Parallel Research-Fleet EnvironmentOperated by Reality Contact, LLC

Parallel research fleets

Scale one proven research job into a fleet you can inspect.

Provide one validated workflow after secure intake. Receive a finished isolated job with citations, checkpoints, validation, and cost before funding the parallel environment.

One-worker fleet proofSee the paid continuation
Example result

One task contract, many isolated workers

map
  1. Queued15 jobsSame approved task contract
  2. Running4 isolatedConcurrency and budgets enforced
  3. Held2 failuresQuarantined with reasons
  4. Accepted9 outputsPassed recorded batch gates
Every job has a bounded identity, source record, cost, evaluation result, and terminal state.

Parallelism needs an operating record

Launching more agents multiplies ambiguity when task identity, source rules, cost, retries, evaluation, and terminal state live only in an operator's session.

The fleet environment makes each job isolated, observable, bounded, evaluated, and recoverable before concurrency expands.

Prove the worker before the fleet

The free output runs one real buyer-supplied task through repository setup, source capture, checkpoints, structured validation, cost accounting, and a durable completion record.

The paid environment extends that accepted path into a queue, isolated workers, retries, evaluations, logs, controls, and a bounded first batch.

What comes back from the record

One completed isolated research job that clones the authorized repository, runs the supplied task contract, checkpoints progress, cites allowed sources, validates the structured output, records cost and time, and returns a reproducible job ledger. The buyer keeps the proof.

Turnaround: Delivered within four business days after secure receipt of a runnable repository, one bounded task, model access method, source rules, evaluation case, output schema, and budget.

From one runnable task to a bounded fleet

  1. Contract

    Fix the task, source, output, evaluation, runtime, concurrency, and budget boundaries.

  2. Isolate

    Run each job in its own workspace with scoped access and durable checkpoints.

  3. Evaluate

    Validate structure, sources, boundary cases, cost, and buyer-supplied quality cases.

  4. Expand

    The buyer reviews the first batch and separately approves any additional scale.

There is already a market for this work.

The links below show existing providers and public reports from people who have dealt with the same problem. A source supports only the statement printed beside it.

SourceLangSmith sells agent observability, evaluation, and deployment capabilities through published developer, paid, and enterprise plans.SourceModal sells usage-priced serverless compute for parallel jobs and publishes its compute, storage, and networking rates.ProviderLangSmith: LangSmith publishes developer, plus, and enterprise pricing paths for agent observability, evaluation, and deployment.ProviderModal: Modal publishes usage pricing and enterprise options for serverless compute and distributed workloads.

Why the check is free

The free output is useful on its own. One finished worker proves the isolation, source, checkpoint, validation, and accounting path on the buyer's workflow before a queue or fleet is funded.

One-worker fleet proof

One completed isolated research job that clones the authorized repository, runs the supplied task contract, checkpoints progress, cites allowed sources, validates the structured output, records cost and time, and returns a reproducible job ledger. The buyer keeps the proof. Delivered within four business days after secure receipt of a runnable repository, one bounded task, model access method, source rules, evaluation case, output schema, and budget.

Do not send private links or files through this form. If the service fits, a person will reply with a secure intake method and written deletion terms before you share private material.

Operated by Reality Contact, LLC. Prices are in United States dollars, and refund conditions appear beside the paid fleet environment. Private repositories, corpora, credentials, model access, and customer data enter only through secure intake under written deletion terms. The buyer controls rights, model and source terms, research questions, evaluation definitions, budgets, result interpretation, launch, publication, and expansion. This service does not replace legal, security, privacy, compliance, employment, tax, financial, or other professional advice.

Questions before you send anything

What do I send?

Do not send private or sensitive links, files, repositories, credentials, model tokens, customer data, or source corpora through the public form. A person will reply with a secure intake method and written deletion terms before any private material is shared.

What comes back for free?

One completed isolated research job that clones the authorized repository, runs the supplied task contract, checkpoints progress, cites allowed sources, validates the structured output, records cost and time, and returns a reproducible job ledger. The buyer keeps the proof. Delivered within four business days after secure receipt of a runnable repository, one bounded task, model access method, source rules, evaluation case, output schema, and budget.

Where does the service stop?

Reality Contact, LLC implements the bounded technical environment and recorded tests. The buyer owns repository and data rights, model and source terms, research questions, source policy, evaluation definitions, budgets, production credentials, launch authority, result interpretation, publication, and any expansion. Review the first batch's job ledger, source records, failures, costs, and evaluation results, then approve, revise, or stop expansion. Private repositories, corpora, credentials, model access, and customer data enter only through secure intake under written deletion terms.

Do you guarantee that the research is correct?

No. Reality Contact, LLC implements the supplied source and evaluation contract and reports observed results and failures. The buyer interprets and verifies the research.

Can the workers contact sources or publish results?

No. The environment is designed for bounded research and structured output. External contact and publication remain buyer-controlled actions.

Do you need our model credentials in the public form?

No. A person provides a secure intake method and written deletion terms before any private repository, corpus, or access material is shared.

What must exist before parallelization?

One runnable single-agent workflow, a defined task and output contract, source rules, evaluation cases, model access, runtime target, concurrency, and budget.

One-worker fleet proof

One completed isolated research job that clones the authorized repository, runs the supplied task contract, checkpoints progress, cites allowed sources, validates the structured output, records cost and time, and returns a reproducible job ledger. The buyer keeps the proof. Delivered within four business days after secure receipt of a runnable repository, one bounded task, model access method, source rules, evaluation case, output schema, and budget.

Do not send private links or files through this form. If the service fits, a person will reply with a secure intake method and written deletion terms before you share private material.

Operated by Reality Contact, LLC. Prices are in United States dollars, and refund conditions appear beside the paid fleet environment. Private repositories, corpora, credentials, model access, and customer data enter only through secure intake under written deletion terms. The buyer controls rights, model and source terms, research questions, evaluation definitions, budgets, result interpretation, launch, publication, and expansion. This service does not replace legal, security, privacy, compliance, employment, tax, financial, or other professional advice.

Every result is bounded by the supplied task, allowed sources, recorded worker version, and explicit evaluation cases.

The free proof returns one completed isolated job with citations, validation, cost, time, checkpoints, and a durable ledger.

Workers do not contact outside parties or enter production systems without separate buyer authorization.

First-party pseudonymous attention analytics · Privacy and opt-out