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diff --git a/data/articles.parquet.gzip b/data/articles.parquet.gzip
diff --git a/data/consolidated.parquet.gzip b/data/consolidated.parquet.gzip
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diff --git a/docs/001b195bbddec8fb0193b668a70aa883.md b/docs/001b195bbddec8fb0193b668a70aa883.md
@@ -42,5 +42,5 @@ The essay "Fart Proudly" by Benjamin Franklin, written in 1781, is a humorous re
 * [Reflections on Life and Society](7f307ee75194f6741372e3c1e97f665b)
 * [The Power and Pitfalls of Foresight](e11adc0adef22064e0ee2b531341ff07)
 * [Striving for Greatness in Research](d63dcd0ef7dc557c2fe4c312f4cd686f)
-* [The Importance of Science Fiction](8ebb431ce8d949d5a1ecb52bbd42a69f)
-* [Developing Curiosity and Finding Interesting Ideas](4b827b6a0c41e87019713723ad04efce)
+* [The Absurdity of Going Paperless](795f331de0f04c70bc309ec865fa1769)
+* [Science's Assault on Free Will](20dcd5f1dfbe5f80a079ad28644cf08f)
diff --git a/docs/00d042b803c0388634125c2ea6caab24.md b/docs/00d042b803c0388634125c2ea6caab24.md
@@ -40,6 +40,6 @@ A deep learning model has been developed to identify and count chicken distress
 
 * [The Ethical Challenges of AI in Animal Farming](7aa357540401ea845962adbd36627a80)
 * [Advancing Bioacoustics Research with AI](d4bf4886c516db4ccba211674c96d7b9)
+* [SoftBank Develops "Emotion-Canceling" Technology to Alter Angry Customer Voices](291a9b422929106e96db914ff5d60401)
 * [Bioacoustics: Unlocking the Language of Nature](db2690cf7530366ddf6f9606b830f782)
-* [Pigeons Identify Breast Cancer 'As Well As Humans'](96d6452fd513ef2ffdbc3d761b7d24e1)
-* [Technology and Children’s Well-Being in Danish Schools](17ac55c1f87675e075557fa4fa5ba14e)
+* [Pigeons Identify Breast Cancer 'As Well As Humans'](96d6452fd513ef2ffdbc3d761b7d24e1)
diff --git a/docs/012558fa97aeed65d7ca86de4a6c1cbd.md b/docs/012558fa97aeed65d7ca86de4a6c1cbd.md
@@ -42,5 +42,5 @@ The Department of Defense (DoD) Chief Digital and Artificial Intelligence Office
 * [U.S. Department of Commerce Announces AI Initiatives](fa4fc4145d0de8fe7d6c3a734a47557f)
 * [Navigating Organizational AI Governance](fab122d29aed97045e0cc1ea77bdef44)
 * [Maximizing AI Adoption in Government Services](953521f099a7344b89a76fbdefbbc71c)
-* [OpenAI Collaborates with Pentagon on Software Projects](e625a640f3cfddf1f648256a243cb214)
-* [Navigating Organizational AI Governance](ae5781502d3793bed9753abfaaae817c)
+* [CISA Conducts AI Tabletop Exercise](bed32c427bb73bc07f5e7795433951c4)
+* [OpenAI Collaborates with Pentagon on Software Projects](e625a640f3cfddf1f648256a243cb214)
diff --git a/docs/02955553e2ee09903aab2ab1867c860b.md b/docs/02955553e2ee09903aab2ab1867c860b.md
@@ -48,5 +48,5 @@ The Cadogan, a Belmond Hotel in London, has partnered with Harley Street Hypnoth
 * [China's Insomniacs Turn to Sleeping Assistants](3fbb11d6e949d1e662aa6a146bb6cda0)
 * [The Honest Broker: Half of Waking Hours Are Now Devoted to Entertainment](c5c2c794f1426e6e307a9df3f9ff61f6)
 * [Cultural Therapy: Museum Prescriptions for Mental Health](3c807d80ce080c015f1fc14086b7a09e)
-* [Hotels Turn to Robots as Staffing Shortages Persist](b35030f7ffb9e082dea84058ac63f3ca)
-* [Bedtime Rituals and Sleep Quality: A Survey of American Adults](615b115fc368aacddda24fb30f9ddf44)
+* [Bedtime Rituals and Sleep Quality: A Survey of American Adults](615b115fc368aacddda24fb30f9ddf44)
+* [The Rise of Menopause Retreats](045add002e344d1657fe658e0ebe6b41)
diff --git a/docs/073fdbfef46af898d49447340cc5a06e.md b/docs/073fdbfef46af898d49447340cc5a06e.md
@@ -0,0 +1,48 @@
+# __Dwindling Diamond Demand in China as Lab-Grown Gems Gain Popularity__, from ([20240630](https://kghosh.substack.com/p/20240630).)
+
+__[External link](https://www.cnbc.com/2024/06/05/diamond-industry-in-trouble-as-lab-grown-gemstones-tank-prices-further.html?utm_source=substack&utm_medium=email)__
+
+
+
+## Summary
+
+The demand for diamonds has declined, particularly in the Chinese market, resulting in falling prices. Lab-grown diamonds, which are cheaper and more accessible, have become increasingly popular, contributing to the decline in natural diamond prices. De Beers, once a dominant player in the diamond industry, is facing challenges and restructuring its business. The industry is also facing challenges due to economic conditions, changing consumer preferences, and a lack of large-scale category marketing. However, there is hope for the industry through marketing collaborations and efforts to reignite consumer demand, particularly in China.
+
+## Keywords
+
+* diamonds
+* demand
+* China
+* prices
+* lab-grown diamonds
+* De Beers
+* Anglo American
+* market
+* industry
+* marketing
+
+## Themes
+
+* declining demand for diamonds
+* rise of lab-grown diamonds
+* challenges in the diamond industry
+
+## Signals
+
+| Signal                                  | Change                                      | 10y horizon                                                     | Driving force                                                                                         |
+|:----------------------------------------|:--------------------------------------------|:----------------------------------------------------------------|:------------------------------------------------------------------------------------------------------|
+| Declining demand for diamonds in China  | Decline in demand for diamonds              | Lab-grown diamonds and other gemstones become more popular      | Growing preference for lab-grown diamonds and other gemstones                                         |
+| Falling diamond prices                  | Decrease in diamond prices                  | Prices continue to fall                                         | Declining demand and growing popularity of lab-grown diamonds and other gemstones                     |
+| Anglo American plans to divest De Beers | Restructuring of business                   | De Beers is sold off                                            | Shareholder preference for a longer-term strategy focused on copper and green infrastructure buildout |
+| Dwindling diamond demand in China       | Decrease in Chinese demand for diamonds     | Chinese consumers choose gold and lab-grown gems over diamonds  | Falling marriage rates, preference for other jewelry options, and focus on experiences over products  |
+| Rapid growth of lab-grown diamonds      | Increasing popularity of lab-grown diamonds | Lab-grown diamonds make up a larger share of the diamond market | Lower prices and increasing consumer acceptance of lab-grown diamonds                                 |
+| Diamond industry in trouble             | Challenges in the diamond industry          | Natural diamond prices continue to decline                      | Declining demand and changing consumer preferences                                                    |
+| Marketing campaigns to reignite demand  | Efforts to increase demand for diamonds     | Industry marketing campaigns to drive diamond sales             | Collaborations between industry players and marketing initiatives to create desire for diamonds       |
+
+## Closest
+
+* [Rethinking Economic Growth: The Case for Degrowth to Address Climate Change and Ecological Breakdown](d18185596b0ee658ac31e9c3003c6d92)
+* [Navigating Economic Uncertainty: Strategies for Growth in the Construction Industry](c1f03407e92d82ff6f8e3bc04f8996c2)
+* [Navigating the Brave New World of Generative AI](ed237776f4979a2104f62c4985fbeba8)
+* [The Economic Impact of Ageing Populations](bff595b72330d833dba477e2dc2a5656)
+* [The Bio Revolution: Advances in Biology and Their Impact on Society](62a5bae52266a680c6a13bd3ef8dc48c)
diff --git a/docs/076f9b6d6122fb2ac7933c60cf1e7dbc.md b/docs/076f9b6d6122fb2ac7933c60cf1e7dbc.md
@@ -45,4 +45,4 @@ This text describes a work-in-progress hardware project called Kilsyth, which co
 * [Raspberry Pi Releases Specifications for PCIe FFC Connector and HAT+ Standard](14e3697e5abe56677abbd69799e9e64b)
 * [OpenTitan Announces First Commercial Silicon Chip with Built-in Open-Source Hardware Security](ad7895e2affd5d3a30c8cfaca7f814ec)
 * [TSMC: Ecosystem for 2nm Chip Development Is Nearing Completion](cca4ca46edfcac58a750fffde3522e7e)
-* [Fiber Optics: Illuminating the Earth's Secrets](b9ae471ec921bd6ea93c1594ad26feb6)
+* [HydraUSB3 V1: Open Source Developer Kit for High-Speed Protocols](0fbb6c3fbc914e5e65bc6e67bd425edd)
diff --git a/docs/08d574bcc0280a4ca5a4b2a48357d6b7.md b/docs/08d574bcc0280a4ca5a4b2a48357d6b7.md
@@ -78,4 +78,4 @@ The text discusses the frustration users have with Google Search due to automate
 * [Google's AI Chatbot Bard Raises Privacy Concerns](9962e2ca5ad5ea684e801c62fbed39d5)
 * [AI Chatbots Aim to Enhance Books](52ee8c1b0291daa92b97c28225a816b6)
 * [Generative AI's Monetization Dilemma](0c6842166e382f4956d21e22b38fa9c2)
-* [The Glitchy, Spammy, Scammy AI-Powered Internet](b30a4282af9e53ca673438a8223d9525)
+* [Microsoft to Launch GPT-4 with Video Features](8095d5362758bd66fc6f6c393edb3d8a)
diff --git a/docs/098f4de4b2e0da23ef41a92329c5e761.md b/docs/098f4de4b2e0da23ef41a92329c5e761.md
@@ -43,5 +43,5 @@ In 1870, Alfred Russell Wallace wagered against John Hampden, a flat-Earther, an
 * [The Great Wager: Seeking Consciousness](a22ee1f3d953a98514b92c413784feea)
 * [Striving for Greatness in Research](d63dcd0ef7dc557c2fe4c312f4cd686f)
 * [The Power and Politics of Clock Time](f6bc84297f9b9816db5bfdf37c0ef870)
-* [The Rise of Superintelligence and Singularity](5d18d0fdee756046650b4c957ac43730)
-* [Language, Consciousness, and Artificial Intelligence](be997e3b990e47741f965552e6c37b79)
+* [The Plant Souls and the Mind-Body Connection](88b8cc324a699fd42a7bfbfcaabe744a)
+* [The Rise of Superintelligence and Singularity](5d18d0fdee756046650b4c957ac43730)
diff --git a/docs/0a1e31b7c3c14eedf08021f6bd5ebdfc.md b/docs/0a1e31b7c3c14eedf08021f6bd5ebdfc.md
@@ -44,5 +44,5 @@ In order to increase our chances of encountering good luck, we can increase the
 * [Developing Curiosity and Finding Interesting Ideas](4b827b6a0c41e87019713723ad04efce)
 * [Developing a Fun Mindset: The Key to Attracting Fun](91a89306cd8e0d3a05a468796e941420)
 * [Developing a Fun Mindset: The Key to Attracting Fun](bc734fd4bd996e68c387249bbc4d33e2)
-* [Learn In Public](037aba804501ec9f75f8bb434b8a6c20)
-* [How to Choose Your Life Pursuits](7632526d8354e59e27adb52bd988d1aa)
+* [Embracing Chaos: Thriving in Uncertain Times](7456d661e6f006d09a3f10e8790588d0)
+* [Learn In Public](037aba804501ec9f75f8bb434b8a6c20)
diff --git a/docs/0d5cc4e60484c56f76248ad109ad9c04.md b/docs/0d5cc4e60484c56f76248ad109ad9c04.md
@@ -47,6 +47,6 @@ The concept that defines the year 2023 is generative AI, or gen AI. This technol
 
 * [The Setbacks and Realities of Generative AI in 2024](cab076719e173aa2eee9c4773a4559cd)
 * [The Rise of AI in the Workplace: Transforming Work and Shaping the Labor Market](cdb77fee7b2001c995ad4a078b38eb36)
+* [AI Superpowers: Unleashing Entrepreneurship in 2023](a40580730388900810b4496ff9891dc9)
 * [Challenges and Concerns in Adopting Generative AI](6a8633d1148eb442435b9f6bca735ad3)
-* [The Impact of Generative AI on Business and Society](aa811fcb765939e9ead9542accd38a5b)
-* [CEOs Remain Skeptical of Generative AI Benefits](b8909c2388e72001592ed4fc902a20c9)
+* [The Impact of Generative AI on Business and Society](aa811fcb765939e9ead9542accd38a5b)
diff --git a/docs/0dcbcf05d80ad87759f9567b2ed11263.md b/docs/0dcbcf05d80ad87759f9567b2ed11263.md
@@ -38,5 +38,5 @@ Retrotech & Lowtech is a book that showcases 64 forgotten energy patents and inn
 * [Our Technology Sickness—and How to Heal It](c1bb890337ef382bfaa5720c9fd05134)
 * [The Techno-Optimist's Fallacy: The Overestimation of Technological Progress](0e281eb043be786a51d70cb923881594)
 * [ReLiB: Recycling and Reuse of EV Lithium-ion Batteries](e1c4b0a561fdd8f60d8fdbd09d56aa60)
-* [Blindsight: A Hard Science Fiction Novel](a4764a556583ffec51fa91aa3564e777)
-* [Visualizing the Future in Different Ways](b8b0a7af9c851d7f68d775d61199fa62)
+* [Architectural Challenge of the Present: Adaptive Reuse](cf7cc3361b8139c51e3e97835a2da4e4)
+* [The Importance of Science Fiction](8ebb431ce8d949d5a1ecb52bbd42a69f)
diff --git a/docs/0ebb89e118bf02cadd16c16bc3f06f63.md b/docs/0ebb89e118bf02cadd16c16bc3f06f63.md
@@ -42,5 +42,5 @@ Workers are prioritizing flexibility in their jobs and are willing to walk away
 * [The Generational Divide in Remote Work Preferences](5a10c88b2c7660dac07161b1f5089e57)
 * [Productivity Paranoia and the Shift to Hybrid Work: Microsoft Work Trend Report](c44ce31cbe9d5b538bab463761a1fe8c)
 * [Maximize Productivity and Well-being at Work](0733c5aa5992ec7d32926a04cb7e80a4)
-* ["Quiet Vacationing" Trend Among Millennials: Taking Time Off Without Informing Employers](9b4139c7ac3fbfd0bb723aed498efe20)
-* [Quiet Quitting Crisis: Decline in U.S. Workforce Engagement](1e45d2fc84595f57564761a068038652)
+* [The Decline of Starbucks as a Third Place](bc30310a2035fed3836262f834b92b9b)
+* ["Quiet Vacationing" Trend Among Millennials: Taking Time Off Without Informing Employers](9b4139c7ac3fbfd0bb723aed498efe20)
diff --git a/docs/14935a7eab6d6c1d8a5ce2f25d3b54bb.md b/docs/14935a7eab6d6c1d8a5ce2f25d3b54bb.md
@@ -42,6 +42,6 @@ The text discusses the importance of identifying, growing, and recruiting talent
 
 * [The War for Talent: The Battle for Success and Survival in the Global Economy](34196ff9f6a0d4a9b32a79610ae2a976)
 * [The Urgent Need for Workplace Transformation](4c886ce0e70f066b9f2199abe1d7bd1c)
-* [The Urgency of Reinvention: Global Workforce Survey Reveals Companies' Struggle to Adapt](b865313fdf172979b9c852573395fab1)
 * [Future-proofing Ourselves: Building Essential Skills for the Future](d7ef2be80aa075fa18028d91bf7c1aaa)
+* [The Urgency of Reinvention: Global Workforce Survey Reveals Companies' Struggle to Adapt](b865313fdf172979b9c852573395fab1)
 * [Career Lessons for Success and Growth](a06d27f1dd5a2328ba6aa8854abc5318)
diff --git a/docs/150d9e636fc3b6404f150b8f049f626b.md b/docs/150d9e636fc3b6404f150b8f049f626b.md
@@ -34,6 +34,6 @@ import nltk from nltk.corpus import stopwords from nltk.tokenize import word_tok
 
 * [Language Disparity in Tokenization Process](d665bd80eab0306d0688daeded670533)
 * [The Threat of Misinformation: Society's Battle](9787333cafcd0252d71a9bff845ad093)
-* [Using NLP to Build a Competitive Moat](feeb207dfea30efb1d5bf73503fd22a4)
 * [The Impact of AI on Art](cc1340400b9dfbf32bfc3d546cf0b7b3)
+* [Autonomous Dual-Chatbot System for Research Paper Digesting](3f2d71fd29e59b34cde2af2dd3222940)
 * [Backdooring a summarizerbot to shape opinion](4d1abdf7e702b559c6ccff847ce4d8d0)
diff --git a/docs/17ba5a58a46a82b87b07d34fc928493e.md b/docs/17ba5a58a46a82b87b07d34fc928493e.md
@@ -45,7 +45,7 @@ A forensic accountant at Sam Bankman-Fried’s trial is investigating the wherea
 ## Closest
 
 * [Finance worker conned into paying $25 million in deepfake scam](d58f865ef4ddbe1ee773770b8910a10b)
-* [The Triumph of the Bean Counters](74640ec9669a4ca9964b6a3aca93f336)
 * [British Design Company Targeted in Deepfake Scam](cd5c0b00f56de7704304a9dad3b437a7)
 * [Crypto Market Sell-Off Intensifies as Bitcoin and Ether Plummet](3df21712dc64230ab6f16aea00683d3f)
-* [North Korean Regime Funds Itself Through Cyber-Attacks](53bd93132837d364cdf6eb18576aa8bb)
+* [North Korean Regime Funds Itself Through Cyber-Attacks](53bd93132837d364cdf6eb18576aa8bb)
+* [Litigation Funding: The Unregulated and Expanding Industry](4e8e2c73e225932e90e085ff0a36da60)
diff --git a/docs/17e9c012b464f1087cfd8fc6f9425ed5.md b/docs/17e9c012b464f1087cfd8fc6f9425ed5.md
@@ -45,4 +45,4 @@ In the past decade, astrology and spirituality have experienced a resurgence, wi
 * [The Impact of AI on Society](87709d0e31dee725ec1f54b7f4facbc4)
 * [The Future of AI: Signs and Portents](3aaa975f44b2a607ef191978083cf2b8)
 * [The Growing Role of Personal AI Assistants](f6a4f1f9e66f99bd101dee7d6a800855)
-* [The Age of AI: Opportunities and Responsibilities](2449c2fc4b8afc7e268db4987fa821e5)
+* [The Age of AI: Opportunities and Responsibilities](8acafe1fbe51c2de3cd689956b25b39f)
diff --git a/docs/1826c995bdbb2434a435d1bfaa689553.md b/docs/1826c995bdbb2434a435d1bfaa689553.md
@@ -44,4 +44,4 @@ EcoLogits is a tool that tracks the energy consumption and environmental impacts
 * [Challenges and Concerns in AI Deployment](382e9ebc1e518ee49e541da1e6b5f8af)
 * [The Emerging AI-Curated Knowledge Ecosystem](a9266018b458295480a07167310458a9)
 * [The Glitchy, Spammy, Scammy AI-Powered Internet](b30a4282af9e53ca673438a8223d9525)
-* [The Impact of AI on Lobbying and Microlegislation](c47825b39c3c52d3b664efa5201aca44)
+* [The Emergence of GPT-4 Class Models: Similarities, Differences, and Future Directions](9aebbe43e0bb54a691d261c20e7aa969)
diff --git a/docs/19b33a2f2bd407e37ddde7951fd18ee8.md b/docs/19b33a2f2bd407e37ddde7951fd18ee8.md
@@ -0,0 +1,51 @@
+# __The Law of Displacement Speed & Leveraging Artifacts of Humanity__, from ([20240630](https://kghosh.substack.com/p/20240630).)
+
+__[External link](https://www.implications.com/p/the-law-of-displacement-speed-and?utm_source=substack&utm_medium=email)__
+
+
+
+## Summary
+
+This text discusses the Law of Displacement Speed and Leveraging Artifacts of Humanity in the context of startup culture and technology advancements. It explores the rapid displacement of startups and the implications of this phenomenon. The author compares the current AI frenzy to previous platform shifts and highlights the effects of displacement on commoditization and platform-level innovation. The text also touches upon the importance of customer empathy, the future of natural language AI, and the role of authenticity and human touch in creative work. Overall, it emphasizes the significance of staying ahead in a rapidly changing technological landscape.
+
+## Keywords
+
+* Law of Displacement Speed
+* Leveraging Artifacts of Humanity
+* startups
+* technology
+* AI
+* platform shifts
+* commoditization
+* platform-level displacement
+* models
+* interface
+
+## Themes
+
+* Technology
+* Artificial Intelligence
+* Authenticity
+
+## Signals
+
+| Signal                                                   | Change                                      | 10y horizon                                                            | Driving force                          |
+|:---------------------------------------------------------|:--------------------------------------------|:-----------------------------------------------------------------------|:---------------------------------------|
+| The Law of Displacement Speed                            | Shift from rapid startup displacement to AI | Commoditization or platform-level innovation in the AI industry        | Rapid innovation and displacement      |
+| Leveraging artifacts of humanity                         | Increased focus on authenticity in media    | Media will showcase human provenance and demonstrate the "human touch" | Desire for trust and uniqueness        |
+| Increase in adoption of Content Credentials              | Shift towards verifying content             | Content will display provenance information for trust and transparency | Need for trusted and authentic content |
+| Interface > Data > Model                                 | Focus on interface and data in AI           | Distinction in the market will be based on interface and data          | Refactoring of workflows and data      |
+| World-class natural language AI becomes free             | Transition to free AI models                | Major consumer platform OSes and primary enterprise platforms will win | Market commoditization and dominance   |
+| Flexibility in managing AI                               | Shift towards managing AI                   | We will become managers to manage AI                                   | AI automation of tasks                 |
+| Meeting people out of your zone                          | Expanding imagination and network           | Building connections outside of traditional networks                   | Diversifying perspectives              |
+| Importance of customer empathy                           | Transformation of consumer workflows        | Companies will innovate workflows through deep empathy                 | Understanding of customer problems     |
+| Significance of "artifacts of humanity" in creative work | Adding meaning and scarcity to media        | Creative work will showcase human inputs and gain viewer appreciation  | Expression of human craft              |
+| Increase in desire for trust and verification tools      | Growing recognition of misinformation       | People see the need for tools to verify online content                 | Impact of misinformation on trust      |
+
+## Closest
+
+* [The Power of Talent and Technology](338c551fe29e9fb73aa8d412dc77788e)
+* [10 Ideas Shaping the Business Landscape in 2023](0d5cc4e60484c56f76248ad109ad9c04)
+* [The Threat of Authoritarian Intelligence](0ba4fa557cd2aae4760bd7a2abca844e)
+* [The Four Shifts: An Overview](0506cba04945d4f8cf25bf2399d36a46)
+* [Embracing the AI Age: Thriving Amidst Change](23a3410059759ba4214235628d4ebd4b)