Tech and AI through the lens of data, behavior, and cultural trends
The ONPE Project was developed to bring clarity to Peru’s 2026 Presidential Election First Round. Built in only two hours using AI native workflows, it demonstrates how transparency, open data and agentic development can transform civic technology.
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Professionals often struggle with AI that behaves like every request is the first time it has seen the problem. In this article, I share a real scenario from a conversation with a friend who performs appliance inspections and relies on AI to identify make, model, and year from photos. Despite correcting the AI and documenting the right information, the system never reuses his prior knowledge. This post explains why that happens, how grounding solves it, and how Copilot can turn AI into a continuously learning analyst. It also includes a consolidated prompt and a full agent instruction specification for those ready to operationalize a grounded workflow.
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peruvoto2026 is an open-data repository providing a verifiable April 20, 2026 snapshot of Peru’s first-round presidential election results. Built entirely in Spanish to align with the Peruvian audience, it includes ONPE-sourced datasets, RENIEC geographic references, and a complete Power BI report with five analytical panels. The project enables transparent, independent validation of votes, geographic patterns, special polling stations, and date-specific results. Readers who prefer English or another language can use the Translate button available in modern browsers, including Microsoft Edge.
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I came across a community thread the other day where a proposal to tax unoccupied real estate valued above five million dollars was labeled as communism. The debate quickly shifted from policy to inaccurate terminology. This happens often. People repeat political labels without understanding what they mean. A vacancy tax is a market tool used in cities like Vancouver, London, Melbourne, and Singapore. It is also consistent with social democratic models seen in Scandinavia. None of these places are communist. Using the right vocabulary helps create better conversations and a clearer understanding of how housing policy works.
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Most buyers only look at the monthly payment, but that hides the true cost of financing a depreciating asset. This guide shows how to use AI to evaluate any car purchase using depreciation, interest, warranty status, and income-based affordability rules. Includes a ready-to-use AI prompt and a real example with a 2022 BMW X5 M.
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Peru’s 2026 election exposed a sophisticated “fraud architecture” designed to delegitimize results through digital manipulation, institutional pressure, and algorithmic amplification. From bots and trolls to political validation, the narrative weaponized minor irregularities and technical myths to erode trust in ONPE and JNE. This post dissects how coordinated disinformation turned social media outrage into real‑world mobilization, revealing the anatomy of a modern electoral attack.
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Gio’s journey began with three impossible miles and grew into a life of discipline, purpose, and transformation. Today she is a USATF Certified Running Coach, a pacer, and a mentor to runners of all levels. From completing the 7 World Marathon Majors to leading weekly community runs in Weston, FL, her mission is to help others discover the confidence she built mile by mile.
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AI skepticism is collapsing under the weight of real data. Microsoft’s latest quarterly results show that AI demand is accelerating, capacity is filling faster than it can be built, and AI revenue is already material at scale. This is not a speculative bubble. It is the largest infrastructure expansion since the cloud and the early signs point to a long cycle of growth that skeptics failed to see. The upside is structural and only beginning.
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In the late 80s, I discovered PKARC — a lightning‑fast tool that made files shrink before my eyes. It was the era of floppies and dial‑up modems, when compression wasn’t a luxury but a necessity. That memory led me to revisit the lineage of file compression: from SQ and LU on early CP/M systems, to ARC’s breakthrough in 1985, to Phil Katz’s PKARC and the birth of PKZIP in 1989. ZIP became the universal standard, surviving decades of technological change. This story traces how those early tools shaped the way we still store and share data today.
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If every claim about Peru’s 2026 election fraud were true, the country would be facing an operation of near‑mythical sophistication — a network so disciplined, intelligent, and coordinated that it would resemble a state‑level intelligence agency. This post explores what such power would look like: the strategic minds, cyber operators, legal tacticians, and psychological architects supposedly orchestrating the narrative. And it asks the rhetorical question at the heart of the paradox — if a group truly had this level of brilliance and control, wouldn’t they be capable of running the country itself?
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