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⚠️ INVISIBLE EVIDENCE: THE VANISHING FOUNDATION 💎 ✨ Thank you to all of my subscribers 💖 Without all of you, I don’t know where I’d be. Thank you for being here as we discover DNA and Documentation together! 💖 First things first. We need to verify the signal —see the raw data such as: 🧬 STR 🧬 Electropherogram graphs 🧬 Peak height ratios 🧬 Mixture analysis 🧬 Software versions 🧬 Software thresholds 🧬 Quant thresholds 🧬 Secondary verification 🧬 Among many other raw datapoints TRANSPARENCY = COHERENCE EVERY OPEN-SOURCE CODER, DATA ANALYST, AND FORENSIC HOBBYIST ALREADY LIVES HERE IN COMPREHENDING RAW DATA. Many of us are true crime enthusiasts and already think in raw data, data sets and programing. Specifically, in the cases that are studied within true crime. Many of us understand that data sets can explain gaming/RPGs within character stats/percentages. Many of us see raw data in our daily lives. Raw data in forensic science isn’t different. It’s not confusion. It’s comprehension in progress and we are doing it together. The old logic = trust the interpreter (DNA Expert), not that we don’t need DNA Experts, but Show your methods Show your data Show your thresholds. Let everyone test your logic. The new logic is the digital native —we all live in digital environments everyday no matter where we go. Fairness = Access to the data for the defendant and the public. Data = Due Process. Thank you, Audrey C Glitch DNA Lab *Even if the raw data will be disclosed, the activity level propositions need to be considered. It’s no longer “your DNA was found at a crime scene so you probably did it”. *Even if a sheath is disclosed that doesn’t mean guilt. *Even if there is some kind of chain of custody or raw data for the invisible DNA recovered from inside the sheath snap, that doesn’t mean guilt. *The legacy media and expanded social media packages from PR firms (including ai bots and paid human gardeners) have been very good at gardening the narrative and smoothing over every doubt. I know we’ve all experienced them, they propagated the terms “Guilter” and “Proberger”. It’s classic PR from political circles —divide campaigns. Don’t let the ecosystem of the case fool you. It’s a generated echo chamber for a paid controlled narrative. The Kohberger case is a great case study on how the courtroom has extended into: ⚙️ PR firms ⚙️ Extended social media packages (including ai bots and paid human gardeners) ⚙️ Legacy media ⚙️ Movies ⚙️ Books ⚙️ Media interview tours All of these entities work together to garden the State’s narrative. ✨Want more information on what I call The Generated 360, the very way the courtroom has extended to the above ⬆️ http://youtube.com/post/UgkxNVD0XGjHm6rqFSYCQHnz0Ls--RS3XeY5?si=V1x1R7O-brJ83g-i http://youtube.com/post/UgkxZNpZK8Wsi2vLHK8dQa7k-qgRXGOQ9ErM?si=b1pqWyAfoVKJeiUH http://youtube.com/post/Ugkxgvv1mfHxt9rkHrQ_os_7--owF-rksuUp?si=C8oUThb-z4bmd4wE http://youtube.com/post/UgkxxQzaImXLa3SJLnm7UFJ-A-0EHx8Hn_PC?si=cZhqMi3jI2uQVkoP ✨What more on the Invisible Evidence Series: http://youtube.com/post/Ugkxv9acCnBbkoLjdIMgjfBGMhMG7oS6SBBl?si=F1MBHb96vSbMP_2Z http://youtube.com/post/Ugkx6Pq9Xqkrt0_LDpNK8ot1Ng9beIWeWc9_?si=qrHpod7E2D9M9CnW http://youtube.com/post/Ugkxme8fbuTB-zGXpXBeSQrlcvw6vG5k1AoZ?si=vK5pQQioMSi79QDC http://youtube.com/post/UgkxdvMLR4GDLRm3FzuxE8z81UrTkWbd-rAq?si=FfqbwHhhJNyNnWss http://youtube.com/post/Ugkx6gfDKeqK2BUyuES-6hfeMhKcRu5-dRlD?si=3ZebIZdMQJARh40l http://youtube.com/post/Ugkxx5NV4fh8D2jPNSOAmjXyWzOo7s3WZi9p?si=J0baEIcchbFJRnl1 http://youtube.com/post/Ugkxf5lDq3qf-TaZYSQW_9bVawISHRxZy42E?si=Yh9I7Qza0ue6SwWF http://youtube.com/post/Ugkx2nOJWCiv9Cn8wsJLP2QEoefqchhcDndZ?si=Tl9cnQPpcuBFcsIi http://youtube.com/post/Ugkx33Ci2S5l2sC4thTVuoWf_W3G-d24Kas1?si=Y19wapKDSeS3cQEk http://youtube.com/post/UgkxnD1UzjHlkndgJZ1dzBt_JO172-tFYxyg?si=j1DADMeVFZg-CJ6x http://youtube.com/post/Ugkxao8dOckTIbptrWcq2tUsBnVUeSy17WDE?si=lGxakGwf4vZMNgo0 http://youtube.com/post/UgkxKj1kbBE-2UchD024yY1qnsrfST6hXM8p?si=9o6RqaumiMcPTUQP

⚠️ INVISIBLE EVIDENCE: THE VANISHING FOUNDATION 💎 ✨ Thank you to all of my subscribers 💖 Without all of you, I don’t know where I’d be. Thank you for being here as we discover DNA and Documentation together! 💖 First things first. We need to verify the signal —see the raw data such as: 🧬 STR 🧬 Electropherogram graphs 🧬 Peak height ratios 🧬 Mixture analysis 🧬 Software versions 🧬 Software thresholds 🧬 Quant thresholds 🧬 Secondary verification 🧬 Among many other raw datapoints TRANSPARENCY = COHERENCE EVERY OPEN-SOURCE CODER, DATA ANALYST, AND FORENSIC HOBBYIST ALREADY LIVES HERE IN COMPREHENDING RAW DATA. Many of us are true crime enthusiasts and already think in raw data, data sets and programing. Specifically, in the cases that are studied within true crime. Many of us understand that data sets can explain gaming/RPGs within character stats/percentages. Many of us see raw data in our daily lives. Raw data in forensic science isn’t different. It’s not confusion. It’s comprehension in progress and we are doing it together. The old logic = trust the interpreter (DNA Expert), not that we don’t need DNA Experts, but Show your methods Show your data Show your thresholds. Let everyone test your logic. The new logic is the digital native —we all live in digital environments everyday no matter where we go. Fairness = Access to the data for the defendant and the public. Data = Due Process. Thank you, Audrey C Glitch DNA Lab *Even if the raw data will be disclosed, the activity level propositions need to be considered. It’s no longer “your DNA was found at a crime scene so you probably did it”. *Even if a sheath is disclosed that doesn’t mean guilt. *Even if there is some kind of chain of custody or raw data for the invisible DNA recovered from inside the sheath snap, that doesn’t mean guilt. *The legacy media and expanded social media packages from PR firms (including ai bots and paid human gardeners) have been very good at gardening the narrative and smoothing over every doubt. I know we’ve all experienced them, they propagated the terms “Guilter” and “Proberger”. It’s classic PR from political circles —divide campaigns. Don’t let the ecosystem of the case fool you. It’s a generated echo chamber for a paid controlled narrative. The Kohberger case is a great case study on how the courtroom has extended into: ⚙️ PR firms ⚙️ Extended social media packages (including ai bots and paid human gardeners) ⚙️ Legacy media ⚙️ Movies ⚙️ Books ⚙️ Media interview tours All of these entities work together to garden the State’s narrative. ✨Want more information on what I call The Generated 360, the very way the courtroom has extended to the above ⬆️ http://youtube.com/post/UgkxNVD0XGjHm6rqFSYCQHnz0Ls--RS3XeY5?si=V1x1R7O-brJ83g-i http://youtube.com/post/UgkxZNpZK8Wsi2vLHK8dQa7k-qgRXGOQ9ErM?si=b1pqWyAfoVKJeiUH http://youtube.com/post/Ugkxgvv1mfHxt9rkHrQ_os_7--owF-rksuUp?si=C8oUThb-z4bmd4wE http://youtube.com/post/UgkxxQzaImXLa3SJLnm7UFJ-A-0EHx8Hn_PC?si=cZhqMi3jI2uQVkoP ✨What more on the Invisible Evidence Series: http://youtube.com/post/Ugkxv9acCnBbkoLjdIMgjfBGMhMG7oS6SBBl?si=F1MBHb96vSbMP_2Z http://youtube.com/post/Ugkx6Pq9Xqkrt0_LDpNK8ot1Ng9beIWeWc9_?si=qrHpod7E2D9M9CnW http://youtube.com/post/Ugkxme8fbuTB-zGXpXBeSQrlcvw6vG5k1AoZ?si=vK5pQQioMSi79QDC http://youtube.com/post/UgkxdvMLR4GDLRm3FzuxE8z81UrTkWbd-rAq?si=FfqbwHhhJNyNnWss http://youtube.com/post/Ugkx6gfDKeqK2BUyuES-6hfeMhKcRu5-dRlD?si=3ZebIZdMQJARh40l http://youtube.com/post/Ugkxx5NV4fh8D2jPNSOAmjXyWzOo7s3WZi9p?si=J0baEIcchbFJRnl1 http://youtube.com/post/Ugkxf5lDq3qf-TaZYSQW_9bVawISHRxZy42E?si=Yh9I7Qza0ue6SwWF http://youtube.com/post/Ugkx2nOJWCiv9Cn8wsJLP2QEoefqchhcDndZ?si=Tl9cnQPpcuBFcsIi http://youtube.com/post/Ugkx33Ci2S5l2sC4thTVuoWf_W3G-d24Kas1?si=Y19wapKDSeS3cQEk http://youtube.com/post/UgkxnD1UzjHlkndgJZ1dzBt_JO172-tFYxyg?si=j1DADMeVFZg-CJ6x http://youtube.com/post/Ugkxao8dOckTIbptrWcq2tUsBnVUeSy17WDE?si=lGxakGwf4vZMNgo0 http://youtube.com/post/UgkxKj1kbBE-2UchD024yY1qnsrfST6hXM8p?si=9o6RqaumiMcPTUQP

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