8 stories tagged with #verifier, in publish-time order across the WeSearch catalog. Tag pages update as new stories ingest.
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Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI
Modern AI systems are increasingly being evaluated for their ability to reason, code, prove theorems, use tools, and long-horizon research tasks. These are powerful capabilities, b…
A new Android malware from Google
If you are running Android 8 or higher, a virus has been installed on your device and is silently awaiting remote activation. Over the past few months, devic...…
An LLM verifier rated math proofs near-perfect; an expert found 17% correct
Two posts ago I quoted a warning: an AI will find it easier to convince you it has a proof than to write one. A middling new paper finally put a number on that gap — 0.99 against 0…
Who verifies the verifier? Notes on DeepMind's formal proof-search paper
An AI built the machine I said mathematics needed — a compiler that verifies proofs for cents instead of expert weekends. The catch is what it still can't read.…
Trust but Verify: Prover-Verifier Deliberation for Selective LLM Prediction
Reliably knowing when a language model is correct is almost as important as being correct. We introduce prover-verifier deliberation (PVD), an inference-time protocol grounded in i…
The Hidden Signal of Verifier Strictness: Controlling and Improving Step-Wise Verification via Selective Latent Steering
Generative verifiers have emerged as a promising paradigm for step-wise verification, but their verification behavior is often poorly calibrated: they may be under-critical and mis…
Evaluating Deep Research Agents on Expert Consulting Work: A Benchmark with Verifiers, Rubrics, and Cognitive Traps
Frontier deep research agents (DRAs) plan a research task, synthesize across documents, and return a structured deliverable on demand. They are being deployed in enterprise workflo…
SLSA Provenance Hands-on: Generate with GitHub Actions, Verify with slsa-verifier
After SBOM and Cosign comes Provenance. Issue SLSA Build L3 provenance with slsa-github-generator and verify it with slsa-verifier, end to end on real machines.…