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AI RESEARCH &EXPERIMENTS
Experiments, benchmarks, and implementation patterns we use to de-risk delivery.

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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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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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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