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AI vs Human text detection using stylometric features and Random Forest

pirn machine-learning domain knots.

MySQL db models

Loss-distribution modeling: severity and frequency fitting, including under deductibles and limits, and aggregate loss distributions via Panjer recursion, FFT, and simulation.

A natural language interface for NumPy, powered by LLMs.

Optional browser Smoldot lifecycle helpers for @useragent-kit/sdk

Login to ChatGPT with email:password, get access token + cookies

Point it at your LLM logs. See exactly where you're overpaying — fine-tune a small model, cache, or downgrade.

Circuit SDK payment spine — pay any x402 endpoint in CIRC (client) + verify on-chain CIRC payments (server). Zero runtime dependencies.

Circuit SDK agent bundles — build, sign, verify, and unpack content-addressed (sha256) signed agent bundles. The canonical codec shared by the Circuit agent cloud and the circuit CLI.

Circuit SDK vault client — drive the non-custodial on-chain Agent Vault Anchor program: owner lifecycle, the route-agnostic trade adapter, a Jupiter route source, and makeVaultExecutor (the concrete executor for @circuit-llm/agent's VaultCustody). Opt-in:

Circuit SDK attestation — the verified-intent core: sign/verify authenticated inputs (signed first-party data, inference receipts, zkTLS), a safe decision-rule DSL, and the signer-side decision gate that re-derives a trade and rejects forgeries. Shared by

Circuit SDK wallet — SOL/CIRC balances, transfers, and Jupiter swaps. Implements @circuit-llm/x402's PaymentWallet.

Circuit SDK node — join/manage a mesh node from code: the inference-mesh control plane (register/ready/heartbeat) + the public node registry (announce/ping). The heavy GPU serving stays in the node image.

Circuit SDK on-chain reads — StakePoint stake verification + CIRC balances via pure JSON-RPC (no @solana/web3.js).

Circuit SDK inference — OpenAI-compatible client for the decentralized DLLM mesh, paid per call in CIRC (x402).

Circuit SDK data — typed client for the Circuit Data API (market + on-chain data), paid per call in CIRC (x402).

Circuit SDK agent runtime — write an autonomous agent (CircuitAgent) with pluggable custody (paper · self-custody · off-box signer · non-custodial vault). Buy/sell only; on the mesh the key stays off-box, so funds can't leave.

Circuit SDK — batteries-included meta-package re-exporting @circuit-llm/{core,x402,inference,data,wallet}.

Zero-dependency Rust CLI for cross-platform GUI automation. Screenshots, window management, mouse, keyboard. JSON-in/JSON-out. Built for AI agents.