Redis as an agent’s working memory and rate limiter
Building autonomous, multi-agent execution systems for quantitative trading workflows sounds great until you put them into production.
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Excluding your own traffic from GA4 with an internal-traffic filter
When you build and manage high-traffic analytics systems, your worst enemy isn't raw volume—it is dirty data.
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Running multimodal inference on consumer GPUs: what actually fits
I recently built an automated monitoring agent to parse order-book heatmaps, trading execution logs, and live liquidity charts. The goal was simple: run a…
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Durable agents: pairing LangGraph with Temporal so a crashed run resumes
Building complex LLM agents with LangGraph is incredibly intuitive until you run them in production on workloads that take minutes or hours to complete.
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Docker build caching in GitHub Actions: from 12-minute builds to 90 seconds
Every second added to a feedback loop is a tax on engineering velocity. For my algorithmic trading platform, our deployment pipeline was suffering under a…
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PodDisruptionBudgets and node upgrades: upgrading Kubernetes without a maintenance window
In algorithmic trading, "maintenance windows" are a luxury we cannot afford. When your systems route orders to global financial exchanges operating across…
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Cost vs edge: when an LLM in the trading loop is worth it
Three quarters ago, my team deployed an automated news-sentiment and event-driven futures trading system. We hooked up a raw, unfiltered firehose of real-…
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Argo Rollouts canary deploys: catching a bad release before users did
It was 10:14 PM on a Tuesday when the pager went off. Our primary execution router, which processes high-throughput routing signals for our algorithmic tr…
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Quantizing a 70B model to fit 2x RTX 3090: AWQ vs GPTQ in practice
Deploying a 70-billion parameter model like Meta-Llama-3-70B on a local workstation is the holy grail for trading desks and quantitative shops looking to…
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Kubernetes Gateway API vs Ingress: migrating and what broke
Our production algorithmic trading infrastructure processes thousands of order executions and millions of real-time market data ticks daily. For years, ou…
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