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Perseus Computing vs Mlola

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Perseus Computing compared with Mlola
DetailPerseus Computing logo Perseus ComputingMlola logo Mlola
What it doesHigh-assurance infrastructure for AI agents Reliable browser use with a fast path: deterministic mechanics, safety and verification, and a model asked only for judgement.
StageNot given Not given
FoundedNot given Not given
Based inUS ID
Pricing modelOpen source Not given
PricingNot given Not given
Key features
  • Harpe: chooses what an AI agent reads under a token budget with consistent results
  • Kibisis: keeps agent memory on your hardware with AES-256-GCM encryption
  • Argus: append-only record that detects edits with cryptographic verification
  • No network code by default for local and disconnected use
  • MIT License with published code, benchmarks and raw results
  • Observe page state in atomic passes without screenshots
  • Model picks operations only from compatible targets
  • Risk classification for payments, deletions, sends and secrets
  • Typed actions with freshness, visibility and occlusion checks
  • Append-only event log for replay and audit
  • Chrome automation through Playwright
  • Browser extension for agent isolation
What makes it different
  • Measured empirical validation across 6,111 questions outperforming full-context models
  • Zero plaintext on disk with encrypted vaults matching plaintext accuracy
  • 78.3% fewer tokens sent to the model with a 1,200-token budget per turn
  • Preserves conversational chronology and relational qualifiers under token budgets
  • Deterministic browser mechanics as default, models only for judgement and writing
  • Safety enforced through code boundaries, not prompt requests
  • Every step verified independently before proceeding
  • Cost measured by fast-path share on every run
  • Capabilities advertised honestly, imitation refused
Free planNot given Not given
Open sourceNot given Not given
PlatformsNot given Not given
Public APINot given Not given
Community votes00
DR (Domain Rating by Ahrefs)42 +1 (up) since last check10 no change since last check
Trust Flow (Majestic)30
Citation Flow (Majestic)2427
Referring domains (Majestic)6228

4 details filled in for both companies.

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