choosing-your-vertical", "group": "Orientation & professional practice", "review": "Overview indexed" }, { "title": "Designing the Vertical System of Record from First Principles", "url": "https://agentfactory.panaversity.org/docs/ecosystem/designing-the-vertical-sor", "group": "Orientation & professional practice", "review": "Selected passages reviewed" }, { "title": "The System of Context: Connecting the Records to Real Work", "url": "https://agentfactory.panaversity.org/docs/ecosystem/system-of-context", "group": "Orientation & professional practice", "review": "Selected passages reviewed" }, { "title": "Preface: The Right Side of the Line", "url": "https://agentfactory.panaversity.org/docs/preface-agent-native", "group": "Orientation & professional practice", "review": "Overview indexed" }, { "title": "Why AI Is Non-Negotiable", "url": "https://agentfactory.panaversity.org/docs/why-ai-is-non-negotiable", "group": "Orientation & professional practice", "review": "Overview indexed" }, { "title": "The Agent Factory Thesis", "url": "https://agentfactory.panaversity.org/docs/thesis", "group": "Orientation & professional practice", "review": "Selected passages reviewed" }, { "title": "The Agent Is the Operating Layer", "url": "https://agentfactory.panaversity.org/docs/ai-operating-layer", "group": "Orientation & professional practice", "review": "Overview indexed" }, { "title": "What You Carry In: The Ownership Argument", "url": "https://agentfactory.panaversity.org/docs/what-you-carry-in", "group": "Orientation & professional practice", "review": "Overview indexed" }, { "title": "Proof you can carry in. Independently verified.", "url": "https://agentfactory.panaversity.org/docs/certifications", "group": "Orientation & professional practice", "review": "Overview indexed" }, { "title": "Panaversity Certified Associate: Foundations", "url": "https://agentfactory.panaversity.org/docs/certifications/pcao-f", "group": "Orientation & professional practice", "review": "Overview indexed" }, { "title": "Panaversity Certified Architect: Foundations", "url": "https://agentfactory.panaversity.org/docs/certifications/pcar-f", "group": "Orientation & professional practice", "review": "Overview indexed" }, { "title": "Panaversity Certified Developer: Foundations", "url": "https://agentfactory.panaversity.org/docs/certifications/pcdv-f", "group": "Orientation & professional practice", "review": "Overview indexed" }, { "title": "Panaversity Certified Architect: Professional", "url": "https://agentfactory.panaversity.org/docs/certifications/pcar-p", "group": "Orientation & professional practice", "review": "Overview indexed" }, { "title": "How to Get Paid in the Agentic AI Era: The Vendor-Neutral Vertical FDE Roadmap", "url": "https://agentfactory.panaversity.org/docs/how-to-get-paid-agentic-ai-era", "group": "Orientation & professional practice", "review": "Overview indexed" }, { "title": "How to Sell in the Agentic AI Era: Proof Replaces the Pitch", "url": "https://agentfactory.panaversity.org/docs/how-to-sell-agentic-ai-era", "group": "Orientation & professional practice", "review": "Overview indexed" }, { "title": "Where to Start: Become an Agentic AI Engineer in Days, Not Months", "url": "https://agentfactory.panaversity.org/docs/getting-started", "group": "Orientation & professional practice", "review": "Overview indexed" }, { "title": "Foundations: Start in the Browser", "url": "https://agentfactory.panaversity.org/docs/foundations", "group": "Foundations", "review": "Overview indexed" }, { "title": "Just Delegate It: A Crash Course", "url": "https://agentfactory.panaversity.org/docs/just-delegate-it-crash-course", "group": "Foundations", "review": "Overview indexed" }, { "title": "What AI Actually Is: A Crash Course", "url": "https://agentfactory.panaversity.org/docs/what-ai-actually-is-crash-course", "group": "Foundations", "review": "Overview indexed" }, { "title": "AI Fluency: A Crash Course", "url": "https://agentfactory.panaversity.org/docs/ai-fluency-crash-course", "group": "Foundations", "review": "Overview indexed" }, { "title": "AI Prompting in 2026: A Crash Course", "url": "https://agentfactory.panaversity.org/docs/ai-prompting-2026", "group": "Foundations", "review": "Overview indexed" }, { "title": "Markdown In, HTML Out: A Crash Course", "url": "https://agentfactory.panaversity.org/docs/markdown-html-crash-course", "group": "Foundations", "review": "Overview indexed" }, { "title": "Code You Never Write", "url": "https://agentfactory.panaversity.org/docs/code-you-never-write-crash-course", "group": "Foundations", "review": "Overview indexed" }, { "title": "Skills & Connectors: Teach AI Once, Connect It to Your Apps", "url": "https://agentfactory.panaversity.org/docs/skills-connectors-crash-course", "group": "Foundations", "review": "Overview indexed" }, { "title": "How to Think in the AI Era: Crash Course", "url": "https://agentfactory.panaversity.org/docs/how-to-think-ai-era", "group": "Foundations", "review": "Overview indexed" }, { "title": "Workflow Design & Diagnosis", "url": "https://agentfactory.panaversity.org/docs/workflow-design-diagnosis-crash-course", "group": "Foundations", "review": "Selected passages reviewed" }, { "title": "Governance, Risk & Responsible Use: A Crash Course", "url": "https://agentfactory.panaversity.org/docs/governance-risk-responsible-use-crash-course", "group": "Foundations", "review": "Selected passages reviewed" }, { "title": "General Agents", "url": "https://agentfactory.panaversity.org/docs/general-agents", "group": "General agents & engineering", "review": "Overview indexed" }, { "title": "General Agents on the Web: A Crash Course", "url": "https://agentfactory.panaversity.org/docs/general-agents-web-crash-course", "group": "General agents & engineering", "review": "Overview indexed" }, { "title": "Cowork and OpenWork on the Desktop: A Crash Course", "url": "https://agentfactory.panaversity.org/docs/cowork-crash-course", "group": "General agents & engineering", "review": "Overview indexed" }, { "title": "Open Source LLMs: Your Laptop, Your Server/Cluster, the Cloud", "url": "https://agentfactory.panaversity.org/docs/using-open-source-llms", "group": "General agents & engineering", "review": "Overview indexed" }, { "title": "Claude Code and OpenCode: A Crash Course", "url": "https://agentfactory.panaversity.org/docs/agentic-coding-crash-course", "group": "General agents & engineering", "review": "Overview indexed" }, { "title": "Claude Code for Teams: Configuration at Scale", "url": "https://agentfactory.panaversity.org/docs/claude-code-teams-crash-course", "group": "General agents & engineering", "review": "Overview indexed" }, { "title": "Claude Code as a CI Worker", "url": "https://agentfactory.panaversity.org/docs/claude-code-ci-crash-course", "group": "General agents & engineering", "review": "Overview indexed" }, { "title": "Claude Code Routines: Work That Runs Without You", "url": "https://agentfactory.panaversity.org/docs/claude-code-routines-crash-course", "group": "General agents & engineering", "review": "Overview indexed" }, { "title": "Made, Not Generated: A Website Design Crash Course", "url": "https://agentfactory.panaversity.org/docs/website-design-crash-course", "group": "General agents & engineering", "review": "Overview indexed" }, { "title": "Spec-Driven Development: A Crash Course", "url": "https://agentfactory.panaversity.org/docs/spec-driven-development-crash-course", "group": "General agents & engineering", "review": "Selected passages reviewed" }, { "title": "The Four Layers: Prompt, Context, Harness, Loop", "url": "https://agentfactory.panaversity.org/docs/four-layers-crash-course", "group": "General agents & engineering", "review": "Overview indexed" }, { "title": "Loop Engineering: A Crash Course", "url": "https://agentfactory.panaversity.org/docs/loop-engineering-crash-course", "group": "General agents & engineering", "review": "Overview indexed" }, { "title": "Harness Engineering: A Crash Course", "url": "https://agentfactory.panaversity.org/docs/harness-engineering-crash-course", "group": "General agents & engineering", "review": "Selected passages reviewed" }, { "title": "Graph Engineering: A Crash Course", "url": "https://agentfactory.panaversity.org/docs/graph-engineering-crash-course", "group": "General agents & engineering", "review": "Overview indexed" }, { "title": "Trusting the Checker: An Evals Crash Course", "url": "https://agentfactory.panaversity.org/docs/trusting-the-checker-crash-course", "group": "General agents & engineering", "review": "Selected passages reviewed" }, { "title": "Leaving the Laptop: A Runtime Crash Course", "url": "https://agentfactory.panaversity.org/docs/leaving-the-laptop-crash-course", "group": "General agents & engineering", "review": "Overview indexed" }, { "title": "Personal Agent Harnesses", "url": "https://agentfactory.panaversity.org/docs/personal-agent-harnesses", "group": "General agents & engineering", "review": "Overview indexed" }, { "title": "OpenClaw with General Agents: A 90-Minute Crash Course", "url": "https://agentfactory.panaversity.org/docs/openclaw-with-general-agents", "group": "General agents & engineering", "review": "Overview indexed" }, { "title": "Hermes with General Agents: A 90-Minute Crash Course", "url": "https://agentfactory.panaversity.org/docs/hermes-with-general-agents", "group": "General agents & engineering", "review": "Overview indexed" }, { "title": "Mode 1 — Problem-Solving", "url": "https://agentfactory.panaversity.org/docs/mode-1-problem-solving", "group": "Choose the right approach", "review": "Overview indexed" }, { "title": "Is This an Agent Problem? A Crash Course", "url": "https://agentfactory.panaversity.org/docs/is-this-an-agent-problem", "group": "Choose the right approach", "review": "Selected passages reviewed" }, { "title": "Problem Solving with General Agents: A 90-Minute Crash Course", "url": "https://agentfactory.panaversity.org/docs/problem-solving-crash-course", "group": "Choose the right approach", "review": "Overview indexed" }, { "title": "From One-Off to Worker: The Handoff to Manufacturing", "url": "https://agentfactory.panaversity.org/docs/from-one-off-to-worker", "group": "Choose the right approach", "review": "Selected passages reviewed" }, { "title": "Mode 2 — Manufacturing", "url": "https://agentfactory.panaversity.org/docs/mode-2-manufacturing", "group": "Choose the right approach", "review": "Overview indexed" }, { "title": "Python in the AI Era: A Crash Course", "url": "https://agentfactory.panaversity.org/docs/python-crash-course", "group": "Build the foundations of a worker", "review": "Overview indexed" }, { "title": "The Loop by Hand: The Anthropic Messages API", "url": "https://agentfactory.panaversity.org/docs/loop-by-hand-crash-course", "group": "Build the foundations of a worker", "review": "Overview indexed" }, { "title": "Structured Extraction Pipelines: Schemas, Retries, and Batches", "url": "https://agentfactory.panaversity.org/docs/structured-extraction-crash-course", "group": "Build the foundations of a worker", "review": "Overview indexed" }, { "title": "Connector-Native Apps: A Remote MCP Server Whose Customer Is an AI", "url": "https://agentfactory.panaversity.org/docs/connector-native-apps", "group": "Build the foundations of a worker", "review": "Overview indexed" }, { "title": "Give Your AI Searchable Context: RAG on Postgres with pgvector — A Crash Course", "url": "https://agentfactory.panaversity.org/docs/postgres-ai-crash-course", "group": "Build the foundations of a worker", "review": "Overview indexed" }, { "title": "Building the Context Layer: From One Worker's 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"url": "https://agentfactory.panaversity.org/docs/ai-workers", "group": "Reference & further exploration", "review": "Overview indexed" }, { "title": "AI-Native Companies", "url": "https://agentfactory.panaversity.org/docs/ai-native-companies", "group": "Reference & further exploration", "review": "Overview indexed" }, { "title": "What's New", "url": "https://agentfactory.panaversity.org/docs/whats-new", "group": "Reference & further exploration", "review": "Overview indexed" } ] }