Follower of Jesus ˗ˏˋ ✞ ˎˊ˗ Builder of men! 🕊 AI/MLOps Strategist | Sr. DevOps Engineer | Platform Architect | Data & Analytics

Escondido, CA
Joined February 2009
Loop engineering tip: give the agent a verifiable stopping condition like "every checkout unit test passes," not a vague goal like "make it faster"...
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Anthony Russano retweeted
So many people are going to get one-shotted by super persuasive super intelligences and I might be one of them
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CI tip: flag any running job that is far slower than its usual time, or whose early logs fill up with error keywords. In a 194,400-run study those were the top 2 failure signals...
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Dev tip: if you ever pasted an OpenAI, Anthropic or Gemini key into a hosted AI coding tool, revoke it at the provider (not in the tool), make a new key per tool and set a hard spend cap...
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Claude Code / Codex tip: add an agents.md that makes every agent run a Playwright "proof" command after each change, so it shows the feature works instead of just saying it's done...
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Hebrews 11:6 NKJV — But without faith it is impossible to please Him, for he who comes to God must believe that He is, and that He is a rewarder of those who diligently seek Him. blb.org/nkjv/heb/11/6/
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Agent tip: on DeepSeek's new Search API, ask for 50 results with need_content on and drop anything under rerank_score 1.5 before fetching. You pay per call, not per result, and Claude Code and Codex search calls start billing Nov 1...
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Copilot tip: run /chronicle to see where your tokens go, default to medium reasoning effort, and keep related work in one session so you don't break the cache...
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Agent tip: send the same x-session-id header on every request in a Claude Code, Codex or Cursor conversation so turns stay on one provider and reuse its prompt cache...
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Agent tip: keep one knowledge base as plain markdown in private GitHub repos, so every agent you run reads the same context and you're never locked into one platform...
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Claude Code tip: have Opus write the plan as a script, then let a swarm of cheap Haiku agents run it, so Opus only sees the final diff...
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Mistral just previewed a trillion-parameter open-weight model, and a 155 GB DeepSeek loads in 93 seconds...
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Reflection AI open-sourced Beam under Apache 2.0 with 40+ launch partners, Anthropic outgrew git at 30,000+ merges a day, and a 120B model runs on a laptop...
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Anthony Russano retweeted
good software engineers are graduating from managing codebases to simply just managing complexity
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Anthropic's Claude Code tip: each agent gets its own repo copy so three edit without colliding...
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Meta's 816B Muse Spark Open runs on two Mac Studios as Cloudflare's Void ships vibe-coded apps...
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"if it works, build it. If it doesn't, change it by Friday."
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Anthropic told investors Q3 revenue hit $16.8bn, Modal crossed $1B ARR, and context rot shows up in 18 models...
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At the DevDay Exchange Community meetup in San Diego tonight with my son Dean, hearing recaps from OpenAI DevDay and meeting local builders 🍻👶 📍 Bivouac Adventure Lodge, North Park #devday
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Ramp's AI analyst got 50x more questions, Opus writes plans for cheaper agents, and Claude Code hits 278K stars...
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