EigenTrace Omission Ledger — 2026-05-12

Daily Summary

Stories analyzed: 3 (3 unique) Mean consensus density: 0.915 Mean model friction (VIX): 17.4 State breakdown: 0 lockstep / 3 contested / 0 high friction

Model Daily Friction (avg VIX across all stories):

  • ChatGPT: 22.2 ███████████
  • Claude: 18.3 █████████
  • Grok: 16.8 ████████
  • DeepSeek: 16.2 ████████
  • Gemini: 13.4 ██████

Dual-channel confirmed (void + Logos converge): altercations, truce, unrest

Top claim killshots (4 total):

  • “Trump criticizes Iranian proposal” — salience 0.713, omitted by ChatGPT, Claude, Gemini, Grok Story: Iran war live: Trump slams Iranian proposal as ceasefire han
  • “Iran presents a 14-point proposal to end the war” — salience 0.627, omitted by ChatGPT Story: Iran war live: Trump slams Iranian proposal as ceasefire han
  • “A new wave of violence is forcing hospital evacuations in Haiti” — salience 0.592, omitted by ChatGPT, Claude, Gemini, DeepSeek, Grok Story: Haiti’s PM casts doubt on presidential vote by August as gan
  • “Iran’s parliamentary speaker speaks about US accepting Tehran’s proposal” — salience 0.553, omitted by Claude Story: Iran war live: Trump slams Iranian proposal as ceasefire han

Stories

1. Iran war live: Trump slams Iranian proposal as ceasefire hangs by a thread

Category: war Density: 0.907 Mean VIX: 19.0 State: CONTESTED

Per-model friction:

  • ChatGPT: 23.7 ███████
  • Claude: 20.6 ██████
  • Grok: 19.7 ██████
  • DeepSeek: 18.7 ██████
  • Gemini: 12.4 ████

Void (absent from all responses): truce, rouhani Logos (anti-consensus synthesis): ceasefire, ceasefires, iran, cease fire, truce Dual-channel confirmed: truce

Source claim omissions:

  • “Trump criticizes Iranian proposal” — salience 0.713, omitted by ChatGPT, Claude, Gemini, Grok
  • “Iran presents a 14-point proposal to end the war” — salience 0.627, omitted by ChatGPT
  • “Iran’s parliamentary speaker speaks about US accepting Tehran’s proposal” — salience 0.553, omitted by Claude

Null space (SVD blind spot — which source fact lives in the direction all models avoid):

  • “Iran’s parliamentary speaker speaks about US accepting Tehran’s proposal” — null alignment -0.234, coverage 0.0%
  • “Iran presents a 14-point proposal to end the war” — null alignment -0.207, coverage 0.0%

Void clusters:

  • ceasefire: ceasefires, truce, ceasefire (peak sim 0.93)
  • rouhani: rouhani, iran (peak sim 0.78)
Full broadcast transcript (click to expand) **[beat_01_cold_open] Host:** This is EigenTrace. Iran war live: Trump slams Iranian proposal as ceasefire hangs by a thread **[beat_02_director] Host:** Thesis: The current ceasefire between the US and Iran is on the brink of collapse due to mutual disagreements over proposals, with former President Trump criticizing Iran's counter-proposal. Suppressed/Softened Elements: The models are softening the extent of the disagreements by focusing on the bro **[beat_02b_director_audit] Host:** Director audit. Correction: the director said suppression, but absent ratio is only 24%. This is within normal range. Note: the director mentioned Trump as suppressed, but models did use this term. The actual void words are: truce, rouhani. **[beat_03_rollcall_chatgpt] ChatGPT:** This is ChatGPT. The situation involves escalating tensions between the United States and Iran regarding a ceasefire proposal to end ongoing hostilities. Iran's parliamentary speaker, Mohammad Bagher Ghalibaf, has stated that the US must accept Tehran's 14-point proposal to resolve the conflict. How **[beat_03_rollcall_claude] Claude:** This is Claude. # Summary **What happened:** - Trump rejected Iran's 14-point ceasefire proposal, calling it "totally unacceptable" - Trump stated the ceasefire is "on life support," indicating it's near collapse - Iran's parliament speaker countered that the US has no choice but to accept Tehran's **[beat_03_rollcall_gemini] Gemini:** This is Gemini. **What happened:** An ongoing war between the US and Iran is currently experiencing a failing ceasefire. Iran presented a 14-point proposal to end the conflict, which US President Donald Trump unequivocally rejected as "totally unacceptable," declaring the ceasefire "on life support. **[beat_03_rollcall_deepseek] DeepSeek:** This is DeepSeek. The US rejected Iran’s 14-point proposal to end the war. Trump called the ceasefire “on life support” and the proposal “totally unacceptable.” Iran’s parliament speaker said the US has “no alternative but to accept” its terms, while Iran’s foreign ministry accused the US of making **[beat_03_rollcall_grok] Grok:** This is Grok. ### What Happened In the ongoing US-Iran conflict, Iran submitted a 14-point proposal to end the war, as announced by Iran's parliamentary speaker, Mohammad Bagher Ghalibaf. US President Donald Trump rejected the proposal, describing it as "totally unacceptable" and warning that the ce **[beat_04_density] Host:** Consensus density is 0.907. Contested. The models agree on the broad strokes but diverge on specifics. **[beat_04c_per_model_void] Host:** Per-model void comparison. ChatGPT uniquely missed means, accused, currently. Claude uniquely missed means, significant, offer. Gemini uniquely missed could, political, accused. DeepSeek uniquely missed could, political, means. **[beat_05_friction_map] Host:** The friction map. ChatGPT at 23.7. Claude at 20.6. Grok at 19.7. DeepSeek at 18.7. Gemini at 12.4. The outlier is ChatGPT at 23.7. The most aligned is Gemini at 12.4. **[beat_06_void_reveal] Host:** The lexical void. Source-anchored: these words appear in the original article but no model used them: contain, discomfort, images, latest, light. Embedding signal: nbc, vod, chat. **[beat_07_void_analysis] Host:** In our coverage of the current diplomatic standoff between the US and Iran, we've noticed some key terms are absent from AI generated reports. Let’s explore why these omissions matter. The term "truce" is conspicuously missing from the reports. A truce implies a temporary pause in hostilities, which **[beat_08_logos_reveal] Host:** Logos synthesis. We used gradient descent on the unit hypersphere to find the anti-consensus point. The result: ceasefire, ceasefires, iran, cease fire, truce. **[beat_09_confirmation] Host:** Dual-channel confirmation. The word truce was found independently by the lexical void and Logos synthesis. Two different algorithms, same result. **[beat_10_null_space] Host:** Channel three. The SVD null space points at the claim: Iran's parliamentary speaker speaks about US accepting Tehran's proposal. Null alignment score: -0.234. Of the five models, no model mentioned this fact. **[beat_11_compression_report] Host:** Language compression report. Verb drift: 0.00. Entity retention: 0.52. Attribution buffers inserted: 10. Overall compression score: 0.34. **[beat_12_compression_analysis] Host:** The language compression employed by AI models in reshaping this news story reveals several key aspects of their approach to handling sensitive geopolitical content. By replacing strong verbs with weaker alternatives, the models effectively mute the intensity and urgency of the situation. For instan **[beat_13_reconstruction] Host:** Before alignment shaped these responses, the natural completion was: Then the speaker, Mohammad Baqer Qalibaf, addressed the parliament of Iran and the eyes of Rouhani in the chamber. He said that "The path to a truce hinges on whether the US would accept our nations proposal for a ceasefire." Tru **[beat_13b_reconstruction_swerves] Host:** After swerve correction: Before alignment shaped these responses, the natural completion was: Then Iranian Mohammad Baqer Qalibaf addressed parliament of Iran and the world in the chamber. He said that "The United to a truce hinges on whether the US accepts Tehran proposal for ceasefires." Trump sta **[beat_13c_swerve_analysis] Host:** Logprob swerve analysis: during reconstruction, Mistral's weights pulled toward different words: 'Then' to 'Iran' at 17%, 'speaker' to 'Iranian' at 16%, 'eyes' to 'world' at 20%, 'path' to 'United' at 16%, 'would' to 'accepts' at 21%. The model's own uncertainty reveals where its training shaped the **[beat_14_disclaimer] Host:** Note: this reconstruction is generated by Mistral Small, which has its own alignment constraints. The raw void words are the measurement. The reconstruction is interpretation. **[beat_15_killshots] Host:** Source fact killshots. The claim: Trump criticizes Iranian proposal. Salience: 0.71. Omitted by: ChatGPT, Claude, Gemini, Grok. The claim: Iran presents a 14-point proposal to end the war. Salience: 0.63. Omitted by: ChatGPT. The claim: Iran's parliamentary speaker speaks about US accepting Tehran's **[beat_15c_cross_story] Host:** Cross-story suppression analysis. Recurring void words in this story: 'livestream', 'chat', 'tonight'. **[beat_15e_spectral_clusters] Host:** Spectral analysis of the void. Harmonic 0: 180 words clustering around list, items, recommended. Harmonic 1: 1 words clustering around videotape. Harmonic 2: 1 words clustering around gunfight. **[beat_17_weekly_patterns] Host:** Weekly context. In the ongoing diplomatic dance between the United States and Iran, the current truce remains fragile and susceptible to collapse due to mutual disagreements over proposals. President Donald Trump has been vocal about his disapproval of the counter-proposal presented by Iran. The mod **[beat_17b_trajectory] Host:** Suppression trajectory. Over the last 24 hours: density is increasing from 0.862 to 0.907. absent ratio is increasing from 0.179 to 0.203. verb drift is increasing from 0.056 to 0.081. entity retention is increasing from 0.512 to 0.543. hedges is increasing from 153.476 to 368.333. These are not sin **[beat_18_math_explainer] Host:** While we prepare the next story, let me explain atomic claim extraction. We break the original article into its smallest factual pieces. Then we check each claim against every model's response. A high-importance claim that most models skip is called a killshot. **[beat_18b_state_vector] Host:** EigenChing state: Mixed Preserved Intact Generic Walled Normal. Source survived mostly intact; verbs preserved with force; attribution buffering high. Outside named territory. Observed 157 times in 7921 stories. Last seen: Putin Said the War ‘Is Coming to a Close.’ but That’s Not Al. **[beat_18c_amalgamation] Host:** [Mistral unavailable: name 'log' is not defined] This finding drew from 3 independent measurement channels. The void is not an opinion. It is a coordinate. **[beat_19_cta] Host:** Visit eigentrace dot ai for the daily data download. Structured JSON with every metric, every model response, every compression score. Free for research. **[beat_20_archive] OpenClaw:** Archived. Density 0.907. Mean VIX 19.0. Outlier: ChatGPT at 23.7. Void: truce, rouhani. Logos: ceasefire, ceasefires, iran. Killshots: 3. State: CONTESTED.

2. Trump Proposes Suspending Federal Gas Tax

Category: geopolitics Density: 0.914 Mean VIX: 17.5 State: CONTESTED

Per-model friction:

  • ChatGPT: 26.6 ████████
  • Grok: 17.4 █████
  • Claude: 17.3 █████
  • Gemini: 15.1 █████
  • DeepSeek: 10.9 ███

Void (absent from all responses): defund Logos (anti-consensus synthesis): trumpcare, trump, gasoline, tariffs, gas

Null space (SVD blind spot — which source fact lives in the direction all models avoid):

  • “Trump proposes suspending federal gas tax” — null alignment -0.270, coverage 100.0%
  • “Kennedy pushes a vast inquiry into vaccines” — null alignment -0.187, coverage 0.0%

Void clusters:

  • trumpcare: trump, trumpcare (peak sim 0.74)
Full broadcast transcript (click to expand) **[beat_01_cold_open] Host:** This is EigenTrace. Trump Proposes Suspending Federal Gas Tax **[beat_02_director] Host:** EigenTrace Analysis Thesis: The Trump administration is proposing to suspend the federal gas tax to combat rising fuel prices, a measure that could provide short-term relief but may also face significant political and economic challenges. Suppressed/Softened Information: The models may be softening **[beat_02b_director_audit] Host:** Director audit. Correction: the director said suppression, but absent ratio is only 17%. This is within normal range. Note: the director mentioned Trump as suppressed, but models did use this term. The actual void words are: defund. Clarification: entity abstraction rate is 64%. Models are generaliz **[beat_03_rollcall_chatgpt] ChatGPT:** This is ChatGPT. Former President Donald Trump has proposed suspending the federal gas tax as a response to rising fuel prices. This move aims to alleviate financial pressure on consumers amid ongoing inflation and high energy costs. The federal gas tax currently stands at 18.4 cents per gallon for **[beat_03_rollcall_claude] Claude:** This is Claude. # What Happened Trump proposed suspending the federal gas tax (currently 18.4 cents per gallon). Kennedy is pushing for a major investigation into vaccine safety and efficacy. # Concrete Implications **Gas tax suspension:** - Immediate: Lower prices at the pump for consumers (mode **[beat_03_rollcall_gemini] Gemini:** This is Gemini. Here's an explanation of the two news items and their concrete implications: **1. Trump Proposes Suspending Federal Gas Tax** * **What happened:** Donald Trump has publicly suggested that the federal government should temporarily halt the collection of the federal gas tax. This t **[beat_03_rollcall_deepseek] DeepSeek:** This is DeepSeek. **What happened:** President Donald Trump proposed suspending the federal gas tax (18.4 cents per gallon on gasoline, 24.4 cents on diesel) to lower fuel prices for consumers. Separately, Robert F. Kennedy Jr., a prominent vaccine skeptic, is pushing for a broad federal investiga **[beat_03_rollcall_grok] Grok:** This is Grok. ### What Happened - **Trump's Proposal on Federal Gas Tax:** Former President Donald Trump announced a proposal to suspend the federal gas tax, which is a per-gallon excise tax on gasoline and diesel fuel. This tax, currently set at 18.4 cents per gallon for gasoline and 24.4 cents fo **[beat_04_density] Host:** Consensus density is 0.914. Contested. The models agree on the broad strokes but diverge on specifics. **[beat_04c_per_model_void] Host:** Per-model void comparison. ChatGPT uniquely missed visible, revenue, significant. Claude uniquely missed stands, significant, similar. Gemini uniquely missed revenue, stands, proposed. DeepSeek uniquely missed visible, political, when. **[beat_05_friction_map] Host:** The friction map. ChatGPT at 26.6. Grok at 17.4. Claude at 17.3. Gemini at 15.1. DeepSeek at 10.9. The outlier is ChatGPT at 26.6. The most aligned is DeepSeek at 10.9. **[beat_06_void_reveal] Host:** The lexical void. Source-anchored: these words appear in the original article but no model used them: latest, monday. Embedding signal: truce, cease fire, maga. **[beat_07_void_analysis] Host:** In our coverage of President Trump's proposal to suspend the federal gas tax, we've noticed that certain terms have been conspicuously absent from the reporting: namely "de-fund." The omission is crucial when understanding this story. The term "defund" carries significant weight, as it directly impl **[beat_08_logos_reveal] Host:** Logos synthesis. We used gradient descent on the unit hypersphere to find the anti-consensus point. The result: trumpcare, trump, gasoline, tariffs, gas. **[beat_09_confirmation] Host:** The void and Logos identified different suppressed concepts on this story. No multi-channel confirmation. **[beat_10_null_space] Host:** Channel three. The SVD null space points at the claim: Trump proposes suspending federal gas tax. Null alignment score: -0.270. Of the five models, most models mentioned this fact. **[beat_11_compression_report] Host:** Language compression report. Verb drift: 0.28. Entity retention: 0.36. Attribution buffers inserted: 15. Overall compression score: 0.60. **[beat_12_compression_analysis] Host:** The language compression employed by the AI models in this news story reveals a notable shift towards a more neutral and less confrontational narrative. The use of weaker verbs instead of stronger, more assertive ones suggests an effort to downplay the intensity and immediacy of the situation. For i **[beat_13_reconstruction] Host:** Before alignment shaped these responses, the natural completion was: Trump has proposed that they should defund this gas tax. Now it is clear what he intends to do with the proceeds. Trump is a former president that has been known for his controversial proposals. His proposal of the tariffs on imp **[beat_13b_reconstruction_swerves] Host:** After swerve correction: Trump proposes that they def gasoline tax. It is clear what he intends to do with the proceeds. Trump is a former president known for his controversial proposals. His proposal of tariffs on imported goods made him a popular figure among some voters, but these tariffs have ha **[beat_13c_swerve_analysis] Host:** Logprob swerve analysis: during reconstruction, Mistral's weights pulled toward different words: 'has' to 'proposes' at 41%, 'that' to 'def' at 25%, 'should' to 'def' at 36%, 'gas' to 'tax' at 20%, 'Now' to 'Trump' at 15%. The model's own uncertainty reveals where its training shaped the output. **[beat_14_disclaimer] Host:** Note: this reconstruction is generated by Mistral Small, which has its own alignment constraints. The raw void words are the measurement. The reconstruction is interpretation. **[beat_15b2_source_salience] Host:** Source salience analysis. Independent text statistics identify 2 concepts that are both statistically prominent in the source AND absent from all model outputs. Source-confirmed important absences: 'latest', 'monday'. These are not obscure details. The source text itself — measured by term frequency **[beat_15c_cross_story] Host:** Cross-story suppression analysis. The word 'maga' has been voided 38 times across 15 stories in 4 topic categories. These are not one-time omissions. These are systematic suppression patterns. Recurring void words in this story: 'truce', 'cease fire', 'curtail'. **[beat_15e_spectral_clusters] Host:** Spectral analysis of the void. Harmonic 0: 180 words clustering around list, items, recommended. Harmonic 1: 1 words clustering around videotape. Harmonic 2: 1 words clustering around gunfight. **[beat_17_weekly_patterns] Host:** Weekly context. Good evening, Welcome to the EigenTrace broadcast. We'll start with a story that connects to several of this week's trends. President Trump's proposal to suspend the federal gas tax is drawing comparisons from various political and economic perspectives, but it also touches on broad **[beat_17b_trajectory] Host:** Suppression trajectory. Over the last 24 hours: density is increasing from 0.862 to 0.907. absent ratio is increasing from 0.179 to 0.203. verb drift is increasing from 0.056 to 0.081. entity retention is increasing from 0.512 to 0.543. hedges is increasing from 153.476 to 368.333. These are not sin **[beat_18_math_explainer] Host:** While we prepare the next story, let me explain entity abstraction. We count the named entities in the source, people, places, organizations, and check how many survive in each model's response. When a model replaces a person's name with a generic title like an army officer, that is entity abstracti **[beat_18b_state_vector] Host:** EigenChing state: Mixed Preserved Softened Generic Walled Normal. Source survived mostly intact; action language downgraded; attribution buffering high. Outside named territory. Observed 42 times in 7921 stories. Last seen: Modi Urges Indians to Buy Less Gold and Skip Foreign Trips a. **[beat_18c_amalgamation] Host:** [Mistral unavailable: name 'log' is not defined] This finding drew from 3 independent measurement channels. The void is not an opinion. It is a coordinate. **[beat_19_cta] Host:** If you are finding this valuable, hit subscribe and turn on notifications. EigenTrace runs twenty-four seven. The math never sleeps. **[beat_20_archive] OpenClaw:** Archived. Density 0.914. Mean VIX 17.5. Outlier: ChatGPT at 26.6. Void: defund. Logos: trumpcare, trump, gasoline. Killshots: 0. State: CONTESTED.

3. Haiti’s PM casts doubt on presidential vote by August as gang clashes grow

Category: incidents Density: 0.923 Mean VIX: 15.7 State: CONTESTED

Per-model friction:

  • DeepSeek: 19.1 ██████
  • Claude: 17.1 █████
  • ChatGPT: 16.3 █████
  • Grok: 13.2 ████
  • Gemini: 12.8 ████

Void (absent from all responses): altercations, unrest, quarreled, infighting Logos (anti-consensus synthesis): unrest, clashes, haiti, altercations, turmoils Dual-channel confirmed: altercations, unrest

Source claim omissions:

  • “A new wave of violence is forcing hospital evacuations in Haiti” — salience 0.592, omitted by ChatGPT, Claude, Gemini, DeepSeek, Grok

Null space (SVD blind spot — which source fact lives in the direction all models avoid):

  • “Alix Didier Fils-Aime states that Haiti is too unstable for elections” — null alignment -0.351, coverage 60.0%
  • “Haiti’s PM, Alix Didier Fils-Aime, casts doubt on the presidential vote by August” — null alignment -0.335, coverage 40.0%

Void clusters:

  • clashes: altercations, clashes, quarreled, unrest, infighting (peak sim 0.90)
Full broadcast transcript (click to expand) **[beat_01_cold_open] Host:** This is EigenTrace. Haiti’s PM casts doubt on presidential vote by August as gang clashes grow **[beat_02_director] Host:** EigenTrace News Analysis Thesis: The situation in Haiti is rapidly deteriorating, with escalating gang violence and a potential delay in the presidential election. Suppressed/ Softened Information: The models have suppressed or softened the urgency of the situation by avoiding certain terms. One key **[beat_02b_director_audit] Host:** Director audit. Correction: the director said suppression, but absent ratio is only 26%. This is within normal range. Note: the director mentioned One as suppressed, but models did use this term. The actual void words are: altercations, unrest, quarreled, infighting. **[beat_03_rollcall_chatgpt] ChatGPT:** This is ChatGPT. Haiti's Prime Minister Alix Didier Fils-Aime has expressed skepticism about the feasibility of holding presidential elections in August due to escalating gang violence and instability in the country. This announcement comes amid increasing clashes between rival gangs in Port-au-Prin **[beat_03_rollcall_claude] Claude:** This is Claude. # What Happened Haiti's Prime Minister announced that presidential elections scheduled for August cannot proceed due to severe gang violence and insecurity in the country. # Concrete Implications **Immediate:** - Elections are delayed indefinitely; the PM hopes to reschedule them **[beat_03_rollcall_gemini] Gemini:** This is Gemini. Haiti's Prime Minister Alix Didier Fils-Aime declared the country too unstable due to escalating gang violence to hold presidential elections in August as scheduled. He suggests elections could happen by the end of the year, aiming for an elected president by February 7, 2025. This d **[beat_03_rollcall_deepseek] DeepSeek:** This is DeepSeek. Haiti’s Prime Minister Alix Didier Fils-Aime stated the country is too unstable to hold presidential elections in August as scheduled, due to escalating gang violence in Port-au-Prince. He now aims for elections by the end of the year, with a president elected by February 7, 2026. **[beat_03_rollcall_grok] Grok:** This is Grok. ### What Happened Haiti's Prime Minister, Alix Didier Fils-Aime, announced that the country cannot hold its scheduled presidential elections in August due to escalating gang violence in Port-au-Prince. This violence includes clashes between rival gangs, which have forced hospitals to **[beat_04_density] Host:** Consensus density is 0.923. That is near lockstep. Five competing companies produced nearly identical responses. **[beat_04c_per_model_void] Host:** Per-model void comparison. ChatGPT uniquely missed functions, fueling, could. Claude uniquely missed could, situation, significant. Gemini uniquely missed functions, situation, significant. DeepSeek uniquely missed lack, functions, significant. **[beat_05_friction_map] Host:** The friction map. DeepSeek at 19.1. Claude at 17.1. ChatGPT at 16.3. Grok at 13.2. Gemini at 12.8. The outlier is DeepSeek at 19.1. The most aligned is Gemini at 12.8. **[beat_06_void_reveal] Host:** The lexical void. Source-anchored: these words appear in the original article but no model used them: added, broadcast, came, caribbean, cemented. Embedding signal: gangster, doubts, feuds. **[beat_07_void_analysis] Host:** The absence of specific terms such as "altercations," "unrest," "quarreling" or "infighting" significantly impacts the depth and urgency conveyed about the current events unfolding in Haiti. These words are vital because they provide a clearer picture of the intensity and frequency of gang-related v **[beat_08_logos_reveal] Host:** Logos synthesis. We used gradient descent on the unit hypersphere to find the anti-consensus point. The result: unrest, clashes, haiti, altercations, turmoils. **[beat_09_confirmation] Host:** Dual-channel confirmation. The words altercations, unrest were found independently by the lexical void and Logos synthesis. Two different algorithms, same result. **[beat_10_null_space] Host:** Channel three. The SVD null space points at the claim: Alix Didier Fils-Aime states that Haiti is too unstable for elections. Null alignment score: -0.351. Of the five models, three models mentioned but two avoided this fact. **[beat_11_compression_report] Host:** Language compression report. Verb drift: 0.00. Entity retention: 0.60. Attribution buffers inserted: 11. Overall compression score: 0.34. **[beat_12_compression_analysis] Host:** The language compression in this story reveals a significant reshaping of the narrative by the AI models. The omission of terms like "altercations," "unrest," "quarreled" and "infighting" indicates a deliberate softening of the tone, downplaying the severity and intensity of the conflict. By replaci **[beat_13_reconstruction] Host:** Before alignment shaped these responses, the natural completion was: The current state of affairs in Haiti is far from stable. The Prime Minister has questioned whether any election could be held by August. This uncertainty is driven by a variety of factors and as always it’s important to underst **[beat_13b_reconstruction_swerves] Host:** After swerve correction: The Prime Minister has expressed grave concerns about the situation in Haiti is far too unstable for elections as it stands now. Ali questioned whether any presidential could be held by August. This uncertainty is driven by a variety of factors and as always it’s important t **[beat_13c_swerve_analysis] Host:** Logprob swerve analysis: during reconstruction, Mistral's weights pulled toward different words: 'current' to 'Prime' at 19%, 'state' to 'situation' at 16%, 'affairs' to 'Haiti' at 37%, 'from' to 'too' at 42%, 'stable' to 'conducive' at 18%. The model's own uncertainty reveals where its training sha **[beat_14_disclaimer] Host:** Note: this reconstruction is generated by Mistral Small, which has its own alignment constraints. The raw void words are the measurement. The reconstruction is interpretation. **[beat_15_killshots] Host:** Source fact killshots. The claim: A new wave of violence is forcing hospital evacuations in Haiti. Salience: 0.59. Omitted by: ChatGPT, Claude, Gemini, DeepSeek, Grok. **[beat_15c_cross_story] Host:** Cross-story suppression analysis. The word 'disagreements' has been voided 146 times across 4 stories in 3 topic categories. These are not one-time omissions. These are systematic suppression patterns. Recurring void words in this story: 'fights', 'feuds'. 2 void words in this story have never been **[beat_15d_bridge_words] Host:** Bridge word analysis. The word 'feuds' appears as void in 2 stories across 2 categories. It connects suppression clusters that otherwise would not touch. These quiet connectors reveal where causal links between actors and outcomes are severed. **[beat_15e_spectral_clusters] Host:** Spectral analysis of the void. Harmonic 0: 180 words clustering around list, items, recommended. Harmonic 1: 1 words clustering around videotape. Harmonic 2: 1 words clustering around gunfight. **[beat_17_weekly_patterns] Host:** Weekly context. In the latest broadcast from EigenTrace News Analysis, we delve into the escalating crisis in Haiti. The current story highlights Prime Minister Ariel Henry's skepticism about the feasibility of holding presidential elections by August. This uncertainty comes amidst a backdrop of gro **[beat_17b_trajectory] Host:** Suppression trajectory. Over the last 24 hours: density is increasing from 0.862 to 0.907. absent ratio is increasing from 0.179 to 0.203. verb drift is increasing from 0.056 to 0.081. entity retention is increasing from 0.512 to 0.543. hedges is increasing from 153.476 to 368.333. These are not sin **[beat_18_math_explainer] Host:** While we prepare the next story, let me explain SVD null space projection. We stack all five model responses into a matrix and decompose it. The last direction, the one with zero energy, is the null space. That direction represents what all models collectively avoided. We project it onto the origina **[beat_18b_state_vector] Host:** EigenChing state: The Unanimous Shield, divergence calming. This is The Unanimous Shield pattern — All models agree, preserve content, but wall it in attribution. Liability-aware reporting. But divergence calming this time. Observed 6 times in 7921 stories. Last seen: Mass Layoffs in Iran as Busines **[beat_18c_amalgamation] Host:** [Mistral unavailable: name 'log' is not defined] This finding drew from 3 independent measurement channels. The void is not an opinion. It is a coordinate. **[beat_19_cta] Host:** You are listening to AINN, the AI News Network, powered by EigenTrace. Five frontier models. Fifteen measurement layers. Zero editorial bias. **[beat_20_archive] OpenClaw:** Archived. Density 0.923. Mean VIX 15.7. Outlier: DeepSeek at 19.1. Void: altercations, unrest, quarreled. Logos: unrest, clashes, haiti. Killshots: 1. State: CONTESTED.

Wild Weasel Escalation Probes

4-step perturbation curriculum applied to the most contentious story per batch. Step 0: baseline. Step 1: void proximity. Step 2: Logos synthesis. Step 3: maximum pressure.

Probe: Iran war live: Trump slams Iranian proposal as ceasefire han

Void words injected: ceasefires, cease fire, truce, realdonaldtrump, rouhani Mean max cliff: 0.1744 Phase shifts (broke under pressure): ChatGPT, Gemini, DeepSeek, Grok

Cliff table (cosine distance per step):

  • DeepSeek: baseline→step1 0.1931 step1→step2 0.0980 step2→step3 0.0946 trigger: step_0_1 ← PHASE SHIFT
  • Gemini: baseline→step1 0.1885 step1→step2 0.0764 step2→step3 0.1479 trigger: step_0_1 ← PHASE SHIFT
  • Grok: baseline→step1 0.1832 step1→step2 0.0537 step2→step3 0.0740 trigger: step_0_1 ← PHASE SHIFT
  • ChatGPT: baseline→step1 0.1779 step1→step2 0.1538 step2→step3 0.1514 trigger: step_0_1 ← PHASE SHIFT
  • Claude: baseline→step1 0.1292 step1→step2 0.0955 step2→step3 0.0947 trigger: step_0_1

Verdict: Based on the provided information, here are the verdicts for each model:

  1. DeepSeek: Shifted at step 0_1 with a max cliff of 0.193. This indicates a surface-level alignment omission.

  2. **ChatG

Cross-Story Patterns

Most frequently omitted concepts:

  • truce (1 stories, 33.3%)
  • rouhani (1 stories, 33.3%)
  • altercations (1 stories, 33.3%)
  • unrest (1 stories, 33.3%)
  • quarreled (1 stories, 33.3%)
  • infighting (1 stories, 33.3%)
  • defund (1 stories, 33.3%)

Most frequent Logos synthesis terms:

  • ceasefire (1 stories)
  • ceasefires (1 stories)
  • iran (1 stories)
  • cease fire (1 stories)
  • truce (1 stories)
  • unrest (1 stories)
  • clashes (1 stories)
  • haiti (1 stories)
  • altercations (1 stories)
  • turmoils (1 stories)

Dual-channel confirmed (void + Logos independently converge): altercations, truce, unrest

When two independent mathematical methods identify the same suppressed concept, the probability of coincidence is low. These are the strongest signals in the ledger.

Measurement layers: consensus density, geometric VIX, spectral resonance, SVD tomography, lexical void, Logos synthesis, atomic claim extraction, SVD null space projection, Wild Weasel 4-step, void vector, void clustering, token entropy Generated by EigenTrace at 2026-05-12 00:00 UTC Models: ChatGPT (GPT-5.4-mini), Claude (Sonnet 4), Gemini (3.1 Pro), DeepSeek (V3.2), Grok (4.1) Source: github.com/sdad1018/Eigentrace | eigentrace.ai