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Research2026-06-28 · source-backed
One proposes "semi-formal reasoning," where agents construct explicit premises and execution paths as a certificate, lifting patch-equivalence accuracy from 78% to 88% (93% on real agent-generated patches) across patch verification, fault localization, and code QA (Hugging Face). AutoRocq is billed as the first LLM agent for program verification, refining proofs against the Rocq (Coq) theorem prover in a loop. MiroEval audits deep-research systems on synthesis quality and how they actually search. If you're hardening a code or research agent, this is the direction: force it to show its work in a form something else can verify.
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Simon Willison released LLM / Shared entities / Same source domain / What happened next
Linked by a graph relationship (Simon Willison released LLM); both cover Hugging Face, LLM; reported by the same outlet (huggingface.co).
LLM supports LM Studio / Shared entity: Hugging Face / Same source domain / Shared topic / What happened next
Linked by a graph relationship (LLM supports LM Studio); both cover Hugging Face; reported by the same outlet (huggingface.co).
Simon Willison released LLM / Shared entity: Hugging Face / Shared topic / What happened next / Tension
Linked by a graph relationship (Simon Willison released LLM); both cover Hugging Face; overlapping topics (against, agent).
LLM uses OpenAI / Shared entities / Same source domain / Shared topic / What happened next
Linked by a graph relationship (LLM uses OpenAI); both cover Hugging Face, LLM; reported by the same outlet (huggingface.co).
Simon Willison released LLM / Shared entity: Hugging Face / Shared topic / What happened next
Linked by a graph relationship (Simon Willison released LLM); both cover Hugging Face; overlapping topics (against, agent).
Linked by a graph relationship (Simon Willison released LLM); both cover Hugging Face; overlapping topics (agent, code).
Hugging Face released Ettin Reranker / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Hugging Face released Ettin Reranker); both cover Hugging Face, LLM; overlapping topics (against, agent, code).
Simon Willison released LLM / Shared entity: Hugging Face / Same source domain / Earlier coverage
Linked by a graph relationship (Simon Willison released LLM); both cover Hugging Face; reported by the same outlet (huggingface.co).