AI output is not automatically proof

An AI-generated report may reflect choices about data, software settings, confidence thresholds, and human review. Errors can result from incomplete data, poor-quality recordings, incorrect assumptions, or limitations in a model. A useful investigative lead is not necessarily admissible trial evidence, and the State still bears its burden of proving the charged offense beyond a reasonable doubt.

Defense review may focus on what the system did, what information it received, whether the method can be tested, who interpreted the result, and whether the underlying material is available. When expert testimony is offered, Florida’s evidence rules may require the court to evaluate the expert’s qualifications and the reliability and application of the methodology.

Deepfakes and authentication

Deepfakes are synthetic or altered media produced with machine-learning tools. They can imitate a person’s face or voice or modify an existing recording. But digital media should not be labeled authentic or fake based on appearance alone.

Florida Statutes section 90.901 requires authentication or identification as a condition of admissibility. Depending on the evidence, authentication may involve witness testimony, account records, metadata, original files, device data, chain-of-custody evidence, or expert analysis. The particular foundation depends on what the evidence is and what the proponent claims it shows.

Questions for digital evidence

• Source: Where did the file come from, and who had access to it?
• Original data: Is the native file available, or only a compressed copy or screenshot?
• Metadata: Do creation, modification, location, or device records support the claimed timeline?
• Integrity: Was a forensic image made, and can hash values or other records help show whether the data changed?
• Chain of custody: How was the evidence collected, stored, transferred, and analyzed?
• Methodology: If software generated a conclusion, is the method reliable and was it applied appropriately?
• Context: Has material been cropped, edited, enhanced, or separated from the surrounding conversation?

Search and constitutional issues

Digital evidence may come from a phone, computer, cloud account, camera system, social platform, or third-party service. The legality and scope of the search can depend on the warrant, consent, the location of the data, and the method used to obtain it. In Riley v. California, the U.S. Supreme Court generally required a warrant before police search digital information on a cell phone seized during an arrest, subject to recognized exceptions.

A defense lawyer may examine whether a warrant was supported by probable cause, whether it described the data to be searched with sufficient particularity, and whether investigators exceeded its scope. Separate evidence rules may govern relevance, hearsay, unfair prejudice, expert testimony, and the use of summaries or enhanced media.

A careful, evidence-specific review

AI tools and deepfake technology are developing quickly, but existing principles still matter: identify the source, preserve the original material, test the method, disclose limitations, and provide an adequate evidentiary foundation. The analysis should be tied to the actual file and procedure rather than assumptions about what AI can or cannot do.

If artificial intelligence, facial comparison, synthetic media, or other digital evidence is involved in a Florida criminal investigation, Roy J. Kahn can review the collection, authentication, and proposed use of that evidence. No lawyer can guarantee a result, and every matter depends on its facts and applicable law.

This article provides general information and is not legal advice. Reading it does not create an attorney-client relationship.

The post AI, Deepfakes, and Digital Evidence in Florida Criminal Cases appeared first on Roy Kahn Law.

Phones, messages, social posts, and location records can matter in a Florida criminal case. Their value depends on how they were obtained, whether they can be linked to a person, and what the complete records show. No single screenshot necessarily tells the whole story.

What counts as digital evidence?

Investigators may seek texts, emails, photos, app data, device location, cloud records, and public social posts. An account name or phone number does not, by itself, settle who authored a message or used a device at a particular time. Records can also lack context, contain errors, or show only part of a conversation.

Can police search a phone after an arrest?

In Riley v. California, the U.S. Supreme Court held that officers generally need a warrant to search digital information on a phone seized from a person during an arrest. Other legal grounds or exceptions may apply in particular circumstances. A warrant has a scope, and collection from a provider or another device can raise different questions. Counsel should review the actual warrant, consent, circumstances, and method of collection before drawing conclusions.

How can electronic records be challenged?

Florida’s evidence code requires authentication or identification as a condition of admissibility. Depending on the record, the court may consider witness testimony, account details, metadata, device access, and other corroboration. An attorney can also review whether the government has produced complete records, whether a search exceeded its lawful scope, and whether an objection under the evidence rules applies. An irregularity does not automatically make all evidence inadmissible.

Deleted data are not always recoverable. Recovery depends on the device, app, backups, provider retention, and elapsed time. Conversely, a person should not assume deleting a post or message will keep it out of a case. Preserve relevant material and discuss it with counsel; avoid posting about a pending investigation.

What should you do if investigators contact you?

Do not guess about a record or give a false account. You may ask to speak with an attorney before discussing the facts. Keep notices, device details, and communications that counsel may need to examine. Whether a particular search or item of evidence can be challenged is a fact-specific question.

This article provides general information, not a prediction of any case result. For a consultation about a Florida criminal investigation, contact Roy J. Kahn, P.A. at 305-358-7400.

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Which cases use a sentencing scoresheet?

The Florida Criminal Punishment Code, § 921.002, generally governs noncapital felony offenses committed on or after October 1, 1998. The worksheet in § 921.0024 provides the point calculation. A misdemeanor case may follow different sentencing rules. A score also must be read alongside any applicable mandatory minimum, statutory maximum, or specialized sentencing provision.

What goes into the point total?

The primary offense is the most serious offense for scoring purposes. Additional offenses, prior convictions, victim injury, legal status, community sanction violations, and certain other statutory factors can affect the total. The severity ranking of a felony matters, so counsel should compare the offense and statutory citation on the scoresheet with the charging document and the applicable offense severity chart.

Questions worth checking include whether a prior conviction belongs on the record, whether an alleged injury is supported and scored under the right category, whether a legal-status factor applies, and whether any enhancement duplicates another assessment. These are case-specific legal questions. A proposed score may change as charges or facts are resolved.

Does the score require prison?

Under § 921.0024, a total of 44 points or fewer ordinarily has a nonstate-prison sanction as the lowest permissible sentence, though the court can impose prison within applicable limits. Above that threshold, the statutory formula establishes a lowest permissible sentence. Other provisions can restrict discretion. The score is therefore a starting point for legal analysis, not a promise of probation or a fixed sentence.

Section 921.0026 lists circumstances that may justify a lawful downward departure, subject to its requirements and other applicable law. A legitimate, uncoerced plea agreement is among the listed circumstances. Whether any basis is available, and whether a mandatory minimum affects it, must be examined in the specific case.

Why do offense dates and amendments matter?

The correct version of a statute may depend on when the alleged offense occurred and the effective date of an amendment. A headline about a new sentencing law does not show that it changes an existing case. Counsel should check the text of the enactment and controlling decisions rather than assume an increase or decrease applies retroactively.

Before making a plea decision

Ask to review the proposed scoresheet, charging document, prior record, and any claimed mandatory penalty. Discuss disagreements with counsel before signing a plea agreement. Roy J. Kahn, P.A. can assess the record and explain potential issues in a Florida criminal case. To request a consultation, call 305-358-7400.

This is general information, not legal advice. Sentencing depends on the facts, the governing law, and court proceedings.

The post How to Review a Florida Felony Sentencing Scoresheet appeared first on Roy Kahn Law.

When can the state seek pretrial detention?

Florida Statutes § 907.041 identifies circumstances in which detention may be sought or required and sets procedures for the hearing. The statute defines a list of “dangerous crimes” for these purposes and addresses risks to safety, appearance, and the judicial process. The exact charged offense and statutory ground should be identified before assessing a detention motion. A serious charge does not dispense with the legal findings required by the applicable provision.

The law also distinguishes detention from release on monetary or nonmonetary conditions. Under § 903.046, a court deciding bail considers the nature of the charge and evidence, community ties and resources, prior conduct and appearances, danger to others, and other listed factors. The purpose is to secure appearance and protect the community against unreasonable danger.

What happens at the hearing?

Under § 907.041, the state attorney has the burden of showing the need for pretrial detention. The defendant is entitled to counsel, to present witnesses and evidence, and to cross-examine witnesses. Trial evidence rules do not apply in the same way at the detention hearing, and the statute sets specific limits on evidence. The court’s detention order must rest on evidence presented at the hearing and include findings of fact and conclusions of law.

The statute provides short hearing deadlines that depend on the type and timing of the motion, with rules for continuances. Because those details matter, a person in custody or a family member should promptly tell counsel about the first appearance, any motion, and upcoming hearing date. Counsel can review whether the alleged ground for detention applies and what information is relevant to proposed conditions.

What if the court allows release?

Release may have conditions. Section 903.047 includes duties to refrain from criminal activity and to comply with a no-contact order when imposed. Courts may set additional appropriate conditions, such as reporting, travel limits, or restrictions on weapons. Read the actual order, appear at every hearing, and ask counsel to seek modification through the court if a condition is unclear or unworkable. Violating a condition may have consequences for release.

Can detention be reconsidered?

Section 907.041 permits a party to seek reconsideration before trial when previously unknown information materially bears on whether conditions can reasonably assure appearance and safety. It is not an automatic second hearing. Counsel should assess the new information and the court’s prior findings.

Roy J. Kahn, P.A. can review a Florida pretrial matter based on the charge, motion, and available record. Call 305-358-7400 to request a consultation.

This overview is general information, not legal advice. The governing law and facts of an individual case control.

The post What Happens at a Florida Pretrial Detention Hearing? appeared first on Roy Kahn Law.

How does a Florida court decide pretrial release?

Under Florida Statutes § 903.046, bail determinations aim to secure a defendant’s appearance and protect the community. Courts consider the charged offense and evidence, community ties, financial resources, criminal history, prior failures to appear, and other listed factors. Conditions can include a bond and restrictions tailored to the case. Release is not automatic, and a charge alone does not settle what conditions should apply.

Section 907.041 addresses pretrial detention and release, including specified circumstances and procedures for detention. The court must apply the current statutory standard and case-specific evidence. A lawyer can review the charging documents, allegations, conditions, and available evidence before a hearing. A person released before trial should follow every court order and seek legal advice before contacting a witness or discussing the case.

How does Florida felony sentencing work?

For many noncapital felonies, the Criminal Punishment Code provides the sentencing framework. The scoresheet under § 921.0024 accounts for the primary offense, additional offenses, prior record, victim injury, legal status, and other applicable factors. The resulting points inform the lowest permissible sentence; they do not alone guarantee probation or prison, and statutory maximums, mandatory minimums, and other provisions can also matter.

In an individual case, counsel may examine whether the offense level, prior convictions, injury points, enhancements, and dates were recorded correctly. A scoring error can affect the calculation, but a correction does not promise a particular sentence. Section 921.0026 identifies circumstances that may support a lawful departure below the lowest permissible sentence; whether a departure is available depends on the facts and applicable law.

Do changes to the law apply to an older case?

The answer depends on the text and effective date of the particular enactment, the date of the alleged offense, and whether a provision is substantive or procedural. It is unsafe to assume a new penalty or scoring rule applies retroactively. An attorney should compare the governing version of each statute, the charging instrument, and any controlling court decisions. Pretrial and sentencing questions also arise at different stages of the case.

What should someone facing charges do?

Keep the court date and release paperwork, comply with conditions, and give counsel a complete account of prior cases and relevant records. Ask for an explanation of any proposed scoresheet and alleged mandatory penalty before making a plea decision. Roy J. Kahn, P.A. can review a Florida criminal matter and discuss potential defenses and sentencing issues based on the actual record. Call 305-358-7400 to request a consultation.

This article is general information, not legal advice. The law and outcome depend on the specific facts and applicable version of the statute.

The post Florida Pretrial Release and Sentencing Rules in Criminal Cases appeared first on Roy Kahn Law.

A police stop can involve different rules depending on whether you are driving, walking, detained, or arrested. Stay calm, keep your hands visible, and do not physically resist. The facts of a stop matter to any later challenge.

Why can an officer stop me?

Florida’s Stop and Frisk Law allows a temporary detention when an officer reasonably suspects a person has committed, is committing, or is about to commit a crime. A traffic violation can independently justify a vehicle stop. An officer does not need probable cause to arrest before every brief stop, but the detention must remain within lawful limits. Ask, “Am I free to leave?” If the officer says no, do not leave or resist; the legality can be reviewed later.

Must I identify myself or answer questions?

If you are driving, Florida law generally requires you to display your license on demand; carry and show the other driving documents required by law. A different encounter on foot can present different identification issues. Florida law prohibits giving a false name or false identification during a lawful detention or arrest. You can say that you wish to remain silent about investigative questions. Do not lie. Ask for a lawyer if you are arrested or subjected to custodial questioning. Miranda warnings concern custodial interrogation, not every roadside conversation.

Can I refuse a search?

You may say clearly, “I do not consent to a search.” Refusal alone does not authorize a search. It also does not prevent officers from acting under a valid warrant or a recognized exception, such as a lawful search incident to arrest, exigent circumstances, or a vehicle search supported by probable cause. A limited protective frisk requires its own legal basis; a stop does not automatically permit a general search. Do not obstruct an officer who proceeds. Tell your attorney what happened so counsel can evaluate a motion to suppress where supported by the facts.

What should I do afterward?

Record the time and location, the officers’ names or badge numbers if known, what was said, and any witnesses. Preserve citations, receipts, and available video. If you face a charge, an attorney can examine the reason for the stop, its duration, any search, and whether evidence is admissible. Suppression or dismissal is not automatic after a disputed stop.

This is general information, not advice about your particular circumstances. To discuss a Florida criminal matter with Roy Kahn, call 305-358-7400.

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A plea agreement can resolve a criminal charge without a trial. Whether accepting one makes sense depends on the evidence, the available defenses, the proposed sentence, and consequences beyond the courtroom. A plea should be a decision made with a clear understanding of its terms, rather than a reaction to pressure or uncertainty.

What is a plea agreement?

The prosecutor and defense may discuss an agreement involving a charge, sentencing recommendation, or other terms. A defendant may plead guilty or no contest. The court has its own duties before accepting a plea; an agreement between the parties does not by itself guarantee that the judge will accept every proposed term. Florida Rules of Criminal Procedure 3.171 and 3.172 govern plea discussions and acceptance.

What can a plea offer?

A negotiated resolution may provide a known disposition and avoid the time, cost, and risk of trial. The terms may address a charge reduction, a sentencing recommendation, probation, restitution, or other conditions. The value of an offer cannot be judged by comparing only the headline charge or maximum sentence. For example, probation conditions, fines, adjudication, and any mandatory minimum may materially affect the result.

What rights and consequences should be reviewed?

Before accepting a guilty or no-contest plea, the judge must determine that it is voluntary and that a factual basis exists. Rule 3.172 requires the court to address the defendant and confirm understanding of specified matters, including the nature of the charge, maximum possible penalty, applicable mandatory minimum, and rights given up by pleading. The precise colloquy and warnings depend on the rule and case.

A plea may also affect employment, professional licenses, immigration status, housing, driving privileges, firearm rights, or later proceedings. The effect of a withheld adjudication is not the same for every purpose. Someone who is not a U.S. citizen should obtain advice tailored to immigration consequences before entering a plea. A defendant should ask counsel which consequences are known, which require specialist advice, and which terms must be written into the agreement.

How should an offer be evaluated?

• Review the discovery and the strength and weaknesses of the prosecution’s evidence.
• Identify motions or defenses that may change the case.
• Compare the offer with realistic trial risks, including the range of possible sentences.
• Read the written terms and ask whether the court is bound by any recommendation.
• Discuss collateral consequences and deadlines before making a decision.

The decision belongs to the defendant after informed consultation with counsel. Neither a plea nor a trial guarantees a particular outcome. If you are considering a Florida plea offer, a criminal defense attorney can review the agreement and the case-specific alternatives with you before the hearing.

This article provides general information, not legal advice for an individual case.

The post The Truth About Plea Bargains: Should You Accept One? appeared first on Roy Kahn Law.

Florida’s “Stand Your Ground” provisions address when a person may use or threaten force in self-defense without retreating. The rules depend on the kind of force and the circumstances. A sincere fear alone does not establish legal justification; the statute asks whether the belief and response were reasonable under its terms.

What does § 776.012 permit?

Under Florida Statutes § 776.012(1), a person may use or threaten nondeadly force when and to the extent reasonably believed necessary to defend against another’s imminent use of unlawful force. The person has no duty to retreat before using force justified under that subsection.

Deadly force has a narrower standard. Section 776.012(2) allows it when a person reasonably believes it is necessary to prevent imminent death or great bodily harm to the person or another, or to prevent the imminent commission of a forcible felony. The right to stand one’s ground without retreating under that subsection also requires that the person not be engaged in criminal activity and be somewhere they have a right to be.

Does the law always grant immunity?

No. Section 776.032 provides immunity from criminal prosecution and certain civil actions for justified force under specified provisions, subject to statutory limits. Law enforcement may investigate the incident. A person can also be arrested if officers find probable cause that the force was unlawful. No one should assume that invoking “Stand Your Ground” immediately ends an investigation or charge.

At a pretrial immunity hearing in a criminal prosecution, the defendant must first raise a prima facie claim. The party seeking to overcome immunity then bears the burden of proving by clear and convincing evidence that immunity does not apply. If the claim fails, other defense issues may still be litigated. The evidence and procedure matter.

What can limit a self-defense claim?

The law distinguishes defending a person from defending property. Section 776.031 places separate limits on deadly force in defense of property. The home protection rules in § 776.013 also have specific conditions and presumptions. In addition, § 776.041 limits justification for a person committing a forcible felony or initially provoking force, with exceptions set out in the statute. An investigation should examine the sequence of events, location, threats, witnesses, video, and any prior conduct rather than rely on a slogan.

What should someone facing charges do?

Preserve available evidence and seek legal advice promptly. A lawyer can compare the facts with the relevant self-defense provision and evaluate whether a pretrial immunity motion is supported. No particular legal result is guaranteed. Roy J. Kahn, P.A. can discuss the charges and potential defenses in a Florida case.

This article offers general information, not advice for any individual incident.

The post Florida’s Stand Your Ground Law: What You Need to Know appeared first on Roy Kahn Law.

Florida cybercrime charges cover different offenses; “cybercrime” is a broad label, not a single offense. A case may involve alleged unauthorized access, damage to data or systems, identity theft, fraud, online communications, or possession of unlawfully obtained information. The applicable statute, required mental state, and potential penalties depend on the conduct charged and whether the case is prosecuted in state or federal court.

Florida computer-related offenses

Florida’s Computer Crimes Act appears in Chapter 815 of the Florida Statutes. Section 815.06 addresses specified conduct involving computers, computer systems, networks, and electronic devices when a person acts willfully, knowingly, and without authorization. Section 815.04 separately addresses certain offenses involving data, programs, supporting documentation, trade secrets, and computer contaminants.

Identity-related allegations may also implicate section 817.568, which covers criminal use of personal identification information. Other fraud, theft, stalking, extortion, or communications statutes may apply depending on the alleged acts.

Federal computer allegations

Federal investigations may involve the Computer Fraud and Abuse Act, 18 U.S.C. § 1030, as well as wire-fraud, access-device, identity-theft, conspiracy, or obstruction provisions. Federal jurisdiction and charging decisions can depend on the system involved, interstate communications, financial loss, government interests, and other facts.

Authorization and intent

Authorization is often central. Investigators may examine account permissions, employment policies, system notices, credential use, and communications about access. The fact that a person had technical ability to enter a system does not necessarily resolve whether the access was authorized. At the same time, a prior relationship with an employer or account owner does not automatically permit every use.

Many offenses also require proof of a particular mental state. The prosecution may rely on messages, search history, login records, deletion activity, payment records, or efforts to conceal conduct. The defense may examine whether those materials reliably establish who acted, what that person knew, and what he or she intended.

Digital evidence and forensic questions

Digital evidence can include devices, cloud accounts, server logs, IP addresses, metadata, location information, and records obtained from service providers. Important questions may include:

• Who possessed or controlled the device or account?
• Could multiple people access the credentials, network, or hardware?
• Were timestamps, logs, and forensic images collected and interpreted correctly?
• Was evidence altered, overwritten, remotely accessed, or taken out of context?
• Was the search authorized by a valid warrant, consent, or another legal exception?
• Can the prosecution authenticate the evidence and connect it to the accused?

A defense review may involve an independent forensic consultant, but not every case requires one. Counsel should first identify the disputed technical issues, available discovery, and proportional cost.

Preserving evidence and avoiding additional exposure

A person who learns of an investigation should not delete accounts, wipe devices, alter files, contact potential witnesses about their testimony, or attempt to “fix” logs. Those actions can destroy useful evidence and may create separate legal issues. Preserve devices and records, avoid posting about the matter, and obtain legal advice before communicating with investigators or consenting to searches.

Requesting a case review

If you are facing a Florida or federal investigation involving computers or digital evidence, you may contact Roy J. Kahn, P.A. at 305-358-7400 to request a consultation. Counsel can review the specific charge, the government’s evidence, and any issues involving authorization, intent, search procedures, or attribution. No attorney can guarantee dismissal, acquittal, or another result.

Disclaimer: This article provides general educational information and is not legal advice. Laws and procedures may change, and outcomes depend on the facts of each matter. Reading this article does not create an attorney-client relationship. Consult a qualified attorney about a specific situation.

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How social media may be used

Online material may help establish a timeline, identify people or locations, test an alibi, show a relationship between witnesses, or provide context for an alleged event. It can also be used to challenge a witness’s memory or credibility. The same material may support the defense when it preserves favorable communications, shows that content was misunderstood, or reveals that another person controlled an account.

Public posts may be viewed without accessing a private account. Nonpublic content and provider records raise different legal questions. Depending on what is sought and who seeks it, investigators may use a warrant, subpoena, court order, consent, or another lawful method. Federal law, including the Stored Communications Act, can affect what a platform may disclose.

Authentication and admissibility

Before evidence is admitted, the proponent generally must show that it is what the proponent claims it to be. Florida Statutes section 90.901 addresses authentication or identification. A profile name or screenshot alone may not answer who created a post, whether the account was compromised, or whether the image is complete.

Other evidence rules also matter. A court may consider relevance, unfair prejudice, hearsay, completeness, and whether an original or reliable duplicate is required. A party’s own statement may be treated differently from a third party’s statement. The purpose for which the evidence is offered can also affect the hearsay analysis.

Questions the defense may investigate

• Account attribution: Who had access to the account, device, password, or shared login?
• Authenticity: Is there reliable evidence connecting the content to its alleged author?
• Completeness and context: Was a message thread, video, or conversation cropped or selectively preserved?
• Metadata and preservation: Do timestamps, account records, device data, or original files support or contradict the screenshot?
• Lawful acquisition: How did law enforcement obtain private communications or account information?
• Relevance and prejudice: Does the content actually prove a disputed issue, and could it unfairly mislead the jury?

Do not delete or alter potential evidence

If an investigation or case is underway, deleting posts, messages, accounts, or devices can create additional legal and practical problems. Deletion may not erase provider copies or screenshots held by others, and it may lead to allegations that evidence was intentionally destroyed. A safer course is to preserve the material and obtain legal advice before changing an account or responding online.

Privacy settings are useful, but they do not guarantee that content will remain private. Friends, followers, recipients, platform providers, and people with access to a device may preserve or share it. Discussing the facts of a pending case online can also create new statements for investigators to examine.

Practical steps

A person involved in a criminal investigation should avoid posting about the allegations, witnesses, evidence, court appearances, or strategy. Do not ask another person to delete or edit content. Preserve relevant devices and communications, and tell counsel promptly about accounts or posts that may matter—including content that appears favorable.

If social media evidence is involved in a Florida criminal matter, Roy J. Kahn can review how the material was obtained, preserved, authenticated, and used. No attorney can guarantee an outcome; each case depends on its specific facts and the governing law.

This article provides general information and is not legal advice. Reading it does not create an attorney-client relationship.

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