I've been working on a deterministic verification engine for AI-generated financial claims. The original idea was fairly simple: An LLM should generate claims. It shouldn't be the authority that verifies them. But after building and testing the…
I reran the benchmark. The deterministic result reproduced exactly — but the model-related metric tells a different story. After the discussion on my previous benchmark, I reran the verification capability benchmark and inspected the results more caref…
Our deterministic verification engine passed 66/66 benchmark cases on canonical structured inputs. In live model evaluation, the end-to-end pipeline currently passed 19/66 cases. We are restructuring the benchmark to isolate failures by their first inv…
I've been building a deterministic verification engine for AI-generated financial claims. The basic idea is simple: An LLM can generate a financial answer, but the LLM itself should not be allowed to decide that its answer is "verified.&…
A little while back I posted here asking accountants what it would actually take to trust an AI-generated financial calculation. I said I was looking for reasons not to pursue this, not encouragement. You delivered — genuinely the sharpest feedback I&#…
Quick context: I've spent the last year+ building something in the "AI hallucination" space, specifically for finance, and I want honest feedback before I go further — not upvotes, actual criticism. The problem I'm trying to solve: AI…
What is a claim? What is evidence? What is a constraint? What is a proof? What is an assumption? What is a contradiction? What is trust? submitted by /u/MuhammadMujtaba21 [link] [comments]
I'm working on a research project, the end goal of which is not to create a better LLM, but rather to create a verification engine that can reason about whether an AI claim is trustworthy enough for a particular application. Most of the current res…
Over the last few months, I've been building AutoFlow, not as another AI wrapper or workflow tool, but as a verification engine.Instead of asking: "What does the model think?" we're asking: Can the answer be mathematically, l…
Over the last few months I've been building a prototype around a question I can't stop thinking about: How do you know when an AI-generated financial claim is actually trustworthy? The obvious answer is "use a better model." The more …
