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MIDDLEMEN™

AI Engineering & Research Lab

AI Study: We Teach AI How to Task on Your Workflows

Beyond human tasking: we calibrate frontier AI models, construct end-to-end task automations, generate multimodal AI video pipelines, and optimize high-converting AI ads.

Explore AI AutomationsAI Videos & Ads

Machine Learning & RLHF

Training AI On Your Domain Workflows

We translate your proprietary guidelines, rubrics, and task queues into fine-tuned models and autonomous agent pipelines.

  • Autonomous Task Execution

    We train customized agent chains that take raw task payloads, reason through step-by-step negative constraints, and output high-accuracy completions.

  • Workflow Automation Pipelines

    Connect your intake systems directly to self-evaluating LLM agents with automated retry logic, hallucination detection, and benchmark unit tests.

  • Prompt Distillation & RLHF

    Transform 50-page complex rulebooks into few-shot calibrations and golden dataset prompts verified by human domain experts.

Creative Generation

Generative AI Video & Algorithmic Advertising

Scale your visual marketing and training assets with end-to-end automated video workflows and high-converting performance ads.

  • AI Video Generation

    Synthetic video generation for task instructions, procedural walkthroughs, multi-speaker simulations, and interactive multimodal training.

  • AI Performance Ads

    Data-driven ad creative engines that produce high-CTR copy, dynamic visual variations, and localized messaging tailored to your exact target demographics.

  • Multimodal Visual QA

    Automated computer vision and video analysis rubrics to verify visual consistency, brand guidelines, and compliance constraints.

Evaluator Qualification

Frontier AI Rubric Certification Course

The comprehensive curriculum teaching taskers and model auditors how to evaluate frontier AI outputs, master strict negative constraints, and score preference benchmarks.
Middlemen Training Academy

Frontier AI Rubric Certification Course

The industry standard curriculum for AI evaluators, RLHF specialists, and prompt quality auditors.

Certified Qualification Badge
Core Curriculum (4 Modules)
Core Rubric Level 1

Negative Constraints & Instruction Following

45 mins

Mastering zero-tolerance constraint adherence: length caps, banned tokens, formatting mandates, and negative triggers that cause automated failure penalties.

Key Lesson Topics:
  • Identifying explicit vs implicit constraints in frontier LLM prompts
  • Strict negative constraint handling (e.g. 'do not use semicolons', 'max 3 sentences')
  • Automated linting and regex pre-submission checks
Exit Assessment:99.0% Accuracy Benchmark

Custom Deployment

Deploy AI Automations On Your Queues

Tell us about the workflows or tasks you want to automate. We will build, evaluate, and benchmark a prototype pipeline.

Schedule an AI Automation Audit

Send our AI engineering team your workflow specifications or task samples. We will return an automated pipeline architecture and performance benchmark report.

Request AI Study & Automation Brief