ResearchEnterprise

System Improvement

  • Opportunity DiscoveryRank headroom by expected lift
  • Frontier BenchmarksTurn real behavior into a rising bar
  • InterventionsValidate the lift before you ship
  • System KnowledgeCompounding ground truth for the system
Trust CentreDeploy safely on production data

Topics

  • 01
    Systems IntelligenceLifelong learning, multi-agent coordination, agent safety
  • 02
    Code IntelligenceContext retrieval and production-grade code recommendations
  • 03
    Decision Systems & RLCausal reasoning, planning, and bandit optimization
  • 04
    Personalization at ScaleLarge-scale user modeling and recommendation
  • 05
    Marketplace IntelligenceMatching, ranking, and marketplace optimization

Selected papers

  • How Task Structure Limits Multi-Agent SuccessOpenReview 2026
  • Improving FIM Code Completions via Context & Curriculum Based LearningWSDM 2025
  • Ad-load Balancing via Off-policy Learning in a Content MarketplaceWSDM 2024
  • Disentangling Causal Effects from Sets of InterventionsNeurIPS 2022
  • All papersThe full research index

From the blog

  • Compounding systems intelligenceTalk
  • Every PR Gets Its Own WorldSystems
  • Better offline tests lead to more production winsApplied Science
  • System Ground TruthResearch
  • Building an Enterprise Sandbox for AI AgentsSystems
  • Crash-Proof Custom AgentsSystems
  • All blogsNotes from production
Pavo
Case studiesPricingCareer
Pavo

Careers

Work on the next layer of the stack.

We’re assembling a small, senior team obsessed with systems-first intelligence. If you’ve shipped at scale, we’d love to talk.

RoleLocationType
  • 01Applied Engineer (Tribal Knowledge)London · San Francisco · Full-timeLondon · San FranciscoFull-time→
  • 02Applied Scientist (Tribal Knowledge)London · San Francisco · Full-timeLondon · San FranciscoFull-time→
  • 03Founding Applied ScientistLondon · Remote · Full-timeLondon · RemoteFull-time→
  • 04Research ML EngineerLondon · Full-timeLondonFull-time→
  • 05Founding Systems Engineer (Infrastructure)London · Full-timeLondonFull-time→
  • 06Founding Security Engineer (Application & Infrastructure)London · Remote · Full-timeLondon · RemoteFull-time→
  • 07Forward Deployed ScientistLondon · Bengaluru · San Francisco · Full-timeLondon · Bengaluru · San FranciscoFull-time→
  • 08Founding Product Manager (Agentic Systems)Bengaluru · San Francisco · Full-timeBengaluru · San FranciscoFull-time→
  • 09Founding GMLondon · Bengaluru · San Francisco · Full-timeLondon · Bengaluru · San FranciscoFull-time→

Don’t see a role that fits? Reach out anyway, we’re always looking for exceptional people.

Write to us→

Deploy a continual improvement loop on your systems.

Pavo

The improvement layer for production systems.

Company

  • Research
  • Case Studies
  • Careers
  • Contact Us

Legal

  • Privacy Policy
  • Terms and Conditions
  • Cookie Policy

Socials

  • LinkedIn
  • X

© 2026 Pavo, Building enterprise superintelligence

London · San Francisco · Bengaluru