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AI RESEARCH &EXPERIMENTS

Experiments, benchmarks, and implementation patterns we use to de-risk delivery.

Rails Query Shaping for Predictable Latency
14 min readResearch

Rails Query Shaping for Predictable Latency

A full technical tutorial on designing, measuring, and shipping query-shaping improvements in Rails so p95/p99 latency stays predictable under growth.

Grzegorz Lisowski
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Regression Guards for LLM-Assisted Delivery
11 min readResearch

Regression Guards for LLM-Assisted Delivery

A practical safety model for AI-assisted engineering that combines deterministic gates, review thresholds, and fast rollback signals.

Grzegorz Lisowski
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Backpressure Patterns for Background Jobs
9 min readExperiment

Backpressure Patterns for Background Jobs

Experimental results comparing backpressure strategies for Sidekiq-style workloads under burst traffic and partial downstream failures.

Grzegorz Lisowski
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