An assortment of links I’ve found cool at a surface level, I’m storing them here to read later:
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https://jack-vanlightly.com/blog/2025/6/11/coordinated-progress-part-1
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https://www.wenger-trayner.com/introduction-to-communities-of-practice/
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https://archive.org/details/logicdatabases0000symp/page/n5/mode/2up
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https://untested.sonnet.io/notes/an-everything-canvas/ https://github.com/eejai42/conceptual-model-completeness-conjecture-toe-meta-model
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- I intend to reach out to this person after I move, I like their writing a lot :)
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https://web.archive.org/web/20211208055926/https://xeny.net/Muddle%20Your%20Way%20To%20Success
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https://web.archive.org/web/20101212030638/http://anonyblog.com/archives/2004_07.html
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https://maggieappleton.com/gathering-structures#start-small-and-simple
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https://notes.andymatuschak.org/zCMhncA1iSE74MKKYQS5PBZ?stackedNotes=Maggie_Appleton
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https://www.partykit.io/ & https://blog.partykit.io/posts/ai-interactions-with-tldraw
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https://www.matthewsiu.com/pathfinder
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this allows you to find a “path” between two words
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[] todo: document my idea related to this for osintbuddy
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[] todo: add edge expand hover effect to osintbuddy
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- [] todo: see if I can take any ideas here for OSIB (osintbuddy)
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https://dynamicland.org/archive/2013/Directions_for_lab_and_work
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https://www.tandfonline.com/doi/full/10.1080/29974100.2025.2517191
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https://news.ki.se/new-research-confirms-that-neurons-form-in-the-adult-brain
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https://blog.redplanetlabs.com/2025/06/17/make-worse-software-slower/
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https://www.scientificamerican.com/article/cells-can-hear-sounds-and-respond-genetically/
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https://promptcoding.substack.com/p/theft-problem-in-open-source-code
- leave a reply or subscribe so I can invite you to a transparent and fair platform that I am launching in the coming months!
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https://maalvika.substack.com/p/being-too-ambitious-is-a-clever-form
- There is a moment, just before creation begins, when the work exists in its most perfect form in your imagination. It lives in a crystalline space between intention and execution, where every word is precisely chosen, every brushstroke deliberate, every note inevitable, but only in your mind. In this prelapsarian state, the work is flawless because it is nothing: a ghost of pure potential that haunts the creator with its impossible beauty.
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https://www.baldurbjarnason.com/2025/trusting-your-own-judgement-on-ai/
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https://www.nature.com/articles/s41598-025-97370-z
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This study shows that exposure to light that preferentially targets circadian photoreception reduces loss aversion, which may encourage gambling behaviour.
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https://users.rust-lang.org/t/writing-a-plugin-system-in-rust/119980
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https://www.canariproject.com/en/latest/canari.quickstart.html
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https://blog.elest.io/browserless-free-open-source-website-scraping-automation-tool/
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instant browser startup web scraping snapshots site:github.com
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https://gist.github.com/paulproteus/356a6c008ec956ca29742e1b95997a61
- This document explains some risks of server-side image processing and explains a technique to make that much safer. I recommend using this technique.
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https://gist.github.com/corporatepiyush/c30bfc78252da689a692c4db2035e3f0
- This script creates a true binary-compatible proxy that preserves all the binary interfaces of the original executable while adding nsjail sandboxing. This approach is more sophisticated than a simple wrapper, as it maintains full binary compatibility.
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https://gist.github.com/cedrickchee/f729e848b52eab8fbc88a3910072198c
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https://gist.github.com/jussker/e825980ed46af2b99318e19ef01083be
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https://lcamtuf.substack.com/p/monkeys-typewriters-and-busy-beavers
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https://addxorrol.blogspot.com/2025/07/a-non-anthropomorphized-view-of-llms.html
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https://undark.org/2024/09/11/the-rise-of-the-science-sleuths/
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https://contraptions.venkateshrao.com/p/be-history-or-do-history
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https://www.sciencedaily.com/releases/2025/06/250610074301.htm
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https://spanner.fyi/ (Spanner is a distributed database Google initiated a while ago to build a highly available and highly consistent database for its own workloads)
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todo, check out this product eventually: https://sumble.com/orgs
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WOAH, this is a brilliant idea: https://news.ycombinator.com/item?id=44498133
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another cool-looking product I want to check out: https://www.secoda.co/blog/visualize-data-relationships-erds-secoda
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https://josephthacker.com/ai/2025/07/07/the-real-future-of-tech.html
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https://papersplease.org/wp/2025/07/08/the-dangers-of-identity-databases/
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https://rmarcus.info/blog/2023/07/25/papers.html
- Most influential database papers
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https://kruzenshtern.org/writings/2021-05-21-run-python-in-a-sandbox-with-nsjail
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https://www.gladia.io/blog/best-open-source-speech-to-text-models
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https://devdoc.net/web/developer.mozilla.org/en-US/docs/Mozilla/Add-ons/WebExtensions/Developing_WebExtensions_for_Firefox_for_Android.html - https://extensionworkshop.com/documentation/develop/developing-extensions-for-firefox-for-android/
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- Infinity is not a big number
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https://www.phoronix.com/news/Chromium-Skia-Graphite - Google Developing Skia “Graphite” For Faster Chrome: Multi-Threaded + Modern Graphics APIs
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https://www.lexology.com/library/detail.aspx?g=bbef1939-2af0-465a-8b8f-c1ff3ebe9118
- The new EU Product Liability Directive: Implications for software, digital products, and cybersecurity
- The PLD explicitly includes software, AI, and digital services within the definition of “products” subject to strict liability.
- Non-compliance with cybersecurity requirements or failure to provide security updates can constitute a product defect.
- Companies cannot contractually exclude or limit their liability for software or cybersecurity defects.
- Increased litigation risk is expected because of expanded liability and collective redress mechanisms.
- The new EU Product Liability Directive: Implications for software, digital products, and cybersecurity
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https://asteroid.ai/blog/graph-powered-browser-agents
- I should something like this for OSINTBuddy…
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break complex tasks into simple, connected steps.
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Each graph node handles a small, focused job—like “click search” or “fill out step 4 of the form”
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https://www.wildbarethoughts.com/p/taste-is-the-new-intelligence
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Taste is often dismissed as something shallow or subjective. But at its core, it’s a form of literacy—a way of reading the world. Good taste isn’t about being right. It’s about being attuned. To rhythm, to proportion, to vibe. It’s knowing when something is off, even if you can’t fully articulate why.
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The people with taste aren’t always the loudest. They’re the ones whose work has resonance. Whose rooms feel calm. Whose recommendations always land. They have an internal tuning fork that rejects the cheap dopamine of novelty for something more enduring.
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This isn’t just about design. It’s about thought. Taste is what allows you to skim past the performative noise, the fake depth, the viral bait, and know—instinctively—what’s worth your time.
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https://www.grayolson.me/blog/posts/misunderstood-memory-ordering/
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- Switchable multiple product UI, should add something like this to OSINTBuddy
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https://www.noemamag.com/why-science-hasnt-solved-consciousness-yet/
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https://www.templeton.org/grant/information-architectures-that-enable-life-the-emergence-of-meaning
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https://your-commonbase.beehiiv.com/p/we-traded-fun-for-practicality
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https://waysofdoing.rpp.works/notes/types-of-problem-start-small-do-it-for-real
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https://academic.oup.com/nc/article/2024/1/niae039/7920510?login=false
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https://memgraph.com/blog/five-recommendation-algorithms-no-recommendation-engine-is-whole-without
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https://jmlr.csail.mit.edu/papers/volume13/lee12b/lee12b.pdf
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https://dl.acm.org/doi/10.1145/3746174 - When Is WebAssembly Going to Get DOM Support?: Or, how I learned to stop worrying and love glue code
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https://www.softwareheritage.org/2025/07/07/code-exhibit-unesco-cfp/
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https://github.com/0x676e67/rnet
- TODO: Add to OSIB
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https://charity.wtf/2025/07/09/thoughts-on-motivation-and-my-40-year-career/
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https://www.henrypray.com/writings/the-only-saas-feature-you-should-be-building
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https://www.raptitude.com/2025/04/doing-more-is-often-easier/
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https://elevanth.org/blog/2025/07/09/which-kind-of-science-reform/
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https://nicholasdecker.substack.com/p/can-we-believe-anything-about-markups
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https://kevinlu.ai/the-only-important-technology-is-the-internet
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https://link.springer.com/article/10.1007/s12200-025-00154-6
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https://manualdousuario.net/en/revisiting-my-digital-security-model/
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https://www.recall.ai/blog/postgres-listen-notify-does-not-scale
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https://www.oreilly.com/openbook/opensources/book/raymond2.html
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https://www.gap-map.org/capabilities/automated-scientific-fraud-detection/
- Develop AI and multimodal LLM systems to automatically detect fraudulent research, flag suspicious publications, and improve overall scientific integrity. Especially as rapid advancements in AI models make it feasible to generate inaccurate scientific content at scale to disrupt.
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https://surfingcomplexity.blog/2025/06/01/pattern-machines-that-we-dont-understand/
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https://jfmengels.net/essential-and-accidental-configuration/
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https://medium.com/@plonska.ola_24342/no-code-tools-for-data-science-in-2025-607d41a3f610 - I want to make parts of making OSIB plugins no-code/low-code, maybe there’s some ideas I can take from here…
- Integrated AI Assistance — smart guidance. Modern tools need built-in AI agents that can explain results, generate workflows, and even teach concepts in real time.
- Full Data Science Workflow Support — from loading and cleaning data to modeling, evaluation, and reporting. No-code tools must cover the entire lifecycle, not just charts or dashboards.
- Model Transparency & Explainability — especially important in regulated industries or critical applications. Users need visual explanations, feature importance, and interpretable outputs — even without code.
- Offline & Secure Execution — privacy matters. Tools should allow local work with sensitive data, without requiring constant cloud access.
- Smooth Transition to Code — the best tools are no-code by default, but not code-locked. They should allow exporting workflows, reviewing code, or switching to script mode when needed.
- Collaboration & Reproducibility — In 2025, teams work together asynchronously. Tools must support shared workflows, versioning, and notebook-style exports. Support for AI & AutoML — manual feature engineering is out; smart automation is in. Users expect tools to suggest models, tune hyperparameters, and optimize pipelines, with just a few clicks. MLJAR Studio
Advantages: Built-in AI Agent (3 modes) — Code Assistant, Data Analyst, and Teacher — supports code generation, data insights, and interactive learning. Fully offline — ideal for working with sensitive data in enterprise and regulated environments. Code export — every step can be saved as clean Python code that is compatible with Jupyter Notebooks. AutoML included — MLJAR-supervised provides fast model training, a leaderboard, model interpretation, and detailed reports. Simple desktop installation — no manual setup of packages or environments. Ready to use code recipes — called Piece of code, sorted by categories. Works with all data types. Complete transparency — you always see what’s happening under the hood. Limitations: There are no built-in cloud collaboration features (but you can share the notebook as a web app or dashboard with Mercury). Desktop-only — not accessible from a browser.
KNIME
- Visual workflow builder — powerful drag-and-drop interface for building complex data pipelines.
- Extensive library of nodes — covers data prep, ML, NLP, database access, Python, R, Spark.
- Offline mode — works entirely on local machines.
- Strong integrations — supports external tools, scripting, and enterprise connectors. Limitations:
- Can be overwhelming for beginners — lots of configuration steps.
- Limited support for modern ML frameworks like transformers or LLMs.
- High memory usage on large workflows.Basic AI assistance is available via LLM extension (as of KNIME 5.2), but is limited in capabilities compared to native, notebook-integrated agents.
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this is really interesting, I want to take some notes on bioelectricy: https://archive.ph/WXcSE
- https://www.liebertpub.com/doi/10.1089/bioe.2022.0012
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What does seem to be key is that replication of life requires a structure that can, when ready, dissipate energy, but to grow and repair it also requires a polymer containing the instructions to build new bits, which perhaps suggests a key component of the definition life is that it can rebuild damaged components, enabling it to maintain dissipation over extended periods of time and robustness to adapt to variations in the environment.
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https://forum.cloudron.io/topic/6079/photon-site-crawler-osint-tool
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https://chromewebstore.google.com/detail/automa/infppggnoaenmfagbfknfkancpbljcca
- TODO: OSIB extension
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https://www.uninformativ.de/blog/postings/2025-07-13/0/POSTING-en.html
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https://forums.insertcredit.com/t/what-was-cyberpunk-in-memoriam-1980-2020/1721
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- TODO: make a feed for osintbuddy like this, this is a very cool project
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https://stratechery.com/2025/tech-philosophy-and-ai-opportunity/
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https://www.sabrina.dev/p/ultimate-ai-coding-guide-claude-code
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https://ozeanmedia.com/political-research/adventures-in-vibe-coding-with-ai-from-a-non-coder/
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https://blog.thelifeofkenneth.com/2017/11/creating-autonomous-system-for-fun-and.html
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https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html
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https://rogermartin.medium.com/going-on-the-offensive-with-creative-strategy-3310d9c1c2d6
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https://learnerncoffee.wordpress.com/2025/07/08/you-cannot-make-everyone-happy/
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https://writings.stephenwolfram.com/2012/03/the-personal-analytics-of-my-life/
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https://engineeringideas.substack.com/p/trace-llm-workflows-at-your-apps
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https://michaelbastos.com/blog/why-the-debt-vs-asset-metaphor-holds
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https://www.anvilsecure.com/blog/scanning-for-post-quantum-cryptographic-support.html
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https://jacobin.com/2025/07/knowledge-workers-ai-globalization-deindustrialization/
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https://netwars.pelicancrossing.net/2025/07/04/second-sight/
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https://www.notesfromthecircus.com/p/the-magical-thinking-thats-killing
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https://www.uni-muenster.de/news/view.php?cmdid=14852&lang=en
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https://spectrum.ieee.org/quantinuum-fault-tolerant-quantum-computing
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https://holtze.me/2025/07/12/the-future-is-local-why-llms-should-run-on-your-own-machine/
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https://waqaswrites.substack.com/p/demystifying-platform-product-management
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https://www.theregister.com/2025/07/12/the_price_of_software_freedom/
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https://worksonmymachine.substack.com/p/the-great-flood-of-adequate-software
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https://phys.org/news/2025-07-multisynapse-optical-network-outperforms-digital.html
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https://medicalxpress.com/news/2025-07-mathematical-reveals-humans-narrative-memories.html
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https://www.hillelwayne.com/post/influential-dead-languages/
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https://www.startingfromnix.com/p/uncertainty-is-an-evocative-state
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https://www.businessinsider.com/gen-z-divide-how-graduation-year-impacts-hiring-outcomes-2025-7
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https://qspace.fqxi.org/competitions/introduction#banner_menu_wrapper
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https://unenumerated.blogspot.com/2012/07/pascals-scams.html
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https://lemire.me/blog/2025/07/12/why-measuring-productivity-is-hard/
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https://hbr.org/2025/07/why-understanding-ai-doesnt-necessarily-lead-people-to-embrace-it
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https://medium.com/@sharvanath/software-3-0-vs-2-0-vs-1-0-5b1ab7670c9e
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https://users.cs.utah.edu/~elb/folklore/mel-annotated/mel-annotated.html
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https://www.argmin.net/p/are-developers-finally-out-of-a-job
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https://medium.com/@adityb/gitwhisper-hackathon-build-5c5e448ddc16
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https://www.metalabel.com/studio/release-strategies/how-culture-is-made
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https://insurance-canada.ca/2023/06/29/skopenow-link-analysis-osint-investigations/
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https://link.springer.com/article/10.1007/s11280-024-01297-w
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https://ela.kpi.ua/items/c198a709-8bf9-4076-a070-ad77d4356b91
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https://link.springer.com/chapter/10.1007/978-981-96-4506-0_22
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https://www.tandfonline.com/doi/full/10.1080/09540091.2025.2518991
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https://lambdaisland.com/blog/2025-07-03-on-cognitive-alignment
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https://scienceblog.com/bee-flight-movements-hold-key-to-smarter-ai-systems/
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https://gardnermcintyre.com/post/the-goal-is-to-think-as-little-as-possible
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https://jessesingal.substack.com/p/a-chatbot-coined-a-phrase-i-really
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https://blog.codingconfessions.com/p/one-law-to-rule-all-code-optimizations
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https://isonomiaquarterly.com/archive/volume-3-issue-2/five-years-after/
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https://theprogrammersparadox.blogspot.com/2025/07/assumptions.html
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https://deepcausality.com/blog/towards-undamental-causality/
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https://direct.mit.edu/qss/article/5/4/991/123928/Challenges-in-building-scholarly-knowledge-graphs
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https://www.sciencedirect.com/science/article/pii/S0167923620300580
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https://link.springer.com/article/10.1007/s10115-025-02414-5
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https://link.springer.com/chapter/10.1007/978-3-031-94578-6_8
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https://www.theinvestigator.blog/blog/osint-browser-extensions
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https://graphaware.com/resources/automating-osint-data-collection-into-knowledge-graph-using-llms/
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https://github.com/osintambition/Awesome-Browser-Extensions-for-OSINT
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https://www.sciencedirect.com/science/article/abs/pii/S0950705124010190
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https://link.springer.com/article/10.1007/s11227-021-04224-2
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https://antmicro.com/blog/2024/03/introducing-jswasi-a-wasm-runtime-for-browsers/
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https://digitalseams.com/blog/what-birdsong-and-backends-can-teach-us-about-magic
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https://log.schemescape.com/posts/misc/my-hobby-is-bikeshedding.html
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https://tratt.net/laurie/blog/2025/the_llm_for_software_yoyo.html
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https://www.simpleanalytics.com/blog/google-is-tracking-you-even-when-you-use-duck-duck-go
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https://issues.org/network-innovation-wellcome-leap-dugan-gabriel/
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https://blog.logrocket.com/comparing-best-react-timeline-libraries/#react-timeline-libraries
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https://jyn.dev/you-are-in-a-box/
- TODO: WAIT FOR HIS NEXT POST, IM HOOKED!
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https://www.stranger.systems/posts/by-slug/row-polymorphic-programming.html
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https://blog.logrocket.com/build-polymorphic-components-rust/
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https://plainvanillaweb.com/blog/articles/2025-07-13-history-architecture/
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https://www.smashingmagazine.com/2025/07/design-patterns-ai-interfaces/
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https://3quarksdaily.com/3quarksdaily/2025/07/a-quantum-correspondence.html
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https://pluralistic.net/2025/07/14/pole-star/#gnus-not-utilitarian
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https://www.quantamagazine.org/rna-is-the-cells-emergency-alert-system-20250714/
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https://best.openssf.org/CRA-Brief-Guide-for-OSS-Developers.html
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https://www.cbsnews.com/news/cracking-the-code-using-genetic-genealogy-to-unmask-serial-criminals/ https://www.nature.com/articles/d41586-025-02233-2
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https://www.raptitude.com/2025/05/the-truth-is-a-niche-interest-for-human-beings/
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https://bencornia.com/blog/maximizing-leverage-in-software-systems
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https://daniel.haxx.se/blog/2025/07/14/death-by-a-thousand-slops/
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https://www.theregister.com/2025/07/14/software_rot_opinion/
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https://www.digitaldigging.org/p/how-ai-bots-quietly-dismantle-paywalls
- Ill be really mad if archive sites get taken down >:(
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https://the-nerve-blog.ghost.io/to-be-a-better-programmer-write-little-proofs-in-your-head/
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https://www.evalapply.org/posts/poor-mans-time-oriented-data-system/index.html
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https://blog.fjrevoredo.com/are-personas-even-doing-something-when-prompting/
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https://tablbrowser.com/ - multiplayer browser?!
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https://www.gojiberries.io/advertising-without-signal-whe-amazon-ads-confuse-more-than-they-clarify/
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https://www.davidtinapple.com/illich/1983_silence_commons.html
- “The Computer-Managed Society,” sounds an alarm. Clearly you foresee that machines which ape people are tending to encroach on every aspect of people’s lives, and that such machines force people to behave like machines. The new electronic devices do indeed have the power to force people to “communicate” with them and with each other on the terms of the machine. Whatever structurally does not fit the logic of machines is effectively filtered from a culture dominated by their use.
- The machine-like behaviour of people chained to electronics constitutes a degradation of their well-being and of their dignity which, for most people in the long run, becomes intolerable. Observations of the sickening effect of programmed environments show that people in them become indolent, impotent, narcissistic and apolitical. The political process breaks down, because people cease to be able to govern themselves; they demand to be managed.
- I congratulate Asahi Shimbun on its efforts to foster a new democratic consensus in Japan, by which your more than seven million readers become aware of the need to limit the encroachment of machines on the style of their own behaviour. It is important that precisely Japan initiate such action. Japan is looked upon as the capital of electronics; it would be marvellous if it became for the entire world the model of a new politics of self-limitation in the field of communication, which, in my opinion, is henceforth necessary if a people wants to remain self-governing.
- Electronic management as a political issue can be approached in several ways. I propose, at the beginning of this public consultation, to approach the issue as one of political ecology. Ecology, during the last ten years, has acquired a new meaning. It is still the name for a branch of professional biology, but the term now increasingly serves as the label under which a broad, politically organized general public analyzes and influences technical decisions. I want to focus on the new electronic management devices as a technical change of the human environment which, to be benign, must remain under political (and not exclusively expert) control. I have chosen this focus for my introduction, because I thus continue my conversation with those three Japanese colleagues to whom I owe what I know about your country - Professors Yoshikazu Sakamoto, Joshiro Tamanoi and Jun Ui.
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https://thefrailestthing.com/2011/08/25/kranzbergs-six-laws-of-technology-a-metaphor-and-a-story/
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https://www.washingtonpost.com/world/2025/07/17/russia-internet-censorship/
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https://it-notes.dragas.net/2025/07/18/make-your-own-backup-system-part-1-strategy-before-scripts/
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https://worksonmymachine.substack.com/p/nobody-knows-how-to-build-with-ai
- The Architecture Overview isn’t really architecture. It’s “what would I want to know if I had amnesia?”
- The Technical Considerations aren’t really instructions. They’re “what would frustrate me if we had to repeat it?”
- The Workflow Process isn’t really process. It’s “what patterns emerged that I don’t want to lose?”
- The Story Breakdown isn’t really planning. It’s “how do I make progress when everything resets?”
- Maybe that’s all any documentation is. Messages to future confused versions of ourselves.
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https://distantprovince.by/posts/its-rude-to-show-ai-output-to-people/
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https://josephg.com/blog/in-the-long-run-gpl-code-becomes-irrelevant/
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https://www.wheresyoured.at/the-remarkable-incompetence-at-the-heart-of-tech/
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https://mikeschinkel.com/2007/will-microsoft-meet-occupational-programmers-needs/
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https://thinkingafterivanillich.net/community/open-discussion/history-of-scarcity/
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https://collectiveactionintech.substack.com/p/the-case-for-sabotage
- At a time when the AI tools we develop and use are being built on the labor of exploited ghost workers in the Global South, when Google, Microsoft, and Amazon’s contracts with the IDF to provide cloud computing for automated missile- targeting in the genocide of Palestinians in Gaza, when the Department of Homeland Security is scraping social media to abduct students off of the street and detain scientists at the border, our position as workers who build these and similar tools becomes highlighted not by flashlights but floodlights.
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https://workerorganizing.org/who-holds-the-power-in-your-workplace-8924/
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https://every.to/working-overtime/i-tried-ai-coding-tools-now-i-want-to-learn-to-code
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Twelve essays. Nineteen authors. One overarching goal: Present an array of possible futures that the AI revolution might produce.
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https://hazelweakly.me/blog/stop-building-ai-tools-backwards/
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https://www.persuasion.community/p/its-time-to-take-on-the-male-malaise
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https://www.youtube.com/watch?v=3WpuN7IxwcA&list=RDYyHLl-EnOIU&index=26
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https://chromewebstore.google.com/detail/retrace-extension/amplkfldacppobiogcnjipegoekcmimc
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https://www.cs.utexas.edu/~eunsol/courses/data/bitter_lesson.pdf
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https://chromewebstore.google.com/detail/axiom-browser-automation/cpgamigjcbffkaiciiepndmonbfdimbb
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https://medium.com/rustaceans/a-plugin-system-for-rust-but-not-only-using-webassembly-26bb3d327c10
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https://tech.utugit.fi/soft/tools/lectures/dtek0097/2022-en/declarative/index.html
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https://pyquesthub.com/creating-a-dynamic-plugin-system-in-python
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https://www.reddit.com/r/rust/comments/6v29z0/plugin_system_with_api/
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https://engineering.fb.com/2013/06/25/core-infra/tao-the-power-of-the-graph/
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https://garymarcus.substack.com/p/how-o3-and-grok-4-accidentally-vindicated
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https://www.amirsharif.com/protecting-my-attention-at-the-dopamine-carnival
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https://www.sciencedirect.com/science/article/abs/pii/S0893608023003398
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https://dev.to/devleader/plugin-architecture-in-blazor-a-how-to-guide-4b4c
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https://www.literally.dev/resources/marketing-to-developers-done-right
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https://koshka.love/babel/alternatives-to-big-technology.html
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https://beta.addons.florisboard.org/projects/krystal-void-24
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https://duckduckgo.com/?q=feedback+loops+AND+web+crawling&t=fpas&ia=web
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https://learn-anything.xyz/ - this is cool, collaborative learning environment, reminds me of https://en.wikipedia.org/wiki/Deschooling_Society
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https://duckduckgo.com/?t=fpas&q=life+as+a+sustained+chemical+reaction&ia=web
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https://aeon.co/essays/how-jazz-and-dolphins-can-help-explain-consciousness
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https://www.asad.pw/charging-ahead-vs-moving-on-from-a-project/
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https://duckduckgo.com/?q=vox+mirrors+ai+avatarsfor+legacyand+memory&t=fpas&ia=web
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https://duckduckgo.com/?t=fpas&q=flowstate+ai+real+time+focus+optimizatjon&ia=web
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https://duckduckgo.com/?t=fpas&q=gigchain+decntralized+workforce&ia=web
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https://spectrum.ieee.org/ar-in-a-contact-lens-its-the-real-deal
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https://medium.com/schemadesignstudio/shaping-the-future-of-ai-interfaces-f23882100aef
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https://uxdesign.cc/ai-ux-design-for-intelligent-interfaces-bc966e96107d
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https://verved.ai/blog/design-experts-critique-ai-interfaces
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https://greydynamics.com/an-introduction-to-fifth-generation-warfare/
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https://radicle.xyz/2025/07/23/using-radicle-ci-for-development
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https://github.com/xsyncio/sierra-dev/blob/main/sierra/invoker.py
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https://stackoverflow.com/questions/58609056/dynamic-class-level-type-hints-in-python
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https://www.askvg.com/tip-how-to-copy-export-urls-of-all-opened-tabs-in-firefox/
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https://drossbucket.com/2021/06/30/hacker-news-folk-wisdom-on-visual-programming/
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https://www.crunchydata.com/blog/generating-json-directly-from-postgres
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https://speculativeedu.eu/approaches-methods-and-tools-for-speculative-design/
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https://github.com/speculativeedu/The-SpeculativeEdu-Online-Repository
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ACAF3C260
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https://www.oldmapsonline.org/en/history/regions#position=2.7559/54.36/-101.08
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https://www.geoffreylitt.com/2025/07/27/enough-ai-copilots-we-need-ai-huds