Agent Architecture
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6 min read
2026-03-12
How we eliminate hallucinations in production multi-agent chains using deterministic tool verification, dynamic provenance trees, and calibrated confidence bounds.
#Agents
#Verification
#Architecture
#Tool Calling
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System Architecture
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6 min read
2026-03-12
How we enforce mathematical verification, provenance tracking, and strict runtime contracts when working with probabilistic models.
#Architecture
#Verification
#Systems
#Design
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Infrastructure
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5 min read
2026-02-18
Engineering a high-throughput vector caching layer with dynamic thresholding, reducing P99 latency from 1,200ms down to 14ms.
#Performance
#Vector Search
#Algorithms
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Infrastructure
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5 min read
2026-02-18
Building a high-throughput vector caching proxy handling millions of LLM requests with dynamic cosine thresholds, reducing GPU costs by 41% and latency from 1,200ms to 14ms.
#Vector DB
#Latency
#Infrastructure
#Caching
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Engineering Craft
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7 min read
2026-01-29
A framework for continuous regression testing, adversarial perturbation, and automated consistency monitoring.
#Evaluation
#Testing
#Quality
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LLM Evaluation
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7 min read
2026-01-29
How we track model regressions, prompt drifts, and alignment decay when deterministic test datasets do not exist, using synthetic perturbation and adversarial jury models.
#Evaluation
#LLMOps
#Synthetic Data
#Testing
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Philosophy
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4 min read
2026-01-10
Why modern software suffers from needless complexity, and how embracing flatfiles, native standards, and restraint creates enduring software.
#Minimalism
#Craft
#Web
#Design
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System Design
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4 min read
2026-01-10
Why single multi-thousand-token prompt files are an anti-pattern, and how dynamic context compilation unlocks 3x lower latency and higher reasoning accuracy.
#Prompt Engineering
#Context Window
#Optimization
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Philosophy & Life
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3 min read
1910 / Modern Reflection
> *"If you can keep your head when all about you / Are losing theirs and blaming it on you..."*
Rudyard Kipling's **"If—"** (first published in *Re...
#Poetry
#Philosophy
#Life Meaning
#Resilience
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