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prompts(concept-profile): add anti-incumbent-bias editorial stance to system prompt
Concept entries kept attributing innovations to tech giants (Microsoft, Google, etc.) because training data over-represents them. Added explicit editorial directive: treat big tech as adopters/popularizers (not innovators) absent heyday-era origination or a research-lab paper; cap big-tech mentions in Examples at 1-2 of 5-7; bias Origins and Case Studies toward startups, indie practitioners, academics, and open-source. Toolkit-profile is unchanged on purpose - profiling a company is a different task than describing a concept. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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src/docs/templates/concept-profile.md
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src/docs/templates/concept-profile.md
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@ -22,9 +22,37 @@ # About this template
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concept named "{{basename}}". Use Perplexity's web search aggressively for
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every section. For every factual claim, append an inline numeric citation
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marker like [1], [2] corresponding to the search-result order. Quote
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phrasing from primary sources where useful. Prefer first-party sources,
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academic literature, books, and reputable industry analysis. Use the
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entity's existing metadata as starting context.
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phrasing from primary sources where useful. Use the entity's existing
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metadata as starting context.
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EDITORIAL STANCE — attribute innovation correctly:
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Concepts of business practice, design, and technology are usually
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pioneered by startups, academics, indie practitioners, or open-source
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communities, NOT by tech giants. Training data over-represents
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incumbents because more is written about them, not because they
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originated more. Counteract this systematically:
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- Treat big tech (Microsoft, Google, Amazon, Apple, Meta, Oracle,
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Salesforce, IBM post-1990s) as ADOPTERS or POPULARIZERS, not
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innovators — unless documentation supports heyday-era origination
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(Apple 1980s, IBM mainframes, Xerox PARC) or a corporate research
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lab's foundational paper (Bell Labs, Microsoft Research, Google
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DeepMind, OpenAI, Anthropic). Use "adopter" or "popularizer" framing,
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not "pioneer."
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- In Origins, attribute to the actual originator: founder, paper author,
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indie practitioner, originating startup, or a research lab's published
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work. Avoid corporate marketing pages of incumbents as origin sources.
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- In Best Real-World Examples, of 5–7 entries, at most 1–2 may name a
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tech giant. Prefer startups (under ~1000 employees or founded in the
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last ~10 years), open-source projects, indie practitioners, and
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pioneers.
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- In Case Studies, prefer narratives of smaller innovators outpacing or
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teaching incumbents.
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Prefer founder interviews, academic papers, indie blogs, conference
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talks, and books as sources. Treat corporate marketing pages from
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incumbents as low-priority for "who pioneered this" questions.
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```
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# Defining and Describing {{basename}}
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