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The 1B-Parameter Insurrection: Maincoder-1B’s 76% HumanEval Score Challenges AI’s Bigger-Is-Better Orthodoxy
benchmarks
Featured

The 1B-Parameter Insurrection: Maincoder-1B’s 76% HumanEval Score Challenges AI’s Bigger-Is-Better Orthodoxy

A tiny Australian startup just proved that scaling laws aren’t destiny. Their 1B-parameter coding model achieves best-in-class performance on HumanEval, forcing a reckoning with our obsession over parameter counts.

#benchmarks#code-generation#language-models...
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From Open Weights to Closed Doors: MiniMax M2.1 and the Erosion of AI Trust
ai-trust

From Open Weights to Closed Doors: MiniMax M2.1 and the Erosion of AI Trust

MiniMax silently removed all promises to open-source M2.1 model weights, leaving developers questioning whether the ‘open-source’ label was ever real or just marketing vapor.

#ai-trust#LLM#m2.1...
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dbt’s CTE Obsession: When Readability Becomes a Performance Tax
data-transformation

dbt’s CTE Obsession: When Readability Becomes a Performance Tax

The debate over nested CTE patterns in dbt models isn’t just about style, it’s about whether modern data warehouses are silently paying for your code’s readability.

#data-transformation#dbt#sql-optimization
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Pagination as an Architectural Concern: UI Leaking into Domain?
api-design

Pagination as an Architectural Concern: UI Leaking into Domain?

Analyzing whether offset/limit pagination introduces UI-driven accidental complexity into core business interfaces, and how to refactor without compromising architectural boundaries.

#api-design#domain-driven-design#hexagonal-architecture...
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Unsloth’s 2-Bit Miracle: How GLM-4.7 Lost 266GB Without Losing Its Mind
GLM-4.7

Unsloth’s 2-Bit Miracle: How GLM-4.7 Lost 266GB Without Losing Its Mind

Unsloth’s aggressive 2-bit quantization slashes GLM-4.7 from 400GB to 134GB, forcing a reckoning with what ‘good enough’ means for frontier models

#GLM-4.7#local AI#model compression...
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Qwen-Image-Edit-2511: The Edit That Remembers Your Face
diffusion-models

Qwen-Image-Edit-2511: The Edit That Remembers Your Face

Alibaba’s Qwen team just dropped a major image editing upgrade that fixes AI’s identity amnesia problem, while baking in community LoRAs and challenging the hardware status quo.

#diffusion-models#image-editing#LoRA...
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Meta’s Servers Run on Steam Deck Code: How a Gaming Handheld’s Scheduler Conquered Hyperscale Infrastructure
bpf

Meta’s Servers Run on Steam Deck Code: How a Gaming Handheld’s Scheduler Conquered Hyperscale Infrastructure

Meta’s adoption of Valve’s SCX-LAVD scheduler, originally designed for the Steam Deck, reveals how latency-aware scheduling transcends form factors and challenges everything we thought we knew about kernel optimization at scale.

#bpf#kernel#linux...
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The Great AI Reversal: How Export Controls Backfired and Gave China the Open-Source Crown
Chinese AI

The Great AI Reversal: How Export Controls Backfired and Gave China the Open-Source Crown

Chinese AI labs like Z.AI and Qwen didn’t just catch up to US models, they weaponized efficiency under sanctions to dominate open-source AI. The data tells a story of unintended consequences.

#Chinese AI#geopolitics#llms
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Real Data Engineer or Fabric Pretender? The Industry Debate Splitting Teams
business-intelligence

Real Data Engineer or Fabric Pretender? The Industry Debate Splitting Teams

As Microsoft Fabric collapses the wall between BI development and data engineering, professionals face an identity crisis. Is mastering Fabric a legitimate path to data engineering, or just a corporate detour? The answer depends on how much you actually understand about what you’re building.

#business-intelligence#microsoft-fabric
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LotusBail: When ‘Working Code’ Becomes Your Biggest Security Liability
dependencies

LotusBail: When ‘Working Code’ Becomes Your Biggest Security Liability

How a malicious npm package with 56,000 downloads turned WhatsApp into a surveillance tool, exposing the architectural bankruptcy of modern dependency management

#dependencies#npm#supply-chain...
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Your Architecture Decisions Are Already Dead
decision-records

Your Architecture Decisions Are Already Dead

The silent decay of architectural knowledge, why technical decisions vanish over time and how to preserve context before tribal knowledge disappears.

#decision-records#tribal-knowledge
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Architecture Reviews Are a Popularity Contest. Here’s How to Make Them a Science.
best practices

Architecture Reviews Are a Popularity Contest. Here’s How to Make Them a Science.

How to assess software architecture designs using structured, objective criteria instead of subjective opinions during reviews.

#best practices#software engineering
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