How do we know OpenAI's Astra math proofs are real?A Lean certificate does and does not prove certain things. Here is exactly which.7 min read·tech4biz-solutions.hashnode.dev1Aug 6
Who verifies the verifier, and why AI eventually needs a floor it cannot argue withAs of 2026 the research says a judge model can be perfectly consistent and still biased. That is why the regress has to bottom out in something deterministic.7 min read·tech4biz-solutions.hashnode.dev21KAug 3
Add More Error Correction to a Quantum Computer and It Can Get Worse, Not Better. Here's the Formula That Tells You Which Side of the Line You're On.8 min read·tech4biz-solutions.hashnode.devJul 16
Ask Your AI Agent the Same Question Twice. If the Answers Differ, No Amount of Fine-Tuning Fixes That.A model sampling from a distribution can't provide a guarantee, at any accuracy. We built the gate that proves instead of guessing.6 min read·tech4biz-solutions.hashnode.devJul 15
AI Can Migrate Your COBOL to Java. It Can't Prove It Didn't Break Anything. We Built the Part That Does. AI can migrate COBOL to Java fast. Proving it preserved the business logic is the hard part. The verifier we built, and the 412 mismatches it caught.8 min read·tech4biz-solutions.hashnode.devJul 14
