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Business / Professional ServicesI Rebuilt Our Consulting-Firm RFP Response Machine in Two Weeks. Here Is the Architecture.
ArticleRFPs are where consultants go to die. I gave our team an AI that reads the RFP, finds the matching case studies, and dra
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Business / EducationThe Teacher Who Quit Over AI Grading — and the Students Who Agreed With Her
ArticleShe taught high-school English for nineteen years and resigned when her district mandated an AI essay-grading platform,
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Technology / Models & BenchmarksGemini 2.5, Claude 3.7, and GPT-4.1: I Ran 100 Code-Generation Prompts Against All Three. Here Are the Results.
ArticleI got tired of reading vendor benchmarks. I ran 100 real code-generation tasks from my own work — 50 Python, 50 TypeScri
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Business / Technology & TelecomThe Call Center Agent Who Scripted the AI Out of a Job — and Then Lost Hers Anyway
ArticleShe wrote the call scripts that became the training data for her employer's voice AI, and six months later her team was
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Business / Energy & UtilitiesGrid-Scale AI Is Finally Earning Its Place on the Capital Plan
ArticleGrid management AI was classified as an innovation experiment in most utility capital plans through 2024. The reclassifi
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Technology / AI for DevelopersAI Builds the Code. You Still Have to Drive.
ArticleWhy autonomous AI development still breaks down without human engineering judgment, architectural ownership, and quality
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Technology / AI for DevelopersThe Testing Strategy for LLM-Backed Systems That Nobody Seems to Actually Run
ArticleA software platform team was shipping LLM features under a test suite that asserted on exact output strings; after three
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Business / Manufacturing & IndustrialI Fine-Tuned a 7B Model to Read Factory-Floor Photos. The CapEx Case Fell Out of a Hackathon.
ArticleFactory QA is still mostly people staring at screens. A buddy gave me 800 labeled images from a supplier-audit use case
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Technology / Research & PapersI Implemented the Self-Consistency Paper From Scratch. Here Is Where It Helps and Where It Does Not.
ArticleSelf-consistency (Wang et al., 2022) is cited in 8,000 papers and used in almost zero production systems I know. I imple
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Business / Retail & E-CommerceWhy the AI Pricing Engine Is Quietly Becoming the Most Expensive Retail Asset to Build Yourself
ArticleMid-market retailers that built AI dynamic pricing engines in-house between 2022 and 2024 are discovering that the maint
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Business / HealthcareThe Nurse Manager Who Refused to Let AI Triage Her Emergency Department
ArticleWhen a nurse manager pulled an AI triage tool from her emergency department after ninety days, she was asking a question
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Business / Financial ServicesI Built a DIY Credit Memo Generator with 120 Lines of Python. Here Is What the ROI Looked Like.
ArticleA mid-market credit analyst spends 4-6 hours on a memo. I wired up Claude + a sanctions-list API + a PDF template. It ru
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