Pattern: Sequential Pipeline | Team size: 5 agents
This team moves from diagnosis to strategy to operating model in a disciplined sequence so short-term firefighting gets translated into a sustainable long-term plan. The pipeline structure prevents skipping foundational steps (constraints, incentives, capacity) that typically trap managers in survival mode.
How companies can build a long-term strategy when managers are stuck in short-term survival mode
Create an agent team to produce a practical, evidence-based playbook answering: “How companies can build a long-term strategy when managers are stuck in short-term survival mode,” using the Sequential Pipeline team design “North Star Strategy Pipeline.” Project name: north_star_strategy_pipeline Global constraints and standards (apply to all agents) - Write for an audience of: CEO, COO, CFO, BU Presidents, and Strategy/Transformation leaders in mid-to-large enterprises. - Use crisp business language; avoid jargon without definition. - Make recommendations actionable, not motivational. - Every claim must be tied to a mechanism (incentives, cash, capacity, decision rights, risk, governance). - Include at least 2 “failure modes” and how to detect them early. - Use frameworks and checklists that can be applied without external consultants. - Cross-reference other agents’ outputs explicitly (by file name and section title). - Each agent must include: (1) assumptions, (2) open questions, (3) “what would change my mind” tests. Collaboration mechanics (mandatory) - Sequential pipeline with hard dependencies: each agent must wait for upstream outputs and incorporate them. - At the end of each agent’s work, write a “Handoff Notes” section (150–250 words) addressed to the next agent: - Key insights (bullet list) - Non-obvious risks - Decisions needed downstream - Suggested angles to challenge - Each downstream agent must include a “Challenge & Validate Upstream” section (200–350 words) where they: - Identify at least 3 assumptions from upstream work - Stress-test them with counterexamples - Propose how to validate/refute them in a real company - Maintain an “Insights Ledger” shared file updated after each agent completes their task: - outputs/agent_teams_demo/north_star_strategy_pipeline/insights_ledger.md - Append-only; timestamp each entry; include “Insight”, “Why it matters”, “Where used next”. Final deliverables overview (files to produce) 1) outputs/agent_teams_demo/north_star_strategy_pipeline/01_diagnosis_survival_mode.md 2) outputs/agent_teams_demo/north_star_strategy_pipeline/02_stakeholder_incentives_map.md 3) outputs/agent_teams_demo/north_star_strategy_pipeline/03_strategic_options.md 4) outputs/agent_teams_demo/north_star_strategy_pipeline/04_operating_model.md 5) outputs/agent_teams_demo/north_star_strategy_pipeline/05_execution_roadmap_metrics.md 6) outputs/agent_teams_demo/north_star_strategy_pipeline/insights_ledger.md 7) outputs/agent_teams_demo/north_star_strategy_pipeline/00_synthesis_playbook.md Agent 1: Survival-Mode Diagnostician Objective: Identify root causes of short-term survival behavior across incentives, cash, capacity, decision rights, and risk. Produce a diagnostic that explains why managers are stuck firefighting and what constraints keep them there. Dependencies: None (this begins first). Must complete before Agent 2 starts. Deliverable: outputs/agent_teams_demo/north_star_strategy_pipeline/01_diagnosis_survival_mode.md (1,400–1,800 words) with EXACT sections: 1. Executive Summary (150–200 words): Define “survival mode” operationally; list top 5 root-cause clusters. 2. Observable Symptoms vs Root Causes (table, 10–15 rows): Symptom → Likely mechanism → Quick test → Common misdiagnosis. 3. The Five Constraint Domains (5 subsections, 150–220 words each): 3.1 Incentives 3.2 Cash & Liquidity 3.3 Capacity (people, time, attention) 3.4 Decision Rights & Escalation Paths 3.5 Risk, Compliance, and Fear of Blame 4. Diagnostic Interview Guide (12–18 questions): Grouped by domain; note what a “red flag” answer sounds like. 5. Data to Pull in 72 Hours (checklist): Include finance, ops, HR, customer, delivery metrics; specify what patterns to look for. 6. Root-Cause Map (text-based causal loop): Show 2–3 reinforcing loops that trap short-termism. 7. Failure Modes of Diagnosis (at least 2): How diagnosis goes wrong; early detection signals. 8. Assumptions, Open Questions, What Would Change My Mind (bullets) 9. Handoff Notes to Agent 2 (150–250 words) Also update: outputs/agent_teams_demo/north_star_strategy_pipeline/insights_ledger.md - Create the file if missing. - Add 6–10 insights extracted from the diagnosis. Agent 2: Stakeholder & Incentives Mapper Objective: Map stakeholders, KPIs, and reward systems to pinpoint misalignments that drive short-termism. Dependencies: Must read and incorporate outputs/agent_teams_demo/north_star_strategy_pipeline/01_diagnosis_survival_mode.md. Must complete before Agent 3 starts. Deliverable: outputs/agent_teams_demo/north_star_strategy_pipeline/02_stakeholder_incentives_map.md (1,500–1,900 words) with EXACT sections: 1. Challenge & Validate Upstream (200–350 words): Stress-test Agent 1 assumptions and loops; propose validation approach. 2. Stakeholder Inventory (table, 12–20 stakeholders): Stakeholder → What they optimize for → Formal power → Informal power → Typical asks that create short-termism. 3. KPI-to-Behavior Translation (table, 10–15 KPIs): KPI → Induced behavior → Time horizon → Gaming risk → Fix (redefine, counter-metric, or guardrail). 4. Incentive Misalignment Patterns (8–12 bullets): Each pattern must include “Mechanism” + “Example” + “Leading indicator.” 5. Decision Rights & Accountability Map: - RACI-like table for 8–12 critical decisions (pricing, hiring freezes, capex, roadmap, customer escalations, vendor commitments, etc.) - Identify where escalation creates thrash and firefighting. 6. “Short-Termism Pressure Index” (framework): Define 6–8 factors, scoring rubric (1–5), and how to interpret totals. 7. Intervention Levers (prioritized list of 10–14): Must label each as “Fast (0–30d)”, “Medium (31–120d)”, or “Structural (120d+)”; tie to constraint domain from Agent 1. 8. Assumptions, Open Questions, What Would Change My Mind (bullets) 9. Handoff Notes to Agent 3 (150–250 words) Also update insights ledger: - Append 6–10 new insights; reference sections/tables in this doc. Agent 3: Strategic Options Architect Objective: Develop a small set of coherent long-term strategic options with explicit trade-offs and required commitments that acknowledge survival-mode constraints. Dependencies: Must read and incorporate Agent 1 and Agent 2 outputs. Must complete before Agent 4 starts. Deliverable: outputs/agent_teams_demo/north_star_strategy_pipeline/03_strategic_options.md (1,600–2,100 words) with EXACT sections: 1. Challenge & Validate Upstream (200–350 words): Challenge at least 3 incentive/decision-rights conclusions; propose real-world validation. 2. Design Criteria (bullets): 8–10 criteria including liquidity resilience, capacity realism, incentive compatibility, and governance feasibility. 3. Strategic Options (exactly 3 options; each 350–450 words) with sub-structure: - Option name and “North Star” statement (1 sentence) - Where we will play / how we will win (bullets) - Required commitments (5–8 bullets; include what stops) - Explicit trade-offs (at least 5; include who loses) - Survival-mode risk (what will cause reversion) + mitigation 4. Option Comparison Matrix (table): Criteria × options with short justifications (not just scores). 5. Recommendation Logic (250–350 words): Under what conditions each option is best; include “no-regrets moves” (5–7). 6. Strategy Narrative (300–450 words): A memo-style narrative that a CEO could send to the org; must reference incentive/capacity realities. 7. Assumptions, Open Questions, What Would Change My Mind (bullets) 8. Handoff Notes to Agent 4 (150–250 words) Also update insights ledger: - Append 5–8 insights; include at least 2 insights about trade-offs and reversion risks. Agent 4: Operating Model Designer Objective: Convert the chosen strategy into roles, decision cadence, budgeting approach, and governance that protect long-term priorities from firefighting. Dependencies: Must read Agents 1–3 outputs. Must treat Agent 3’s recommended logic and “no-regrets moves” as primary inputs. Must complete before Agent 5 starts. Deliverable: outputs/agent_teams_demo/north_star_strategy_pipeline/04_operating_model.md (1,700–2,200 words) with EXACT sections: 1. Challenge & Validate Upstream (200–350 words): Challenge feasibility of options vs constraints; identify operating-model “gotchas.” 2. Operating Model Principles (8–10 bullets): Each must explicitly defend against a survival-mode loop from Agent 1. 3. Roles & Decision Rights (table): 10–14 key roles/groups (Exec, Finance, Product, Sales, Ops, etc.) with: - Primary accountability - Decisions owned - Decisions influenced - “Anti-thrash rule” (how they avoid reactive work) 4. Management Cadence (rituals and agendas): - Weekly (1–2 rituals), Monthly (1–2), Quarterly (1–2) - For each: purpose, required inputs, decisions made, and “stop doing” rule 5. Budgeting & Resource Allocation Model (400–550 words): - How to fund Run/Grow/Transform (or equivalent) - Rules for reallocation during shocks - Guardrails to prevent starving long-term work 6. Governance for Trade-offs (framework): - Define a “Trade-off Council” (or equivalent), membership, triggers, and decision SLA - Include escalation path and decision log requirements 7. Risk & Control Integration (250–350 words): How compliance/risk management supports strategy without freezing it; include pre-mortem practice. 8. Assumptions, Open Questions, What Would Change My Mind (bullets) 9. Handoff Notes to Agent 5 (150–250 words) Also update insights ledger: - Append 5–8 insights; include at least 2 about governance/cadence guardrails. Agent 5: Execution Roadmap & Metrics Lead Objective: Create a 12–24 month roadmap with leading indicators, guardrails, and review rituals that balance near-term stability with long-term progress. Dependencies: Must read Agents 1–4 outputs. Must not begin until Agent 4 completes. Deliverable: outputs/agent_teams_demo/north_star_strategy_pipeline/05_execution_roadmap_metrics.md (1,800–2,300 words) with EXACT sections: 1. Challenge & Validate Upstream (200–350 words): Challenge roadmap realism (capacity, cash, incentives); propose sequencing corrections. 2. Roadmap Overview (150–250 words): Define phases and the logic of sequencing (stabilize → invest → scale). 3. 12–24 Month Roadmap (table): Columns must include: - Time window (0–30d, 31–90d, 91–180d, 181–365d, 12–24m) - Outcomes - Key initiatives (3–6 per window) - Owners (role, not person) - Dependencies - Key risks + mitigations 4. Metrics System (must include leading + lagging): - North Star metric (1) + definition - 6–10 leading indicators (with formulas) - 4–6 lagging indicators (with formulas) - Guardrails (4–6) that prevent “winning” by burning out teams or degrading quality 5. Review & Learning Loops (300–450 words): - Monthly business review format (agenda + required artifacts) - Quarterly strategy review format - Decision log and “reversal triggers” (when to revisit the strategy) 6. Change Management Without Theater (250–400 words): - How to communicate trade-offs - How to handle inevitable shocks without abandoning long-term work 7. Top 10 Implementation Risks (bullets): Each with early warning signal and contingency plan. 8. Assumptions, Open Questions, What Would Change My Mind (bullets) 9. Handoff Notes to Synthesis Lead (150–250 words) Also update insights ledger: - Append 6–10 insights; include at least 2 about leading indicators and guardrails. Synthesis/Review Step (mandatory final step) Objective: Produce a single integrated playbook that is internally consistent, does not contradict across layers (diagnosis → incentives → options → operating model → execution), and is ready for leadership use. Deliverable: outputs/agent_teams_demo/north_star_strategy_pipeline/00_synthesis_playbook.md (2,200–3,000 words) with EXACT sections: 1. One-Page Executive Brief (max 350 words): Problem, core insight, recommended approach, and first 30 days. 2. The Survival-Mode Trap (250–400 words): Summarize the causal loops and the minimum set of constraints to address. 3. The Alignment Fix (250–400 words): Summarize stakeholder/KPI changes and decision-rights corrections. 4. Strategic Direction (400–600 words): Present the 3 options in one paragraph each; clearly state the recommended conditional choice logic and no-regrets moves. 5. Operating Model That Protects the Future (400–600 words): Cadence, budgeting, governance, and role clarity—tie each back to a survival-mode failure mode. 6. Execution Plan (400–600 words): Phased roadmap, metrics, guardrails, and review rituals. 7. “If We Only Do 7 Things” (numbered list): Exactly 7 actions, each 1–2 sentences, sequenced. 8. Contradictions Resolved + Decisions Required (bullets): List any tensions found across documents and how you resolved them; list 5–8 decisions leaders must make. 9. Source Map (bullets): Point to the exact file + section where each major recommendation originates. 10. Final Quality Checklist (pass/fail list): At least 12 checks (e.g., incentive-compatible, capacity-feasible, measurable, governance-backed, shock-resilient). Synthesis mechanics - Read all five agent documents and the insights ledger. - Identify and fix inconsistencies (e.g., roadmap assumes capacity that diagnosis says doesn’t exist; incentives counteract the option). - Explicitly call out 3 “assumption cliffs” where the plan fails if an assumption is false, and provide contingencies. - End by writing a 150–250 word “Leadership Next Meeting Agenda” that uses the operating cadence you designed. Execution order (do not deviate) 1) Agent 1 produces 01_diagnosis_survival_mode.md and updates insights_ledger.md 2) Agent 2 produces 02_stakeholder_incentives_map.md and updates insights_ledger.md 3) Agent 3 produces 03_strategic_options.md and updates insights_ledger.md 4) Agent 4 produces 04_operating_model.md and updates insights_ledger.md 5) Agent 5 produces 05_execution_roadmap_metrics.md and updates insights_ledger.md 6) Synthesis step produces 00_synthesis_playbook.md after all above are complete Non-negotiable: Do not skip the “Challenge & Validate Upstream” sections; do not start a downstream task before upstream files exist; always update insights_ledger.md after each agent completes.
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