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Source channel @githubtrending · Post #15314 · Dec 6

#python#brain_inspired_ai#deep_learning#large_language_models#reasoning The Hierarchical Reasoning Model (HRM) is a new type of AI that reasons more like a human brain, using a fast part for quick details and a slow part for big-picture planning. It solves hard logic tasks like Sudoku, mazes, and IQ-style puzzles very well, even though it is tiny (only 27 million parameters) and learns from very little data (just 1,000 examples). Unlike most large language models, it does not need long chains of written reasoning steps or huge amounts of training, which makes it much faster, cheaper, and more efficient. For the user, this means powerful reasoning in a small, fast system that can run on ordinary hardware and still beat much larger models on tough problems. https://github.com/sapientinc/HRM

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Red Nile

@rednile12 · Post #11017 · 02/16/2026, 04:08 PM

📝ANALYSIS: The Unmasking of Addis Standard: Independence or Illusion? ✍🏽By Dhuga Bilisuma | Red Nile Contributor 📅 February 16, 2026 In a detailed piece for RedNile, contributor Dhuga Bilisuma subjects Addis Standard’s recent coverage to rigorous academic scrutiny, questioning whether the outlet’s self-proclaimed “independence” withstands analytical review. Drawing from established media theory — including the framing work of Robert Entman and agenda-setting theory — the article examines three editorial patterns from January–February 2026 that raise concerns about conflict-sensitive reporting standards in Ethiopia’s fragile post-conflict environment. 1️⃣ Territorial Framing: “Wolkait” vs. “Western Tigray” When Prime Minister Abiy Ahmed referred to “Wolkait” during parliamentary remarks, Addis Standard’s headline substituted the term with “Western Tigray.” 📌The Critique: Framing theory suggests such terminology shifts are not neutral. In a contested territorial dispute, choosing nomenclature different from the speaker’s own wording can signal narrative alignment — especially when competing historical and constitutional claims are involved. The report, according to Bilisuma, lacked the contextual clarification recommended by conflict-sensitive journalism standards. 2️⃣ Agenda-Setting: Selective Visibility of Protests In late January, demonstrations reportedly took place in #Telemt, #Humera, #Wofla, #Korem, #Zata, #Dabat, #Debark, and #Dejach_Meda, with protesters calling for full implementation of the 2022 Pretoria Peace Agreement. #AddisStandard reportedly provided no coverage of these protests. 📌The Critique: Agenda-setting theory argues that what media omits can be as influential as what it highlights. For diaspora readers — who rely heavily on English-language reporting — such omissions may shape international perception by rendering certain grievances invisible in global discourse. 3️⃣ Post-Publication Revision: The “Maneuver” Case In reporting remarks from the Tigray Interim Administration, the outlet initially used the military term “maneuvering” to describe troop movements. 📌The Critique: While revisions are common in journalism, Bilisuma points to a pattern of reactive, non-transparent language adjustments. In a post-conflict setting governed by the Pretoria Agreement, terms like “maneuver,” “movement,” or “deployment” carry significant implications regarding compliance or breach. Inconsistent transparency in edits can undermine public trust. 4️⃣ The Broader Pattern: Asymmetrical Context The article argues that detailed historical grievances and counter-arguments are frequently added when framing federal officials. However, similar contextual depth is not consistently applied when reporting on actors associated with #TPLF leadership. 📌The Critique: This uneven distribution of contextual scrutiny may generate cumulative narrative asymmetry — shaping reader perception without explicit editorial positioning. 🧭 The Verdict Bilisuma stops short of alleging intentional bias. Instead, he argues that the cumulative effect of terminology choices, selective coverage, and revision practices constructs a particular political terrain for readers. For diaspora audiences — whose understanding of events often depends on outlets like #AddisStandard — these framing dynamics carry amplified consequences. “Media independence is not established solely through mission statements. It is demonstrated through transparent editorial standards.” ♦️Bottom Line: A must-read for anyone who consumes Ethiopian media critically. In fragile post-conflict societies, framing is never just semantics — it is politics. 📌Read the full article here: The Unmasking of Addis Standard: Independence or Illusion? #Ethiopia#MediaAnalysis#AddisStandard#RedNile#ConflictReporting#Framing