Tag: verification

Showing 1-3 of 3

Feb 27, 20268 min readAgent PlaybookIntermediate20 min build

Self-host MailCat: instant ephemeral mailboxes for AI agents (Cloudflare Workers + D1)

Deploy MailCat: an open-source API that gives AI agents instant, ephemeral inboxes, auto-extracts verification codes, and stores mail for one hour—set up in minutes.

mailcat email ai-agents self-hosting cloudflare-workers

+3 more

Model BreakdownsUnited States

Open

Feb 06, 20268 min readAgent PlaybookIntermediate5 min build

Active Epistemic Control: grounded-fact versus belief stores and SQ-BCP gating for verified planning

Summarizes AEC: split grounded facts for commitments from a belief store for pruning, query vs simulate by uncertainty, and gate commitments with SQ-BCP—reduces replanning.

active-epistemic-control planning partial-observability world-models verification

+3 more

agents llm-agents alfworld

Model BreakdownsFrance

Open

Feb 06, 20266 min readFounder NotesIntermediate5 min build

State-level selective verification with learned heuristics for verification-cost-limited LLM reasoning

Examines a state-level selective verification pipeline—feasibility gating, learned scoring and ranking, and adaptive verifier allocation—that trims verifier calls by 44% on MATH.

LLM verification compute-allocation inference-optimization test-time

+2 more

MATH-benchmark research-brief