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Business / Technology & TelecomI Replaced My Whole On-Call Rotation With a Multi-Agent System. Here Is What I Got Right and What I Got Wrong.
A LangGraph multi-agent system wired to PagerDuty, Datadog, and a runbook repo now auto-resolves 31% of incidents withou
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Technology / AI EngineeringAgents Are State Machines. Your Framework Is Lying to You.
Every major agent framework markets itself as 'reasoning-first,' but under the abstraction layers they are finite state
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Business / Energy & UtilitiesThe Lineman and the Drone: What Happens to Hazard Pay When the AI Sees the Pole First
Eduardo has been climbing utility poles for seventeen years, and the premium that compensates him for that risk has drop
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Business / Retail & E-CommerceThe Buyer Who Used to Have Taste: Inside the Department Stores Where Algorithms Pick the Inventory
Marcus has spent twenty-three years selecting apparel for a mid-market department chain, building a professional identit
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Business / Manufacturing & IndustrialThe CapEx Case for AI-Powered Factory Acceptance Testing: What German Mid-Caps Got Right
German mid-cap manufacturers redirecting 8-12% of new-line CapEx into AI-instrumented factory acceptance testing are ach
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Technology / AI EngineeringContext Engineering Is the New Prompt Engineering — and Most Teams Are Doing It Wrong
Long context windows relocated the memory problem rather than solving it; the teams shipping reliable agent systems in 2
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Business / HealthcareI Wired Up an Eval Harness for My Clinic Intake Bot and Caught a Bug That Was Telling Patients to Skip the ER
Running 1,400 synthetic eval cases on my already-shipped intake bot surfaced 14 critical defects—including one routing c
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Business / Financial ServicesThe Vendor Consolidation Wave Hitting Bank AI Stacks: What Procurement Should Be Renegotiating in 2026
North American banks that accumulated 8-12 AI vendors during the 2023-2024 land grab are entering renewal cycles with su
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Business / Media & EntertainmentI Generated a Full Brand-Campaign Rollout in 4 Hours. Here Is What a Marketing Team Would Have Charged for the Same Output.
I gave an agent a brand brief and asked it to produce a full campaign — creative, copy, landing page, social calendar. F
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Business / Transport and LogisticsWhat Route Optimization Is Actually Worth When You Run the Numbers Across the Fleet
Route optimization AI has been marketed primarily as a fuel savings tool for a decade, and fleet operators have sized th
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Business / Government & Public SectorThe City Caseworker and the AI Benefits Algorithm: Who Gets Denied and Who Gets Heard
An AI-assisted benefits eligibility system denied a family, confirmed the error on appeal, and escalated the case to a h
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Business / Real Estate & ConstructionI Ran 400 Commercial Lease Agreements Through an AI Analyzer in Under 12 Hours. Here Is What I Found.
A broker friend handed me 400 leases and asked what the AI could surface that human reviewers were missing. The answer w
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