这里有一个关键的非共识观点：Anthropic刻意保持API和界面行为的不一致性。虽然表面上API提供了更多控制权，但这种分裂意味着API用户可能会错过重要的行为改进和安全更新，这实际上创造了两个不同的'Claude'生态系统。

这个看似常规的提示实际上揭示了Web生态系统的碎片化问题。平台需要明确列出支持的浏览器，暗示了不同浏览器实现标准的差异，以及开发者需要为不同环境适配的额外负担。这种碎片化是Web开发持续面临的挑战。

这个观察揭示了Skills模式的一个致命弱点：环境局限性。作者指出了一个令人惊讶的事实：许多流行的AI平台实际上无法运行CLI工具，这使得依赖CLI的Skills在这些环境中完全失效。这不仅是技术限制，更是生态系统的重大分裂。

这一观察揭示了AI安全工具的碎片化问题，不同AI平台发现的漏洞各不相同，导致难以确定真正的安全状态。这种不确定性不仅增加了防御难度，还可能引发安全评估的混乱，需要建立新的行业标准来应对AI时代的安全挑战。

DeepSeek 同时在中国、俄罗斯、美国获得显著用户，在技术分化的世界中极为罕见。它不仅是产品，更是地缘政治缝隙中的独特存在——既规避西方制裁，又突破中国的封闭性。这种「跨界」属性是护城河也是风险源：当三个监管体系冲突时，它能否维持这种微妙平衡？

for - definition - The Great Fragmentation - An AI future in which nation states compete with each other for AI resources and create AI silos. - This is already happening.

Der kurz vor der COP16 zur Biodiversität veröffentlichte Living Planet Index zeigt das Ausmaß des Biodiversitätsverlusts in den vergangenen 50 Jahren, auch wenn an den dabei angewendeten statistischen Verfahren starke Zweifel bestehen. Die Wirbeltier-Populationen haben nach diesem Index um 73% abgenommen, am stärksten in Lateinamerika und der Karibik. Die wichtigste Ursache ist die veränderte Landnutzung. https://www.theguardian.com/environment/2024/oct/10/collapsing-wildlife-populations-points-no-return-living-planet-report-wwf-zsl-warns

NEB says

Digestion is recommended whenever DNA input is greater than 75 ng Source

NEB says that biorad recommends these enzymes: AluI, CviQI, HaeIII, HindIII-HF, MseI

More guidelines

• Assemble ddPCR reactions at room temperature, this allows the restriction enzyme to digest the gDNA during the reaction set-up period
• Prepare reaction mixes as you would for a standard ddPCR reaction. Add 0.5–1 μL of each restriction enzyme (5–20 units, depending on enzyme concentration) to the reaction mixture
• After set-up, simply continue droplet generation as normal
• Restriction enzyme will be inactivated during first PCR denaturation step

Refer to this protocol mentioned in the BioRad page, annotation

• for: definition epistemic fragmentation, no agreement on basic facts, political polarization, adjacency - epistemic fragmentation - polarization - democracy

• definition: epistemic fragmentation

  • when major parts of society disagree on basic facts
• adjacency between
  • epistemic fragmentation
  • polarization
  • democracy
• adjacency statement
  • democracy is critical to solving our challenges but it won't function if there is so much epistemic fragmentation that we can't agree on basic facts

• for: quote, quote - Ethan Zuckerman, quote - fragmentation and polarization, Indyweb - support, MIT Center for Civic Media, Global Voices
• quote
  • We need mass innovation in design of social tools that help us
    • bridge fragmentation and polarization,
    • bring diversity into our media landscapes and
    • help find common ground between disparate groups.
  • With these as conscious design goals,
    • technology could be a powerful positive force for civic change.
  • If we don’t take this challenge seriously and assume that we’re stuck with mass-market tools,
    • we won’t see positive civic outcomes from technological tools.”
• author
  • Ethan Zuckerman
    • director of MIT’s Center for Civic Media and
    • co-founder of Global Voices

!- future global fragmentation : by culture - Michaux believes people will fragment in the future along cultural boundaries as we move through tumultuous transition. This makes sense as ingroups will naturally form - this should be further explored to explore implications: - will we get political polarization? At what level? National, regional, city / community scale? - what implications will this have on cooperation and sharing? will it create policy gridlock? Will it become even more urgent to educate everyone on a Deep Humanity type of open praxis that finds common human denominators (CHD)?

Interesting to note the time period of this peak, which broadly coincides with Brown vs. Board of Education and desegregation in the 1970s. Did the fluorescence of these others begin as a means of better segregating students either racially or economically?

Push back, sure, but where? Where would we find this push back? The comments section only has a few tidbits. Perhaps the rest is on Twitter, Facebook, or some other social silo where the conversation is fraught-fully fragmented. Your own social capital is thus spread out and not easily compiled or compounded. As a result I wonder who may or may not have read this piece...

Garmendia, A., & Alfonso, S. L. (2020). Popular Reactions To External Threats in Federations. https://doi.org/10.31235/osf.io/qyjtm

Pham, T. M., Kondor, I., Hanel, R., & Thurner, S. (2020). The effect of social balance on social fragmentation. ArXiv:2005.01815 [Nlin, Physics:Physics]. http://arxiv.org/abs/2005.01815