Shinobi @sh_shinobi0

Cybersecurity Researcher ⚒️ Remote Joined March 2015

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Shinobi @sh_shinobi0

3 hours ago

x.com/i/spaces/1OyKA…

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Shinobi @sh_shinobi0

4 hours ago

Colleges exist for student discovery and growth, not as stages for political agendas. Pushing partisan conflicts onto campus undermines education. Let students focus on building their future.

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𝗖𝗹𝗼𝘂𝗱𝗳𝗹𝗮𝗿𝗲 mitigated distinct, massive attacks: 26M rps (HTTP layer) and 17.2 Tbps (network layer). 𝗦𝘆𝘀𝘁𝗲𝗺 overload is theoretical at <1 ms; 𝗵𝘂𝗺𝗮𝗻 reflex is ≈250 ms. ∴ At this scale, survival is an algorithmic function, not a human one.

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Shinobi @sh_shinobi0

2 days ago

𝗝𝗼𝘆 ≈ (𝗜𝗻𝘁𝗲𝗴𝗿𝗶𝘁𝘆 × 𝗘𝗺𝗽𝗮𝘁𝗵𝘆 × 𝗔𝘄𝗮𝗿𝗲𝗻𝗲𝘀𝘀) ÷ 𝗦𝗲𝗹𝗳-𝗗𝗲𝗰𝗲𝗽𝘁𝗶𝗼𝗻.

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Shinobi @sh_shinobi0

2 days ago

Is America great again yet? 🇺🇸

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Shinobi @sh_shinobi0

3 days ago

𝗔𝗜 𝗵𝗮𝗹𝗹𝘂𝗰𝗶𝗻𝗮𝘁𝗶𝗼𝗻𝘀 ≠ 𝗯𝘂𝗴𝘀. 𝗔𝗜 𝗵𝗮𝗹𝗹𝘂𝗰𝗶𝗻𝗮𝘁𝗶𝗼𝗻𝘀 = 𝗺𝗮𝘁𝗵. Let 𝗲ᵢᵢᵛ = misclassification rate of an Is-It-Valid? checker. Then hallucination rate 𝗛 obeys: 𝗛 ≥ 𝟮 · 𝗲ᵢᵢᵛ. For rare facts seen once in training (𝗳₁): 𝗛 ≳ 𝗳₁.…

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Shinobi @sh_shinobi0

3 days ago

𝗠𝗼𝗿𝗲 𝗰𝗼𝗺𝗺𝘂𝗻𝗶𝗰𝗮𝘁𝗶𝗼𝗻 ≠ 𝗕𝗲𝘁𝘁𝗲𝗿 𝗰𝗼𝗺𝗺𝘂𝗻𝗶𝗰𝗮𝘁𝗶𝗼𝗻. 𝗧𝗿𝘂𝗲 𝗧𝗿𝗮𝗻𝘀𝗹𝗮𝘁𝗶𝗼𝗻 = 𝗧𝗲𝗰𝗵𝗻𝗶𝗰𝗮𝗹 𝗦𝗸𝗶𝗹𝗹 + 𝗛𝘂𝗺𝗮𝗻 𝗪𝗶𝘀𝗱𝗼𝗺 Technical Skill → Vocabulary + Grammar + Speed (AI Domain) Human Wisdom → Context + World Knowledge + Nuance…

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Shinobi @sh_shinobi0

3 days ago

𝗧𝗵𝗶𝘀 𝗶𝘀 𝗵𝗼𝘄 𝘆𝗼𝘂 𝗳𝗶𝘅 𝗔𝗺𝗲𝗿𝗶𝗰𝗮 🇺🇸 𝖴𝗇𝖼𝖾𝗋𝗍𝖺𝗂𝗇𝗍𝗒 ≠ 𝖤𝖼𝗈𝗇𝗈𝗆𝗂𝖼 𝖦𝗋𝗈𝗐𝗍𝗁. 𝖤𝖼𝗈𝗇𝗈𝗆𝗂𝖼 𝖱𝖾𝗏𝗂𝗏𝖺𝗅 = 𝖲𝗍𝖺𝖻𝗂𝗅𝗂𝗍𝗒 + 𝖥𝗋𝖾𝖾 𝖬𝖺𝗋𝗄𝖾𝗍𝗌 + 𝖦𝗅𝗈𝖻𝖺𝗅 𝖤𝗇𝗀𝖺𝗀𝖾𝗆𝖾𝗇𝗍 𝗦𝘁𝗮𝗯𝗶𝗹𝗶𝘁𝘆 → long-term trade policy → end…

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Shinobi @sh_shinobi0

4 days ago

Complex ≠ powerful. Dependencies ≠ progress. Code you write yourself = simplicity × agency × freedom.

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Shinobi @sh_shinobi0

4 days ago

LLMs are like .zip files 📦 Training = compression of massive data 📂 Decompression = extracting knowledge ∴ You can “unzip” models into structured datasets. [ LLM AI SyntheticData ]

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Shinobi @sh_shinobi0

4 days ago

AI produces Δcode/Δt → ∞. But Δjudgment/Δt = 0. ∴ Human review is non-optional.

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Shinobi @sh_shinobi0

4 days ago

RFC1035: each TXT string ≤ 255B; a record = Σ(strings). UDP: practical payload ≈ 1,232B. TCP: DNS message ≤ 64KB. ∴ you can embed small images 🖼️ / binaries directly in TXT over TCP.