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Add AI blog post on System 1 vs System 2 tasks - #8077

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hortison with Copilot wants to merge 2 commits into
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copilot/blog-ai-system-1-vs-system-2-tasks
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hortison with Copilot wants to merge 2 commits into
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copilot/blog-ai-system-1-vs-system-2-tasks

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Copilot AI commented Sep 16, 2026

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This adds the requested Layer5 blog post on how AI System 1 and System 2 task categories differ, why that distinction matters in practice, and when a model optimized for one or both is the better fit.

  • Content

    • Adds a new post at src/collections/blog/2026/09-16-ai-system-1-versus-system-2-tasks/index.mdx
    • Covers:
      • what System 1 and System 2 tasks look like in AI workflows
      • why the distinction affects model selection, reliability, and cost
      • when fast pattern-matching is enough vs when deliberate reasoning is worth the latency
      • how to think about informal “System 3” discussions without treating it as a settled category
  • Structure

    • Uses the current Layer5 blog format with:
      • frontmatter for taxonomy and SEO
      • intro / outro wrappers
      • internal cross-links to related AI and open source posts
      • Blockquote, Callout, and CTA components
  • Assets

    • Adds a generated raster hero image alongside the post:
      • src/collections/blog/2026/09-16-ai-system-1-versus-system-2-tasks/hero-image.jpg
  • Example

    • The post includes a compact task framing like:
| Task shape | System 1 fit | System 2 fit |
| ---------- | ------------ | ------------ |
| Email or ticket triage | Excellent | Usually unnecessary |
| Multi-file refactors | Weak alone | Strong |
| Root-cause analysis | Risky alone | Strong |

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Copilot AI linked an issue Sep 16, 2026 that may be closed by this pull request
Copilot AI changed the title [WIP] Add blog post on AI System 1 versus System 2 tasks Add AI blog post on System 1 vs System 2 tasks Sep 16, 2026
Copilot AI requested a review from hortison September 16, 2026 23:28
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hortison marked this pull request as ready for review September 17, 2026 02:45
Copilot AI lite review requested due to automatic review settings September 17, 2026 02:45
@github-actions github-actions Bot added the area/blog New posts or new blog functionality label Sep 17, 2026

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Pull request overview

Adds a new Layer5 blog post explaining how “System 1” vs “System 2” task shapes map to AI workflows and how that impacts model/workflow selection.

Changes:

  • Adds a new MDX post covering System 1 vs System 2 task categories, selection tradeoffs, and a brief “System 3” framing.
  • Uses standard blog MDX structure with wrappers/components (BlogWrapper, Callout, Blockquote, CTA) and internal links.
  • Introduces a task-fit comparison table inside the post.

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Comment on lines +13 to +15
- Engineering
- Platform Engineering
- Open Source
Comment on lines +44 to +50
| Task shape | System 1 fit | System 2 fit |
| ---------- | ------------ | ------------ |
| Email or ticket triage | Excellent | Usually unnecessary |
| First-pass summarization | Excellent | Useful only for high-stakes summaries |
| Multi-file refactors | Weak alone | Strong |
| Root-cause analysis | Risky alone | Strong |
| Tool orchestration with safety checks | Limited | Strong |

For many teams, the best design is not one super-model for everything. It is a pipeline. Let a fast model handle retrieval, routing, and first-pass synthesis. Escalate only the ambiguous or high-risk cases to a slower model that can reason, verify, and explain. That is usually a better systems design than paying a premium for deep reasoning on every prompt. It is also why teams building AI-enabled platforms, including the <Link to="/projects">Layer5 projects</Link> and the broader <Link to="/community">Layer5 community</Link>, care about predictable interfaces that help models know when to think and when to act.

## Is there a System 3
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[Blog] AI System 1 versus System 2 Tasks

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