🔗 linkedin.com/in/anthonycata
🔗 huggingface.co/Cata-Risk-Lab
🔗 github.com/dcata004
built veritas to fix this. it runs a judge protocol against your rag system, flags every claim that can't trace back to a source doc.
turns "we think it works" into "here's the quantified error rate."
repo in reply.
built veritas to fix this. it runs a judge protocol against your rag system, flags every claim that can't trace back to a source doc.
turns "we think it works" into "here's the quantified error rate."
repo in reply.
a geneva firm's credit scoring ai was accurate and profitable. but when a rejected applicant asked "why?" they couldn't answer.
penalty. ai offline. still.
a geneva firm's credit scoring ai was accurate and profitable. but when a rejected applicant asked "why?" they couldn't answer.
penalty. ai offline. still.
almost all of them shift regulatory liability entirely to you. they provide the tool. you absorb the fine.
a zurich client learned this for €850k. the vendor was safe in california.
check your jurisdiction clause before renewal.
almost all of them shift regulatory liability entirely to you. they provide the tool. you absorb the fine.
a zurich client learned this for €850k. the vendor was safe in california.
check your jurisdiction clause before renewal.
Here's the thing: "We're pretty sure it's fine" doesn't hold up in court. You need reproducible evidence chains.
If you can't prove it to a regulator, you can't deploy it. Full stop.
Here's the thing: "We're pretty sure it's fine" doesn't hold up in court. You need reproducible evidence chains.
If you can't prove it to a regulator, you can't deploy it. Full stop.
You know what they do read? A one-page heatmap. Red means liable. Yellow means fix it. Green means move on.
Showed one to a CEO last week. He killed three projects before lunch.
Clarity wins.
You know what they do read? A one-page heatmap. Red means liable. Yellow means fix it. Green means move on.
Showed one to a CEO last week. He killed three projects before lunch.
Clarity wins.
- wattle-guard (AU compliance forensics)
- swiss risk calculator (nFADP/EU AI Act)
- veritas (hallucination auditor)
compliance should require evidence, not a retainer.
repos in thread.
- wattle-guard (AU compliance forensics)
- swiss risk calculator (nFADP/EU AI Act)
- veritas (hallucination auditor)
compliance should require evidence, not a retainer.
repos in thread.
translation: they provide software, you absorb enforcement risk.
zurich client learned this at €850k. data routed through virginia. nFADP applied anyway.
swiss risk calculator on HF.
translation: they provide software, you absorb enforcement risk.
zurich client learned this at €850k. data routed through virginia. nFADP applied anyway.
swiss risk calculator on HF.
Three regulators. Three different screwdrivers. One multinational trying to use a single compliance playbook.
I've started calling it the Regulatory Pincer. It's not a compliment.
Three regulators. Three different screwdrivers. One multinational trying to use a single compliance playbook.
I've started calling it the Regulatory Pincer. It's not a compliment.
python forensic tool for australian SOCI Act and APP 8. maps actual server jurisdiction against regulatory requirements.
OAIC now requires evidence of data residency, not vendor attestation.
open source. repo in reply.
python forensic tool for australian SOCI Act and APP 8. maps actual server jurisdiction against regulatory requirements.
OAIC now requires evidence of data residency, not vendor attestation.
open source. repo in reply.
We scoped the exposure by Tuesday. Fixed it by Wednesday. Total cost: £4.5k.
The fine they sidestepped? North of £400k.
Sometimes the math is just... obvious.
We scoped the exposure by Tuesday. Fixed it by Wednesday. Total cost: £4.5k.
The fine they sidestepped? North of £400k.
Sometimes the math is just... obvious.
system processes data from munich user? extraterritorial provisions apply. €35M fines or 7% revenue.
UK SaaS company: 40% EU users, zero documentation, unaware of exposure.
geography is not determinative.
system processes data from munich user? extraterritorial provisions apply. €35M fines or 7% revenue.
UK SaaS company: 40% EU users, zero documentation, unaware of exposure.
geography is not determinative.
what moves decisions: single-page heatmap. red/yellow/green.
UK industrial client terminated three AI deployments before lunch using this format.
clarity, not volume.
what moves decisions: single-page heatmap. red/yellow/green.
UK industrial client terminated three AI deployments before lunch using this format.
clarity, not volume.
geneva firm incurred CHF 250k. their AI credit scorer held vendor certification. decision logic remained unexplainable.
certification ≠ compliance
swiss risk calculator maps this gap. HF link in reply.
geneva firm incurred CHF 250k. their AI credit scorer held vendor certification. decision logic remained unexplainable.
certification ≠ compliance
swiss risk calculator maps this gap. HF link in reply.
Translation: We sell you the software. You eat the fine.
A Zurich client learned this at €850k. Read your T&Cs, people.
#DataSovereignty
Translation: We sell you the software. You eat the fine.
A Zurich client learned this at €850k. Read your T&Cs, people.
#DataSovereignty
RAG hallucination auditor. runs secondary "judge" LLM against AI outputs. flags claims without source data traceability. outputs quantified hallucination rate for board reporting.
evidence, not attestation.
repo in reply.
RAG hallucination auditor. runs secondary "judge" LLM against AI outputs. flags claims without source data traceability. outputs quantified hallucination rate for board reporting.
evidence, not attestation.
repo in reply.
- nFADP (switzerland)
- EU AI Act (extraterritorial)
- SOCI Act (australia)
regulators coordinate across borders. vendor compliance frameworks typically do not.
single-framework approaches fail in at least two regions.
- nFADP (switzerland)
- EU AI Act (extraterritorial)
- SOCI Act (australia)
regulators coordinate across borders. vendor compliance frameworks typically do not.
single-framework approaches fail in at least two regions.
assessment cost: £4.5k
fine avoided: £400k
M&A deal preserved: £2.8M
compliance functions as insurance when approached as evidence-gathering rather than documentation.
veritas repo in thread.
assessment cost: £4.5k
fine avoided: £400k
M&A deal preserved: £2.8M
compliance functions as insurance when approached as evidence-gathering rather than documentation.
veritas repo in thread.
78% of enterprises carry similar exposure. regulators call it Shadow AI.
wattle-guard repo maps this. link in reply.
78% of enterprises carry similar exposure. regulators call it Shadow AI.
wattle-guard repo maps this. link in reply.
Localize your compliance stack or pause the rollout. Those are your options
Localize your compliance stack or pause the rollout. Those are your options
The CISO thought the perimeter was locked down. Meanwhile, accounting was pasting P&L statements into some free ChatGPT wrapper they found on Product Hunt.
We call it Shadow AI. I call it inevitable.
The CISO thought the perimeter was locked down. Meanwhile, accounting was pasting P&L statements into some free ChatGPT wrapper they found on Product Hunt.
We call it Shadow AI. I call it inevitable.
Meet Veritas: A Zero-Trust RAG auditor. It forces AI to cite sources or return "FAIL"—no guessing allowed.
See it reject a "Mars Weather" trick question below. 👇
Demo: huggingface.co/spaces/Cata-...
#AIGovernance #FinTech #RAG #OpenSource
Meet Veritas: A Zero-Trust RAG auditor. It forces AI to cite sources or return "FAIL"—no guessing allowed.
See it reject a "Mars Weather" trick question below. 👇
Demo: huggingface.co/spaces/Cata-...
#AIGovernance #FinTech #RAG #OpenSource
I built Veritas to audit financial RAG. It forces source citation. If the data isn't there, it FAILS. No guessing.
Demo: huggingface.co/spaces/Cata-Risk-Lab/Veritas-Auditor
Repo: github.com/dcata004/Veritas-RAG-Auditor
I built Veritas to audit financial RAG. It forces source citation. If the data isn't there, it FAILS. No guessing.
Demo: huggingface.co/spaces/Cata-Risk-Lab/Veritas-Auditor
Repo: github.com/dcata004/Veritas-RAG-Auditor
Onboarding US AI vendors without Data Sovereignty checks? You are likely non-compliant.
I built a tool at Cata Risk Lab to pre-screen them in 30 seconds.
🛡️ Risk Calculator: huggingface.co/spaces/Cata-...
#nFADP #EUAIAct #Cybersecurity
Onboarding US AI vendors without Data Sovereignty checks? You are likely non-compliant.
I built a tool at Cata Risk Lab to pre-screen them in 30 seconds.
🛡️ Risk Calculator: huggingface.co/spaces/Cata-...
#nFADP #EUAIAct #Cybersecurity
Onboarding US AI vendors without Data Sovereignty checks? You are likely non-compliant.
I built a tool at Cata Risk Lab to pre-screen them in 30 seconds.
🛡️ Risk Calculator: huggingface.co/spaces/Cata-...
#nFADP #EUAIAct #Cybersecurity
Onboarding US AI vendors without Data Sovereignty checks? You are likely non-compliant.
I built a tool at Cata Risk Lab to pre-screen them in 30 seconds.
🛡️ Risk Calculator: huggingface.co/spaces/Cata-...
#nFADP #EUAIAct #Cybersecurity