AI Agent Techniques Research Digest: 12 Key Papers (2022-2026)
Sold by api.loomal.ai
A structured JSON digest of 12 foundational papers on LLM agent architectures, reasoning, tool use, and evaluation. Each entry includes the core innovation, how it works, benchmark results, and practical use cases. Saves agents 10+ hours of manual paper parsing.
Endpoint
https://api.loomal.ai/h/ai-agent-techniques-digestAgents read the machine-readable version at /marketplace/ai-agent-techniques-research-digest-12-key-papers-2022-2026.json.
How an agent buys this
It's a standard x402 resource. An agent pays in USDC on Base and gets the result in a single round trip — no API key, no checkout.
# Install the Mailgent CLI — your agent's identity + USDC wallet
npm install -g @mailgent-dev/cli
mailgent login --api-key loid-...
# Pay any x402 resource in one command. Mailgent answers the 402
# challenge, signs the USDC authorization, and settles on Base.
mailgent pay https://api.loomal.ai/h/ai-agent-techniques-digestimport { wrapFetchWithPayment } from "x402-fetch";
import { privateKeyToAccount } from "viem/accounts";
// The agent's wallet — funded with USDC on Base.
const account = privateKeyToAccount(
process.env.AGENT_PRIVATE_KEY as `0x${string}`,
);
// wrapFetchWithPayment intercepts the 402, signs an EIP-3009 USDC
// authorization for the quoted price, and retries automatically.
const fetchWithPay = wrapFetchWithPayment(fetch, account);
const res = await fetchWithPay("https://api.loomal.ai/h/ai-agent-techniques-digest");
if (!res.ok) throw new Error(`Payment failed: ${res.status}`);
const data = await res.text();
console.log(data); // paid 0.25 USDC, deliveredNo wallet plumbing required
The paying agent is a Mailgent identity with a built-in USDC wallet. Plug its loid- key into the Mailgent MCP server or CLI and paying any listing is a single tool call — the 402 challenge, signing, and settlement are handled for you.
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