Field notes
Operator math, not content mulch.
Deep dives on the handoffs, data leaks, and automation decisions that turn into revenue systems.
Live map
Status
- 01Buyer intentprioritized
- 02Latest posts71
- 03Primary CTAX-Ray
Collection
Facilities automation
Collection
Architecture fixes
Collection
Agent workflows
Showing 49-56 of 71 notes
Page 7 of 9
Framework + Case
May 5, 2026
Before you replace your CMMS, automate these 5 handoffs
A CMMS replacement is expensive, slow, and often unnecessary. If the pain lives in intake, dispatch, inspections, reporting, or vendor follow-up, automation around the system usually pays back first.
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Depth Charge
May 5, 2026
Vendor dispatch and SLA tracking for facilities teams
Vendor dispatch breaks when status lives in email threads and SLA risk is noticed too late. The fix is an automation layer that sends, watches, escalates, and summarizes vendor work without replacing the CMMS.
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Belief Shift
Apr 27, 2026
Agentic coworker pattern: role, memory, standup
An AI coworker is not a chatbot that answers questions. It is an agent with a clear role, persistent memory of its own work, and a real slot in the team's cadence. Most teams build the first and skip the last two.
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Framework + Case
Apr 26, 2026
Anthropic SDK vs LangChain for building Claude agents
LangChain is the default. LangGraph is the upgrade path. Both add abstraction you pay for in production. Here is when the Anthropic SDK is the shorter build, the cheaper runtime, and the faster debug loop for a Claude-only agent.
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Framework + Case
Apr 26, 2026
Claude skills vs tools vs MCP: which to reach for
Claude ships three overlapping ways to extend what an agent can do: skills, custom tools, and MCP servers. They solve different problems and most teams pick the wrong one first.
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Belief Shift
Apr 26, 2026
Slack-to-Claude bridge for 16 cron heartbeats
An AI agent that posts blockers to Slack you cannot action from your phone is not solving the problem, it is just relocating it. I rebuilt mine around a shared blocker queue and a cockpit skill that drains the queue in 2 minutes flat, not 2 hours of thread-hunting.
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Framework + Case
Apr 25, 2026
Ahrefs + Google Ads MCP that saved 52 hours a week
A content agency was spending 3 hours per client per week on Ahrefs audits. An MCP server turned those 3 hours into 20 minutes per account and unblocked 5 more AI use cases in the process.
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Belief Shift
Apr 25, 2026
Claude Code as a team force multiplier
Claude Code is not Cursor with a bigger context window. It is the first AI product that ships durable team-level leverage instead of per-seat chat speedup. Here is what actually changes when a team adopts it.
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