Artificial Intelligence Transforming Finance
Multi-Agents, Automation and Regulatory Challenges 2024-2025
Full recording from 19/03/2026 at MERGE Stage. Also available on YouTube.
Hook: Three Institutions, One Shared Vision on AI Transforming Finance
Hook: In 2024-2025, three of Latin America's most progressive financial institutions converged on a panel to explain how artificial intelligence is structurally revolutionizing financial access, process automation, and new business models enabling small startups to execute operations that previously required massive banking infrastructure. BingX (333 million active users), Banco Inter (specializing in AI and DeFi), and leading legal voices in the crypto ecosystem revealed that the true transformation is not just technological but a fundamental upheaval in legal, operational, and regulatory frameworks th is still processing.
5 Key Learning Points:
- Structural Democratization: AI doesn't just accelerate processes; it compacts financial structure, allowing small companies and users without equity liquidity to access complex financial operations. Source: BingX, 2025.
- Multi-Agent Systems vs. Single LLM: Responsibility and precision in finance require multiple specialized AI agents (antifraud, risk analysis, payments) operating in parallel, not a single large language model that can "hallucinate". Source: Banco Inter Data Science, 2024.
- Graduated Autonomy: The future is not binary (autonomous vs. manual) but semi-autonomous: agents with clear legal guardrails automating within predefined parameters (e.g., $50-$100 transactions in X402 stablecoins). Source: Visa/Mastercard e-Commerce Protocols, 2025.
- Critical Regulatory Gap: Brazilian law still classifies certain digital signatures as "invalid" in some 2024-2025 court rulings, smart contracts as legally ambiguous, and AI agent civil liability as "undefined". This slows mass adoption. Source: Brazil Senate/House Documentation on AI Regulation 2024-2025.
- Financial Knowledge as Critical Barrier: Although the technology is solvable, the problem is that 8 billion people will interpret an identical AI model differently. Without financial education and personalized knowledge bases, "democratization" is fake. Source: Multi-Agent Finance Analysis, 2024-2025.
5 Subsections - Session Summary:
1. Structural Revolution: From Large Portals to Empowered Startups
Denis Carvalho (BingX) explained that in 2024-2025, AI doesn't just automate tasks; it radically reduces operational complexity. A teenager with a laptop can now create videos with Hollywood actors and VFX effects worthy of cinema. Similarly, a startup can process complex TradFi operations (tokenized gold, commodities) and native crypto simultaneously without requiring multiple internal divisions. BingX, operating in 2024-2025, processes $2 trillion in TRF (traditional gold operations) and $1.5 trillion in native crypto on the same platform. This leveled the playing field against large institutions. Source: BingX Operations 2024-2025.
2. Multi-Agents, Legal Guardrails and the Hallucination Danger
João (Banco Inter, AI specialist 20 years) was emphatic: trusting a single score or single LLM in finance is negligence. Multi-agent systems (existing since 1980-1990 but now scaling) allow multiple specialized AI experts (antifraud, risk analysis, balance verification, scoring) to evaluate the same transaction in parallel. His work at Microsoft and Banco Central included creating guardrails so the X402 payment agent doesn't authorize a €100 purchase if funds are locked in 6-month fixed-income investments. The danger: an AI hallucination that "sounds right" but is false (like the woman in the US promising 250 tests from a blood drop without scientific basis). Source: Banco Inter AI/DeFi, Banco Central Brazil Research, 2024-2025.
3. Semi-Autonomy: The Balance Between Freedom and Legal Risk
The true innovation is not full autonomy but controlled semi-autonomy. Mateus Pup (digital law attorney) noted thian legal framework still struggles with basic concepts (are digital signatures valid? Are smart contracts legal?). But in 2024-2025, protocols like X402 (Visa/Mastercard) enable an AI agent in a digital bank super-app to: (a) listen to your request ("I want a brown shirt, $50-$100"), (b) automatically access your multiple funding sources (checking, fixed income, stablecoins), (c) execute payment optimizing rates and liquidity. All semi-autonomous within pre-approved guardrails. Source: Digital Law Practice Brazil, X402 Visa/Mastercard Regulation, 2024-2025.
4. Democratization Still Incomplete: Educational and Regulatory Gap
Despite 330 million BingX users in 2024-2025, true democratization remains a promise. Three barriers: (1) Regulatory: Brazil still files "invalid digital documents" and classifies smart contracts as legally ambiguous, slowing formal adoption. (2) Educational: 40% of users don't understand stablecoins, expected returns, or liquidity risk. (3) Infrastructure: Small towns in northern Brazil, not digitally connected like São Paulo, distrust AI agents in finance. Source: Banco Inter, IDB Lab, AI Regulation Senate/House Brazil, 2024-2025.
5. Undefined Legal Responsibility and Change in Legal Mindset
Mateus Pup concluded that the unanswered question of 2024-2025 is: if an autonomous AI agent creates a transaction and it fails, who is responsible? The developer? The LLM provider? The user who wrote a bad prompt? The bank that authorized the agent? Traditional legal frameworks, based on individual human responsibility, have no model for an entity that "decides" without supervision. Brazil requires mental transformation: from "Who made the error?" to "What was the failure in the multi-agent system?". Source: Legal Analysis AI Regulation Brazil 2024-2025.
Frequently Asked Questions (FAQ):
Q: Do 330 million people really use AI in crypto, or is it marketing?
A: BingX reports 330 million active users in 2024-2025 with "AI-integrated platform". This ranges from basic users (checking prices) to advanced traders (executing complex multi-agent strategies). Personalized prompts and dynamic user profiles confirm real AI integration. Source: BingX Reports 2024-2025.
Q: If AI can decide semi-autonomously, what is the real risk?
A: The key risk is "hallucination" combined with financial authority. An AI agent could approve an international transfer saying "yes, funds are valid" when they're actually frozen in litigation. Without multiple verifying agents (guardrails), the hallucination goes undetected. Source: Banco Inter, Microsoft Guardrail Research 2024-2025.
Q: What protocols like X402 exist today in 2024-2025?
A: Visa and Mastercard are developing X402 (and similar) from 2024-2025 to enable fully automated checkout/checkin in e-commerce with native stablecoin and multi-currency support. Not yet in mass rollout, but "feasible and in development". Source: Visa/Mastercard Protocol Reports 2024-2025.
Q: Does the Brazilian regulator understand AI and multi-agents?
A: According to João (who reviewed 2024-2025 legislative drafts), yes, there are technically solid documents. The problem: explaining transformers/LLMs to a federal judge in a rural state is impossible. Even OpenAI engineers can't "open" ChatGPT and show "here was the error". Regulation must focus on auditing outputs (agent behavior), not "opening the black box". Source: Legislative Analysis Senate/House Brazil 2024-2025.