release: v3.18.2 - Steinberger Practitioner Insight
Add Peter Steinberger (PSPDFKit Founder, Moltbot Creator) to Practitioner Insights with model-agnostic workflow patterns. Changes: - Add Steinberger entry in guide/ai-ecosystem.md (stream monitoring, multi-project juggling, fresh context validation, iterative exploration) - Complete evaluation in docs/resource-evaluations/steinberger-inference-speed.md (score 3/5, fact-checked GPT-5.2, validated credentials) - Update docs/resource-evaluations/README.md (15→16 evaluations) - Add practitioner_steinberger references in machine-readable/reference.yaml - Version bump 3.18.1 → 3.18.2 (VERSION + sync all docs) - Update CHANGELOG.md with detailed v3.18.2 entry - Update README.md evaluations count (22→25) Scope: Model-agnostic patterns only, zero model comparisons. Source: https://steipete.me/posts/2025/shipping-at-inference-speed Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
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@ -1994,6 +1994,33 @@ External resources from experienced practitioners that validate and extend the p
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**Debate context**: Collina's article directly responds to Arnaldi (Effect/Effectful CEO) who argued "software development is dead." The Collina-Arnaldi exchange became a defining moment in the January 2026 discourse on AI and developer roles.
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### Peter Steinberger (PSPDFKit Founder, Moltbot Creator)
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**URL**: [Shipping at Inference-Speed](https://steipete.me/posts/2025/shipping-at-inference-speed)
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**Author credentials**:
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- Founded PSPDFKit (document processing SDK, 60+ employees, clients: Dropbox, DocuSign, SAP)
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- Creator of Moltbot (formerly Clawdbot), open-source AI personal assistant
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- Documented workflow evolution in Dec 2025 blog post
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**Content summary** (model-agnostic patterns only):
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- **Stream monitoring**: Shift from reading code line-by-line to watching the AI generation stream, intervening only on key components
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- **Multi-project juggling**: 3-8 concurrent projects with linear commits and cross-project knowledge transfer via file references
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- **Fresh context per task**: Validates the fresh context pattern (Section 2.2) from production experience
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- **Iterative exploration**: Build → test feel → refine, rather than exhaustive upfront planning
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**Alignment with this guide**:
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| Steinberger Pattern | This Guide Reference |
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|---------------------|---------------------|
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| Fresh context per task | Section 2.2 Fresh Context Pattern (line 1525) |
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| Multi-project workflows | Section 9.13 Multi-Instance Workflows (line 9583) |
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| Iterative exploration | Workflows: Iterative Refinement |
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**Value**: Production-scale perspective on AI-assisted workflow patterns from an experienced toolmaker. Validates fresh context and multi-instance approaches already documented in this guide.
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**Note**: Steinberger is the creator of Moltbot (see [ClawdBot FAQ](#claude-code-vs-clawdbot-whats-the-difference)). His observations originate from a non-Claude workflow; patterns should be validated in Claude Code context before adoption.
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---
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## 11.3 Skills Distribution Platforms
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@ -6,7 +6,7 @@
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**Written with**: Claude (Anthropic)
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**Version**: 3.18.0 | **Last Updated**: January 2026
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**Version**: 3.18.2 | **Last Updated**: January 2026
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---
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@ -484,4 +484,4 @@ where.exe claude; claude doctor; claude mcp list
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**Author**: Florian BRUNIAUX | [@Méthode Aristote](https://methode-aristote.fr) | Written with Claude
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*Last updated: January 2026 | Version 3.18.0*
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*Last updated: January 2026 | Version 3.18.2*
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@ -10,7 +10,7 @@
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**Last updated**: January 2026
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**Version**: 3.18.0
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**Version**: 3.18.2
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---
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@ -15637,4 +15637,4 @@ We'll evaluate and add it to this section if it meets quality criteria.
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**Contributions**: Issues and PRs welcome.
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**Last updated**: January 2026 | **Version**: 3.18.0
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**Last updated**: January 2026 | **Version**: 3.18.2
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