AnthonyD.CATA
@catarisklab.com
AI Governance Architect. Auditing US Vendors for Swiss Banking Compliance.
🔗 https://catarisklab.com
🔗 linkedin.com/in/anthonycata
🔗 huggingface.co/Cata-Risk-Lab
🔗 github.com/dcata004
🔗 https://catarisklab.com
🔗 linkedin.com/in/anthonycata
🔗 huggingface.co/Cata-Risk-Lab
🔗 github.com/dcata004
your model is biased because your training data is biased. you can't rlhf your way out of historical racism.
you need a forensic data audit.
you need a forensic data audit.
February 10, 2026 at 11:32 PM
your model is biased because your training data is biased. you can't rlhf your way out of historical racism.
you need a forensic data audit.
you need a forensic data audit.
bias isn't just unethical. it's expensive.
florida hb 527 means you pay fines if you can't explain the denial. "black box" is no longer a defense.
florida hb 527 means you pay fines if you can't explain the denial. "black box" is no longer a defense.
February 10, 2026 at 1:14 AM
bias isn't just unethical. it's expensive.
florida hb 527 means you pay fines if you can't explain the denial. "black box" is no longer a defense.
florida hb 527 means you pay fines if you can't explain the denial. "black box" is no longer a defense.
if your hiring ai filters out resumes based on zip code, that's not "data driven." that's digital redlining.
the eeoc is watching. audit the weights.
the eeoc is watching. audit the weights.
February 9, 2026 at 11:14 PM
if your hiring ai filters out resumes based on zip code, that's not "data driven." that's digital redlining.
the eeoc is watching. audit the weights.
the eeoc is watching. audit the weights.
red-teamed a "secure" enterprise bot yesterday. took us 4 prompts to extract the ceo's calendar.
security through obscurity is dead. test your stack.
security through obscurity is dead. test your stack.
February 9, 2026 at 10:14 PM
red-teamed a "secure" enterprise bot yesterday. took us 4 prompts to extract the ceo's calendar.
security through obscurity is dead. test your stack.
security through obscurity is dead. test your stack.
sovereignty check: your cloud provider says "encrypted at rest," but the keys are held in virginia.
that means the us gov has the master key. physics matters.
that means the us gov has the master key. physics matters.
February 8, 2026 at 5:30 PM
sovereignty check: your cloud provider says "encrypted at rest," but the keys are held in virginia.
that means the us gov has the master key. physics matters.
that means the us gov has the master key. physics matters.
privacy notice: if your staff is pasting pii into a public model, you don't have a "data lake." you have a data leak.
server logs don't lie.
server logs don't lie.
February 8, 2026 at 4:30 PM
privacy notice: if your staff is pasting pii into a public model, you don't have a "data lake." you have a data leak.
server logs don't lie.
server logs don't lie.
prompt injection isn't a bug. it's a feature of how llms work. you can't "patch" it.
you have to sanitize the input stream before it hits the model. we build the filter.
you have to sanitize the input stream before it hits the model. we build the filter.
February 8, 2026 at 2:30 PM
prompt injection isn't a bug. it's a feature of how llms work. you can't "patch" it.
you have to sanitize the input stream before it hits the model. we build the filter.
you have to sanitize the input stream before it hits the model. we build the filter.
agentic workflows are just fast-moving liability generators.
if you can't trace the decision tree, you can't defend the lawsuit. map the logic.
if you can't trace the decision tree, you can't defend the lawsuit. map the logic.
February 7, 2026 at 10:39 PM
agentic workflows are just fast-moving liability generators.
if you can't trace the decision tree, you can't defend the lawsuit. map the logic.
if you can't trace the decision tree, you can't defend the lawsuit. map the logic.
autonomous agents need a kill switch hard-coded at the kernel level.
if your safety layer is just a prompt saying "be nice," you're already breached.
if your safety layer is just a prompt saying "be nice," you're already breached.
February 7, 2026 at 3:39 PM
autonomous agents need a kill switch hard-coded at the kernel level.
if your safety layer is just a prompt saying "be nice," you're already breached.
if your safety layer is just a prompt saying "be nice," you're already breached.
agents are cool until they start hallucinating api calls. found a bot trying to delete production databases because it "thought" they were redundant.
hard constraints save lives.
hard constraints save lives.
February 7, 2026 at 2:39 PM
agents are cool until they start hallucinating api calls. found a bot trying to delete production databases because it "thought" they were redundant.
hard constraints save lives.
hard constraints save lives.
your agentic ai just negotiated a contract with a vendor because you gave it write-access to your email.
that's not automation. that's unauthorized signing authority.
that's not automation. that's unauthorized signing authority.
February 7, 2026 at 2:10 AM
your agentic ai just negotiated a contract with a vendor because you gave it write-access to your email.
that's not automation. that's unauthorized signing authority.
that's not automation. that's unauthorized signing authority.
if your ai strategy is "spend money and hope," you're not a cto. you're a gambler.
we audit the math, not the dream.
we audit the math, not the dream.
February 7, 2026 at 1:10 AM
if your ai strategy is "spend money and hope," you're not a cto. you're a gambler.
we audit the math, not the dream.
we audit the math, not the dream.
your competitor just paused their ai rollout because the unit economics don't work.
smart move. don't bankrupt your opex for a chatbot that lies.
smart move. don't bankrupt your opex for a chatbot that lies.
February 6, 2026 at 10:10 PM
your competitor just paused their ai rollout because the unit economics don't work.
smart move. don't bankrupt your opex for a chatbot that lies.
smart move. don't bankrupt your opex for a chatbot that lies.
market correction inbound. when the hype dies, the only thing left will be the regulations.
are you solvent in a post-compliance world?
are you solvent in a post-compliance world?
February 6, 2026 at 2:46 AM
market correction inbound. when the hype dies, the only thing left will be the regulations.
are you solvent in a post-compliance world?
are you solvent in a post-compliance world?
the "ai revolution" is just a cap-ex bubble if you can't prove roi. your board doesn't want another poc. they want a liability shield.
we build the latter.
we build the latter.
February 6, 2026 at 1:46 AM
the "ai revolution" is just a cap-ex bubble if you can't prove roi. your board doesn't want another poc. they want a liability shield.
we build the latter.
we build the latter.
system status: online. miami. zurich. sydney. three timezones. continuous monitoring. the lab doesn't sleep. neither do the threats. link in reply.
February 5, 2026 at 11:46 PM
system status: online. miami. zurich. sydney. three timezones. continuous monitoring. the lab doesn't sleep. neither do the threats. link in reply.
the swiss risk calculator is free. no email gate. no demo call. no "let's schedule a discovery session." just a tool that tells you if you're exposed. use it. link in reply.
February 5, 2026 at 2:14 AM
the swiss risk calculator is free. no email gate. no demo call. no "let's schedule a discovery session." just a tool that tells you if you're exposed. use it. link in reply.
pushed an update to veritas. now catches financial hallucinations with 94% precision using a judge model architecture. human review is too slow. automate the audit. repo in reply.
February 5, 2026 at 1:14 AM
pushed an update to veritas. now catches financial hallucinations with 94% precision using a judge model architecture. human review is too slow. automate the audit. repo in reply.
we don't sell advice. we sell infrastructure. advice is a pdf that gets filed. infrastructure is a script that runs every night and alerts you before the breach. different products.
February 5, 2026 at 12:14 AM
we don't sell advice. we sell infrastructure. advice is a pdf that gets filed. infrastructure is a script that runs every night and alerts you before the breach. different products.
a consultant gives you a risk assessment. we give you the evidence package you'll need when the regulator asks for documentation. one of these is useful in court.
February 4, 2026 at 2:32 AM
a consultant gives you a risk assessment. we give you the evidence package you'll need when the regulator asks for documentation. one of these is useful in court.
the sec is asking firms to explain their algorithmic trading decisions. "the model said so" is not an explanation. explainability isn't optional anymore. it's subpoena insurance.
February 4, 2026 at 1:32 AM
the sec is asking firms to explain their algorithmic trading decisions. "the model said so" is not an explanation. explainability isn't optional anymore. it's subpoena insurance.
insurance companies are adding ai exclusion clauses. if your model causes harm, you're not covered. read your policy. then read it again. then call us.
February 3, 2026 at 11:32 PM
insurance companies are adding ai exclusion clauses. if your model causes harm, you're not covered. read your policy. then read it again. then call us.
your chatbot hallucinated a refund policy that doesn't exist. a customer screenshotted it. their lawyer is calling it a binding offer. "hallucination" is a cute word for "liability generation."
February 3, 2026 at 1:14 AM
your chatbot hallucinated a refund policy that doesn't exist. a customer screenshotted it. their lawyer is calling it a binding offer. "hallucination" is a cute word for "liability generation."
eu ai act math: 7% of global turnover. for a mid-size saas company, that's not a fine. that's liquidation. compliance isn't a cost center. it's survival.
February 2, 2026 at 11:14 PM
eu ai act math: 7% of global turnover. for a mid-size saas company, that's not a fine. that's liquidation. compliance isn't a cost center. it's survival.
board members in switzerland: nfadp fines are personal. not corporate. personal. if your company leaks data, they come for your bank account. not the company's. maybe prioritize that audit.
February 2, 2026 at 10:14 PM
board members in switzerland: nfadp fines are personal. not corporate. personal. if your company leaks data, they come for your bank account. not the company's. maybe prioritize that audit.