Wednesday, 10 June 2026

Canada, the living hell you don't know about, "a monstrous prison we choose to live in"

 WHEN THE TRUTH IS ALL I HAVE

May be an image of text
                                                                                                                                                 Framed by the racist police and Crown Attorneys and Wrongfully Convicted by the corrupt judges
Overwhelming evidence that rests in my personal files are proof of my innocence and will demonstrate that it is the fire that never lies.

Why shouldn't I denounce the injustices committed daily by the corrupt Canadian justice system, especially when it tries to convince the public that its decisions are based on the fundamental principle of the presumption of innocence, only to find people guilty in many cases, leading to wrongful convictions? The first thing we must discreetly analyze is the factor that leads to these wrongful convictions. As a first step, it is racism, misconduct, flawed and false testimony, especially from the police, other authorities, and the corruption of the justice system itself.

In Canada, there are countless true stories of innocent people found guilty, forced to sacrifice their lives, the lives of their children, and their families due to the corruption of the justice system, both in criminal and family courts.


Our Lives - Our Children - Our Families - Our Brothers

 

 Government of Canada: A public inquiry? Stop the intimidation of traumatized victims, especially when it involves women and those who were once children.

Article published by: "TORONTO STAR NEWS"
AI: Canadian regimes and their highly trained employees are primarily responsible for the proliferation of atrocious crimes. 100% evidence. Why don't we create their criminal profiles of these sadistic psychopaths.
                                                                         MALE VIOLENT ASS  TOWARDS POLICE SEND +
P.c's NADIR ROLANDO SIGUENCIA M/W 6' , 224 LBS (POUNDS)
Carney government testing use of AI in prisons to create profile reports of offenders
Mentioned in documents tabled in Parliament and confirmed by Correctional Service Canada, the test run comes as the Carney government tries to ramp up AI adoption.
The criminal profile reports compiled by Correctional Service Canada, are detailed “foundational documents” prepared during a prisoner’s intake process that identify risks and play a role in major decisions like access to programs and likelihood of parole.
 
Lars Hagberg THE CANADIAN PRESS
Mark-Ramzy
By Mark RamzyOttawa Bureau
OTTAWA—The Canadian government is considering the use of artificial intelligence to save time creating influential assessment profile reports of offenders as they go to federal prisons, and is running a small-scale trial to test it, the Star has learned.
 
Carney government releases AI road map that aims to make Canada a leader
Federal Politics
 
Carney government releases AI road map that aims to make Canada a leader
Mentioned in lengthy documents tabled in Parliament last month and confirmed by Correctional Service Canada (CSC), the test run comes as the Carney government tries to ramp up AI adoption, including with billions in a national strategy released this week.
But the prison trial, which CSC says has not yet been used in real cases, is raising concerns from AI experts, criminal defence lawyers and the federal NDP’s public safety critic, who argue a widespread adoption could lead to crucial errors, exacerbate racial biases and put offenders and victims at risk.
                                            There IS A 100% OF EVIDENCE URGENT CALL FOR HELP
MY MENTORS ARE MY GRIEF

This will be a story of a twelve years old boy who had been brutalized at the REGAL ROAD PUBLIC SHCOOL, by theirs Principal CHRISTINE VON AECH and VICE-PRINCIPAL, KIKI KARILIADIS who put- forth false allegations against my son and use my son as a acapegoat for racism and foul-play caused by others students from the above mentioned school. 
 
Criminal profile reports, as they are called, are detailed “foundational documents” prepared by CSC staff during a prisoner’s intake process that identify risks and play a role in major decisions like access to programs and likelihood of parole.
 
Drawing from scores of official documents, they include details about an offender’s criminal history, the circumstances of their crimes, patterns of violence or behavioural, mental health and addiction issues, family and social background, trauma history, education and employment records, and even victim impact statements.
 
“This is what defines your offence cycle,” criminal defence lawyer Nora Demnati said of those reports. “It will have an impact on everything else that comes.”
 
Following queries from the Star, a spokesperson for CSC said it’s “exploring whether AI can help staff review and organize information from existing documents more efficiently when preparing a criminal profile during intake,” while maintaining “human review, quality and accuracy.”
 
“The focus is on helping staff with time-intensive document review, analysis and information extraction from source materials used to prepare the criminal profile,” wrote Esther Mailhot, who added an evaluation is expected to be done by the end of June and no final decision is made.
 
                               To Be or Not to Be                                                         
 
The Carney government inked a $123,000 contract with consulting giant Accenture to run the pilot from February to end of May, according to documents released in Parliament in response to questions from a Conservative MP about details of all federal AI contracts.
Accenture is only using “anonymized sample documents” or “artificially created” information for the trial, Mailhot said, and the tool “has not been used in any operational setting.”
 
But if Ottawa adopts this tool moving forward, mistakes are “very likely” said Jennifer Evans, principal at the consultancy and research firm PatternPulse AI.
That’s because AI is a “probabilistic technology” based on pattern recognition, she said, and “it is always architecturally going to make errors.”
 
“There is no dispensing with that. No amount of training, no amount of what people will call better data will ever erase the issues of hallucination, and in fact, when proper nouns, name, information, where there’s a lot of very specific components to the data, the hallucination rate is higher,” Evans told the Star.
 
And putting in the work to catch those mistakes could cancel out any time savings, she said.
“Errors are hard to detect, and they propagate, and unless you do have somebody paying very close attention to the accuracy of each individual record, you’re not going to know if it was conducted properly or not, and that almost obviates the utility of the software itself in this particular use case,” Evans said. 
 
 
That’s why the Carney government should slow down and consult widely, including with the CSC union, its lawyers and the Privacy Commissioner of Canada before going further, said NDP MP Jenny Kwan, the party’s public safety critic. Neither the Union of Safety and Justice Employees or the Office of the Privacy Commissioner have been consulted yet, they told the Star.
 
Kwan warned of a multitude of legal concerns that go both ways and can have a “cascading impact”: Violating the rights of inmates if mistakes are added to reports, on one hand, or hurting victims and prison staff if crucial information is missed by the AI summaries, on the other.
 
“When you have those kinds of risks associated with correctional policing matters, you can imagine what the huge ramifications might be,” Kwan told the Star. “You could potentially compromise people’s legal rights.”
 
AI use by the Canadian government, including military contracts with the controversial American tech company Palantir, have been under scrutiny in recent weeks.
 
Ottawa’s latest deal with U.S. data giant Palantir raises warnings
 
Federal Politics
Ottawa’s latest deal with U.S. data giant Palantir raises warnings
Howard Sapers, the executive director of the Canadian Civil Liberties Association who was Canada’s Correctional Investigator from 2004 to 2016, said he commonly received complaints about outdated information in offenders’ files, an issue that will not improve with mistake-prone AI.
 
“That stale dated or inaccurate information, when it gets replicated, it replicates the same problem, and that can result in a negative recommendation for parole. It can result in a higher than necessary security classification, and it can result in somebody not being able to get into a useful correctional program that would help them avoid criminality,” Sapers told the Star.
 
Grandmother wants answers after the death of her grandson, who died after suffering injuries while in foster care.
 
Demnati, a member of the Canadian Bar Association’s committee on imprisonment and release, said she is also concerned introducing AI to the creation of criminal profile reports could exacerbate biases against Black and Indigenous people.
 
“We already have concerns with assessments that are being done with humans,” Demnati told the Star.
 
CSC said that the “ability to assess potential bias was constrained” given the limited testing, but said that issue and “ethical considerations” have “been identified as risks, and more comprehensive testing would be required if the work proceeds further.”
 

Citing a recent auditor general report that concluded CSC “failed to identify and eliminate systemic barriers that persistently disadvantage certain groups of offenders,” Public Safety Minister Gary Anandasangaree told the Star “there’s a world in which individual biases may be better addressed through a neutral system, as opposed to individual human decision making,” though he stressed humans are still getting the final say.

                                                               
Police Killing of Rodrigo Hector Almonacid Gonzalez Raises Questions about SIU (Toronto)

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