2 mins read
By uniting algorithmic innovation with operational resilience, Leiwe & Partners (L&P) helped Chomp evolve into a scalable, fraud-resistant consensus engine.
Background
Chomp set out to become the internet's decentralised consensus engine where crowd wisdom would determine truth through sophisticated algorithms and staking rewards. However, as it gained traction, two critical problems emerged that threatened its vision.
Challenges
The first was algorithmic. Chomp's foundation rested on the "Surprisingly Popular" (SP) algorithm, renowned for its accuracy in binary decision-making. Yet this very strength became its Achilles' heel. Locked into yes/no propositions, the platform couldn't evolve beyond simple questions, severely limiting user engagement and market potential.
The second threat was existential: sophisticated bot networks were infiltrating the staking system, bypassing CAPTCHAs, draining funds, and inconveniencing legitimate users.
Chomp needed to expand beyond binary logic and harden financial defences without sacrificing speed or user experience. Leiwe & partners recognised that Chomp's challenges required both algorithmic evolution and operational security.
Solutions
Breaking the Binary Barrier
Leiwe’s team designed a proprietary algorithm that preserved the metacognitive principles of the original SP method while extending it to handle complex, multiple-choice questions. This fundamental reimagining unlocked entirely new use cases, delivering a 15% improvement in prediction accuracy.
In addition, Leiwe’s team contributed to Chomp’s user engagement strategies with actionable data insights that drove a 25% increase in revenue.
Real-Time Fraud Detection
Replacing intrusive CAPTCHAs with behavioural analytics, L&P built a real-time fraud detection layer that flagged subtle anomalies in activity and transactions. They implemented:
Over $10,000 in fraud savings within three days
CRON-driven automation for continuous monitoring
A live intelligence dashboard for threat visibility and rapid response
Infrastructure Optimization
During integration into Chomp's Django backend, L&P optimised SQL queries, added comprehensive unit tests, and uncovered critical calculation errors that affected user reward distributions.
Conclusion
Technical excellence and business outcomes are inseparable. Leiwe & partners didn't just solve isolated problems—they engineered a scalable foundation for Chomp's next growth phase, restoring Chomp's economic integrity, which is essential in the Web3 landscape where trust is currency.