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Won't the next model just fix this?
- No, because it isn't a model problem. A model optimizes one session. Your delivery runs across hundreds of sessions, several humans, a review queue, and a deploy pipeline. What's missing between them isn't intelligence — it's shared standards, memory, and follow-through. That's a system around the model, and no model upgrade ships it.
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Why not just put our standards in a CLAUDE.md file?
- Plenty of teams start there, and it works until it doesn't. A rules file lives in one repo, so it drifts between repos and gets duplicated for each agent vendor. It loads on every session whether it's relevant or not, so it competes for context with the actual task. And nobody ever finds out which rules helped. Coderbuds serves the same rules org-wide to any agent, sends only an index until a rule is actually needed, and measures whether following it made you faster. Full comparison: coderbuds.com/docs/vs-context-files
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Is this a surveillance tool for tracking engineers?
- No, but we won't pretend it shows a lead nothing about individuals — it does, because that is what managing a team involves. The rule is symmetry: every number a lead can see about an engineer, that engineer can see about themselves, and coaching goes to them first rather than up the chain. Satisfaction surveys stay anonymous and team-level. The pre-flight check exists to save someone a review round, not to file a report. That's deliberate rather than generous: engineers install the MCP server themselves, so a tool that felt like monitoring would never get connected.
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What is the SPACE Framework?
- SPACE is a research framework developed by Microsoft Research, Google, and the University of Victoria that measures 5 dimensions of productivity: Satisfaction & Well-being, Performance (DORA metrics), Activity (work output), Communication & Collaboration, and Efficiency & Flow. It provides a holistic view beyond just code output.
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Are you just another DORA dashboard?
- No. Dashboards show problems — agents fix them. Coderbuds tracks all 5 SPACE dimensions (Satisfaction, Performance, Activity, Collaboration, Efficiency) and pairs each with AI agents that take action. Review Chaser improves turnaround. PR Size Coach reduces PR bloat. Outcome tracking proves what worked.
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Do you store our code?
- Never. We only store metadata — timestamps, PR titles, and statistics. Your source code stays in GitHub or Bitbucket.