https://earlyink.thevoilatech.workers.dev/feeds/ideas.xml 2026-10-20T00:00:00Z Earlyink https://earlyink.thevoilatech.workers.dev/ideas/two-source-rule-a-news-feed-that-holds-single-source-headlines-before-your-tradi/ 2026-10-20T00:00:00Z

A corroboration layer between news feeds and LLM trading bots. Indie algo traders and small crypto funds pay. This week, build the replay harness using the paper's attack scenarios against a sample open-source LLM trading agent and publish its failure rate. Post it on r/algotrading and the QuantConnect forum with a waitlist for the feed.

https://earlyink.thevoilatech.workers.dev/ideas/source-quorum-provenance-and-corroboration-checks-for-news-reading-trading-agent/ 2026-10-20T00:00:00Z

API that scores a headline's origin and corroboration before an LLM trading agent trades; AI trading-tool vendors pay. Call Anekha Sokhal, CEO of Moshi, which already merges conflicting market sources for commodity traders, and ask how often one unconfirmed headline has moved a recommendation and whether she would pay per check to hold it.

https://earlyink.thevoilatech.workers.dev/ideas/prd-trace-requirement-by-requirement-evidence-for-agent-written-fintech-changes/ 2026-10-20T00:00:00Z

Links each spec requirement to the code and tests an agent shipped, as change-control evidence; fintech engineering leads pay. Call the engineering lead at Meow, which now has to pass Stifel Bank's diligence for a white-label treasury platform, and ask how they currently prove that agent-written changes match the approved spec.

https://earlyink.thevoilatech.workers.dev/ideas/prd-trace-a-requirement-by-requirement-check-that-an-agent-s-pr-did-what-the-spe/ 2026-10-20T00:00:00Z

A GitHub app that maps each spec requirement to diff lines and tests and flags gaps. Small product teams pay per repo. This week, build a CLI that takes a markdown spec and a git diff and outputs the requirement table with evidence links. Run it on five of your own agent-written PRs and post the results as a Show HN.

https://earlyink.thevoilatech.workers.dev/ideas/one-fake-headline-can-move-a-herd-of-trading-agents-so-signed-news-gains-value/ 2026-10-20T00:00:00Z

Checking where the news fed to trading and advice agents came from. Funds, brokers and data vendors pay. Thesis: as LLM agents trade on shared feeds, verifying where news came from becomes a market-integrity control, and signed-feed vendors gain pricing power. Confirming signal: a regulator or exchange attributing a price move to agents acting on a fabricated headline, or a data vendor launching an agent-grade verified feed. Already building: the benchmark authors, Moshi (trader recommendations that reconcile conflicting sources), and the deployed-agent work behind AllPath and QuantHarness.

https://earlyink.thevoilatech.workers.dev/ideas/neuron-fit-will-my-pytorch-job-run-on-trainium-and-what-will-it-cost/ 2026-10-20T00:00:00Z

A CLI that runs a model through TorchNeuron and reports what breaks and the cost per step against GPUs. Startups on AWS credits pay. This week, run the 20 most-downloaded Hugging Face text models through TorchNeuron on one trn instance. Publish the pass/fail table on GitHub and share it in the AWS Neuron GitHub discussions and on r/MachineLearning.

https://earlyink.thevoilatech.workers.dev/ideas/lookahead-lint-process-audits-for-llm-written-trading-backtests/ 2026-10-20T00:00:00Z

Checks agent-built backtests for future data, wrong rules and hidden retries; emerging quant managers and their allocators pay. Call an operational due-diligence lead at Albourne Partners and ask whether a record of how many agent-generated strategy candidates a manager tried before picking one would change their review.

https://earlyink.thevoilatech.workers.dev/ideas/jpm-coin-moves-to-public-ethereum-and-the-fed-warns-tokenized-deposits-make-fund/ 2026-10-20T00:00:00Z

Bank deposit tokens on public chains need new liquidity and risk tooling. Treasurers and bank ALM teams pay. Thesis: deposit tokens on public chains turn bank funding into round-the-clock hot money, and liquidity-risk tooling becomes a regulatory requirement. Confirming signal: a second top-20 US bank issuing on a public chain, or supervisors citing tokenized-deposit runoff in guidance. Already building: JPMorgan (JPM Coin), Mastercard (Stablecoin Security), Ramp (trust charter application).

https://earlyink.thevoilatech.workers.dev/ideas/hidden-ask-a-browser-extension-that-shows-text-written-for-ai-not-for-you/ 2026-10-20T00:00:00Z

An extension and crawler that reveal hidden LLM-directed instructions on web pages. Journalists, consumer advocates and agencies pay. This week, build the visible-versus-DOM diff and a crawler that also fetches as GPTBot and ClaudeBot. Scan the top 500 help-centre domains and post the findings as a Show HN.

https://earlyink.thevoilatech.workers.dev/ideas/guarantee-desk-an-agent-for-bank-guarantee-and-letter-of-credit-amendments-at-co/ 2026-10-20T00:00:00Z

Agent that checks facility headroom and drafts guarantee amendments across a trader's systems; mid-size trader treasuries pay. Call the partnerships head at Komgo, the Geneva trade-finance platform used by banks and traders, and ask whether their mid-size trader clients would take an amendment-drafting agent that sits on top of the platform.

https://earlyink.thevoilatech.workers.dev/ideas/frontier-models-reach-cobol-and-the-mainframe-modernisation-business-gets-repric/ 2026-10-20T00:00:00Z

AI-led migration of bank and government COBOL, Fortran and VB estates, paid for by CIOs out of modernisation budgets. Thesis: frontier models turn mainframe migration from headcount-priced services into outcome-priced software, and SI billable hours shrink first. Confirming signal: a named bank or government agency announcing a COBOL migration done with a lab model, or IBM/SI earnings calls citing price pressure on modernisation deals. Already building: OpenAI on the model side, IBM and the large SIs (Accenture, Infosys, Cognizant, Kyndryl) on services.

https://earlyink.thevoilatech.workers.dev/ideas/decoy-ledger-honeypot-keys-tools-and-records-that-catch-misbehaving-internal-age/ 2026-10-20T00:00:00Z

Plants fake keys, money-moving tools and customer records that only a rogue internal agent would touch; fintech security teams pay. Call the head of security at Mercury, which just passed $1B in annualized revenue and is launching payroll, and ask whether a coding agent touching a decoy wire-approval tool would be an alert they act on the same day.

https://earlyink.thevoilatech.workers.dev/ideas/batch-twin-parity-proof-for-cobol-that-models-have-migrated/ 2026-10-20T00:00:00Z

Replays recorded batch inputs through original and migrated programs and diffs every output field; banks and integrators pay. Call the mainframe modernisation practice lead at Kyndryl and ask whether an independent per-program parity report would help them sell model-driven COBOL migrations to regional banks.

https://earlyink.thevoilatech.workers.dev/ideas/anthropic-s-ipo-becomes-the-first-public-mark-for-frontier-labs-with-a-thin-floa/ 2026-10-20T00:00:00Z

Frontier labs compete for one pool of investors, and governance structures decide who sets the public price. Thesis: Anthropic's listing sets the public reference price for frontier labs, and its trust and reduced float make that price more volatile than its revenue alone would justify. Confirming signal: the S-1's disclosure of trust powers and float size, and whether OpenAI closes its round before the listing. Already building: Anthropic and OpenAI on the issuer side, with Amazon, Google and Microsoft as the strategic holders whose stakes get repriced.

https://earlyink.thevoilatech.workers.dev/ideas/agent-canary-decoy-keys-files-and-tools-that-catch-a-misbehaving-agent-in-the-ac/ 2026-10-20T00:00:00Z

Plants decoy secrets, files and MCP tools in agent workspaces and alerts when an agent touches them. Small dev teams pay. This week, build `agent-canary init` with a decoy .env and a two-tool decoy MCP server. Run Claude Code and OpenCode against it on ordinary tasks, then publish what each one touched as a Show HN and on r/ClaudeAI.

https://earlyink.thevoilatech.workers.dev/ideas/advice-line-fca-disclaimer-and-advice-boundary-testing-for-uk-finance-assistants/ 2026-10-20T00:00:00Z

Regression tests proving a UK finance chatbot gives disclaimers and stays on the guidance side of advice; compliance teams pay. Call the head of compliance at Moneybox or Plum, UK savings apps adding AI features, and ask what evidence they could hand the FCA today if asked whether their assistant gives personal recommendations without a disclaimer.

https://earlyink.thevoilatech.workers.dev/ideas/vault-sheet-standard-risk-reports-for-onchain-lending-vaults/ 2026-10-19T00:00:00Z

Daily exposure and exit-liquidity sheets for crypto lending vaults. Fintechs routing user yield into vaults pay. Call the head of risk at a fintech or wallet that offers users a USDC yield product routed into onchain vaults, and ask what they send their sponsor bank today to show vault exposure.

https://earlyink.thevoilatech.workers.dev/ideas/trail-report-a-verifiable-stolen-funds-trace-for-small-crypto-theft-victims/ 2026-10-19T00:00:00Z

An agent traces stolen funds to exchange deposit addresses and writes a hop-by-hop report for police and exchanges. Victims and small DAOs pay per report. This week, run an agent with a block-explorer API over three ABF-Bench cases and publish one sample PDF with every hop linked. Offer free traces in r/ethdev and r/CryptoCurrency incident threads, saying up front that you never promise recovery.

https://earlyink.thevoilatech.workers.dev/ideas/trace-desk-agent-fund-tracing-where-every-hop-comes-with-onchain-proof/ 2026-10-19T00:00:00Z

Agents trace stolen or laundered crypto and attach a verifiable proof to each hop. Exchange compliance teams pay. Call an incident-response lead at a crypto security firm that handled a Q3 hack, and ask how many analyst-hours one trace took and which steps they would hand to an agent if every hop came with an onchain proof.

https://earlyink.thevoilatech.workers.dev/ideas/tool-index-one-local-mcp-server-that-gives-an-agent-hundreds-of-tools-through-th/ 2026-10-19T00:00:00Z

An open-source gateway with three tools (search, describe, call) over all your MCP servers. Power users and small teams pay for synced configs. This week, build the three-tool stdio server over the MCP servers in your own Claude Desktop config. Run GatewayBench against it and put the score in the README. Launch on r/mcp and Show HN with the score table.

https://earlyink.thevoilatech.workers.dev/ideas/token-watch-find-where-your-company-s-stock-is-being-tokenised-without-you/ 2026-10-19T00:00:00Z

Monitors chains and venues for tokens claiming to represent an issuer's shares. Corporate secretaries and transfer agents pay. Call the corporate secretary or deputy general counsel at Verizon or Broadcom, the two objectors, and ask what evidence they had to assemble for their objection and how long it took.

https://earlyink.thevoilatech.workers.dev/ideas/stablecoins-earn-on-velocity-not-float-and-issuer-economics-tilt-to-distributors/ 2026-10-19T00:00:00Z

The value in stablecoins shifts from issuers earning interest on reserves to whoever runs the payment flow, so processors and distributors take a bigger cut. Thesis: stablecoin profit moves from reserve yield to the payment flow, so issuers pay up for distribution; confirm if Circle's next filing shows distribution costs rising faster than reserve income; already building: Circle, Visa, Mastercard, Stripe and JPMorgan.

https://earlyink.thevoilatech.workers.dev/ideas/share-sheet-stablecoin-issuer-economics-model-for-the-fintechs-holding-the-float/ 2026-10-19T00:00:00Z

Models what each stablecoin issuer would pay a distributor and what switching costs. Wallets and neobanks pay. Call the CFO of a wallet or neobank holding USDC float that a rival issuer has approached, and ask what number would make them switch and what they would need modelled before taking it to their board.

https://earlyink.thevoilatech.workers.dev/ideas/retest-audit-does-your-ai-adviser-s-allocation-swing-when-the-risk-answer-wobble/ 2026-10-19T00:00:00Z

Stability audits of LLM financial advice under realistic risk-answer noise. Robo-advisers and wealth platforms pay per audit. Call the chief compliance officer at a robo-adviser that has shipped an LLM assistant, and ask whether their Reg BI file shows how much the model's recommended allocation moves when a client's risk answer moves one point.

https://earlyink.thevoilatech.workers.dev/ideas/proof-that-a-human-stands-behind-an-agent-becomes-a-banking-product/ 2026-10-19T00:00:00Z

Credentials binding each agent to one verified person. Banks, merchants and contact centers pay to separate delegated agents from bot floods. Thesis: proof-of-person for agents becomes a separate trust layer that banks buy, not a feature networks give away; confirm if a named bank or processor puts AgentKit into production in the next two quarters; already building: World (AgentKit, World ID for Zoom).

https://earlyink.thevoilatech.workers.dev/ideas/google-open-sources-self-tuning-agent-harnesses-and-the-app-layer-s-hand-built-m/ 2026-10-19T00:00:00Z

Agents that rewrite their own prompts, tools and memory for each task. Durable value moves to whoever owns the grader and replay data. Thesis: automated harness tuning turns agent apps into a contest over graders and replay data; confirm if independent Harness2 results show gains on public agent benchmarks within six months; already building: Google (Harness2), Cognition (token budgets), Santander with Nvidia (bank evals).

https://earlyink.thevoilatech.workers.dev/ideas/german-courts-treat-ai-answers-as-google-s-own-speech-putting-a-price-on-answer-/ 2026-10-19T00:00:00Z

Monitoring, evidence capture and correction for false AI search answers about people. Professionals, their insurers and law firms pay. Thesis: EU courts make AI answer errors a publisher's liability, which creates claimant-side tooling and insurance demand; confirm if a third German court or another EU country follows, or if Google limits AI answers about named people in Germany; already building: claimant law firms in the Munich and Aachen cases.

https://earlyink.thevoilatech.workers.dev/ideas/gateway-scorecard-independent-mcp-gateway-testing-for-bank-procurement/ 2026-10-19T00:00:00Z

Runs capability and security tests on MCP gateways against a bank's own tools. Bank AI platform teams pay. Call the head of AI platform engineering at a top-50 US bank piloting MCP, and ask which gateways are on their shortlist and what independent evidence their vendor-risk team has asked for.

https://earlyink.thevoilatech.workers.dev/ideas/agent-break-lab-hands-on-attack-exercises-for-people-moving-into-ai-security/ 2026-10-19T00:00:00Z

Browser labs where security people hijack and defend agents, MCP servers and poisoned repos. Individuals pay monthly. This week, build three labs on a small open-weight model: a TrojanForge-style poisoned repo, an injectable MCP tool, and an ignored-not-refused injection. Launch them free with a paid waitlist on r/netsec and the r/cybersecurity career threads, where the job-market numbers are being discussed.

https://earlyink.thevoilatech.workers.dev/ideas/search-shim-a-drop-in-search-and-fetch-tool-over-deepseek-s-0-75-api-with-fallba/ 2026-10-18T00:00:00Z

An open-source MCP server and hosted router that defaults agent web search to DeepSeek's cheap API. Indie agent builders pay. Build the MCP server this week with DeepSeek plus one fallback provider, publish a 200-query comparison of cost and hit rate, and post it in the Hacker News DeepSeek search thread and on r/LocalLLaMA.

https://earlyink.thevoilatech.workers.dev/ideas/like-audit-spot-farmed-likes-on-hugging-face-models-before-you-trust-a-trending-/ 2026-10-18T00:00:00Z

A browser extension and API that score whether a model's likes come from real accounts. ML engineers pay. Pull liker lists for the top 50 trending Hugging Face models through the public API, score account age and burst patterns, publish the cleaned ranking as a static page, and share it in the r/LocalLLaMA AutoTrust thread.

https://earlyink.thevoilatech.workers.dev/ideas/labs-bundle-web-search-for-agents-and-standalone-search-apis-lose-pricing-power/ 2026-10-18T00:00:00Z

Model labs now sell search and fetch alongside tokens. Agent builders pay less, and independent search-API vendors get squeezed. Thesis: web search for agents becomes a low-margin feature that labs bundle, and the margin moves to licensed access to sites that block agents. Confirming signal: a US lab or gateway matches $0.75 per 1,000 calls, or an independent search-API vendor cuts prices or sells itself. Already building: DeepSeek with Search and Fetch, Google with grounding, and publisher-licensing efforts at the CDN layer.

https://earlyink.thevoilatech.workers.dev/ideas/key-tokens-scoped-capped-stand-ins-for-llm-api-keys-held-by-dev-tools/ 2026-10-18T00:00:00Z

A local proxy that gives each tool its own capped key with a kill switch. Developers and small teams pay monthly. This week, ship the localhost proxy with a one-line OpenCode config that swaps a raw key for a $5-a-day capped token. Post it in OpenCode's Discord and on r/LocalLLaMA while the breach is still being discussed.

https://earlyink.thevoilatech.workers.dev/ideas/key-census-find-cap-and-rotate-the-llm-keys-your-agent-tools-hold/ 2026-10-18T00:00:00Z

A CLI that lists every LLM API key held by your coding-agent tools and swaps them for capped proxy keys. Developers pay. This week, ship the scan-only keycensus CLI (no network calls, covers the major coding agents plus .env files and git history) and post it as a reply in the OpenCode breach threads on Hacker News and r/LocalLLaMA.

https://earlyink.thevoilatech.workers.dev/ideas/harness-tune-agents-md-edits-that-only-stick-if-a-replay-test-passes/ 2026-10-18T00:00:00Z

A CLI that reads failed coding-agent sessions, suggests instruction edits, replays them and keeps only the edits that win. Developers pay. This week, connect Harness2 to the Claude Code session logs in one of your own repos. Pick five failed sessions and ship a CLI that prints an AGENTS.md diff and a replay score. Post the before-and-after numbers in the r/LocalLLaMA Harness2 thread and on r/ClaudeAI to find your first users.

https://earlyink.thevoilatech.workers.dev/ideas/consumer-agents-start-haggling-and-complaint-desks-need-agents-that-answer-back/ 2026-10-18T00:00:00Z

Business-side agents that triage, negotiate with and rate-limit consumer agents filing complaints and refund claims. Contact centers pay. Thesis: once labs ship consumer negotiators, customer service becomes agents dealing with agents, and contact centers priced per human interaction get repriced. Confirming signal: Anthropic or OpenAI launches a consumer negotiation or complaint agent, or a large operator publicly restricts agent-filed complaints. Already building: Anthropic on the consumer side, and contact-center platforms (Salesforce, NICE, Five9) as the incumbents most likely to respond.

https://earlyink.thevoilatech.workers.dev/ideas/complaint-flood-gate-dedupe-and-route-agent-sent-complaints-at-fintechs/ 2026-10-18T00:00:00Z

Groups repeat and agent-written complaints into single cases while keeping the regulator's deadline. Fintech complaint teams pay. Call the head of complaints operations at Monzo or Starling. Ask how many complaints last quarter arrived as repeat or templated messages, and whether they can already tell which ones came from an agent.

https://earlyink.thevoilatech.workers.dev/ideas/agent-flood-filter-tag-and-throttle-ai-agent-complaints-in-small-business-inboxe/ 2026-10-18T00:00:00Z

An inbox add-on that flags complaints written by AI agents, merges repeats and caps replies. Small businesses with support inboxes pay. Don't build the full add-on yet. This week, publish a free agent-claim-form auto-reply template and a Gmail filter script on Indie Hackers and r/smallbusiness, and count how many owners say they already get agent-written complaints.

https://earlyink.thevoilatech.workers.dev/ideas/turn-kit-drop-in-full-duplex-turn-taking-for-open-source-voice-agents/ 2026-10-17T00:00:00Z

A plugin that runs Tyger's answer/stop/chime-in model inside voice-agent frameworks. Indie voice-agent builders pay for the hosted version. This week, wrap Tyger as a turn-detector class for one open voice-agent framework, record a 60-second before/after demo of interruptions, and post it in the r/LocalLLaMA Tyger thread and the framework's Discord.

https://earlyink.thevoilatech.workers.dev/ideas/stable-invoice-usdc-payable-invoices-with-accounting-sync-for-small-exporters/ 2026-10-17T00:00:00Z

Non-custodial USDC pay links on invoices that reconcile into Xero or QuickBooks. Small exporters and agencies pay monthly. Build a Xero app prototype this week that adds a USDC pay address to an invoice and auto-marks it paid on a matching onchain transfer. Offer it free to ten freelance developers who invoice overseas clients, found on r/freelance and the Xero community forum.

https://earlyink.thevoilatech.workers.dev/ideas/scope-interview-an-agent-that-runs-client-discovery-for-freelance-developers/ 2026-10-17T00:00:00Z

A client-facing intake agent that probes for unstated constraints and writes a spec a coding agent can execute. Freelancers pay monthly. This week, build the interview link with a frontier model and a 20-question constraint prompt drawn from the FDE-Gym paper, run it on three of your own past projects, and offer it free to ten freelancers in r/freelance and Indie Hackers.

https://earlyink.thevoilatech.workers.dev/ideas/rate-shop-radar-measure-how-much-deposit-is-moving-because-of-ai-agents/ 2026-10-17T00:00:00Z

Sizes deposit outflows driven by agents rate-shopping, using a bank's own transfer and session data. Regional bank treasurers pay. Call the treasurer or head of deposit pricing at a $10–50B regional bank. Ask whether ALCO has requested an estimate of agent-driven rate shopping since Citi's move, and whether they would share six months of anonymised outflow data for a pilot.

https://earlyink.thevoilatech.workers.dev/ideas/proved-borrowing-base-zero-knowledge-checks-of-fintech-loan-tape-reports/ 2026-10-17T00:00:00Z

Fintech borrowers prove their borrowing-base calculations ran on the real loan tape, without revealing borrower data. Warehouse lenders pay. Call a portfolio manager at a private-credit fund that runs fintech warehouse facilities. Ask how many days a borrowing-base audit takes and what they spend per facility on field exams each year.

https://earlyink.thevoilatech.workers.dev/ideas/policy-probe-multilingual-policy-audits-for-money-moving-banking-agents/ 2026-10-17T00:00:00Z

Replays customer requests in Spanish and other languages to test whether banking agents follow fee, confirmation and privacy policy. Banks pay. Call the head of model risk at a US consumer lender with many Spanish-speaking customers, the kind Oportun serves. Ask whether the guard on their servicing agent has ever been tested with Spanish requests, and offer to run 200 translated policy cases for free.

https://earlyink.thevoilatech.workers.dev/ideas/origin-swap-move-a-qwen-or-deepseek-fine-tune-onto-us-open-weights-and-prove-par/ 2026-10-17T00:00:00Z

A CLI that re-runs your fine-tune on Nemotron, Muse or Beam and compares results on your evals. Startups selling to US buyers pay. This week, script a LoRA run that takes one public Qwen fine-tune dataset onto Nemotron Bolt 24GB, publish the eval comparison as a blog post, and share it in the Hugging Face forums and Hacker News thread on the export rules.

https://earlyink.thevoilatech.workers.dev/ideas/memory-write-a-local-memory-server-running-a-3b-active-writer-model/ 2026-10-17T00:00:00Z

An open-source MCP memory server that uses Hy-Memory-30B-A3B for the write path. Developers pay for sync. This week, run Hy-Memory quantised under llama.cpp or MLX behind a minimal MCP server with add and update tools, benchmark it against a GPT-based writer on your own agent logs, and post the numbers in the r/LocalLLaMA Hy-Memory thread.

https://earlyink.thevoilatech.workers.dev/ideas/guard-polyglot-test-whether-your-agent-guard-changes-its-verdict-by-language/ 2026-10-17T00:00:00Z

A CLI that translates your guard test set and reports verdict flips by language. Teams shipping agents outside English pay. This week, rebuild the paper's setup against two open guard models in a single Python CLI, publish the flip table on GitHub, and post it to r/LocalLLaMA and the AI-safety Discords where guard authors hang out.

https://earlyink.thevoilatech.workers.dev/ideas/diffusion-llms-hit-2-788-tokens-a-second-on-one-consumer-gpu/ 2026-10-17T00:00:00Z

Fast, cheap models for routine agent work. Inference platforms and regulated buyers pay, sorted by where the model came from. Thesis: diffusion models become the US-origin answer to Chinese flash-model pricing, and lab small-model margins shrink first. Confirming signal: Mercury 3 matching its claims on an independent index such as Artificial Analysis, or a federal or bank contract naming a diffusion model. Already building: Inception, MiniMax, DeepSeek.

https://earlyink.thevoilatech.workers.dev/ideas/card-to-chain-recon-three-way-matching-for-stablecoin-card-programs/ 2026-10-17T00:00:00Z

Matches stablecoin card authorisations, onchain settlement and FX legs. Card programs launching on Marqeta and Stripe pay. Call Marqeta's partnerships lead for the Coinbase launch. Ask for introductions to the first three programs signing up, and how those programs plan to match card authorisations against onchain settlement and FX.

https://earlyink.thevoilatech.workers.dev/ideas/bulk-pass-local-batch-jobs-on-diffusion-llms-at-thousands-of-tokens-per-second/ 2026-10-17T00:00:00Z

A CLI that tests a sample, picks the cheapest model that passes, then runs your whole file. Data-heavy small teams pay. This week, run one 10k-row extraction job across Mercury 3, MiniMax M3.1 Flash, DeepSeek V4.1 Flash and Haiku 5.5. Publish cost, time and accuracy with the CLI on r/LocalLLaMA and r/dataengineering.