The new language @sama touts here bans “intentional domestic surveillance,” including through commercially acquired data. But how does the contract explicitly define “intentional domestic surveillance,” and how does it define “commercially acquired personal information”? This
DATA
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Context engineering is the new bottleneck
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the broader observation matters more than this specific paper. context engineering is quietly becoming the real bottleneck. not model capability, not training data, not inference cost. the unglamorous plumbing of what information reaches the model, when, and how. Anthropic
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Three-Stage Pipeline Between Filesystem and Token Window
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between the filesystem and the token window sits a three-stage pipeline. the context constructor selects and compresses context from the filesystem into a token-budget-aware input. it queries recency and relevance metadata, applies summarization, and produces a manifest
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Unix principle applied to AI context
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"everything is a file" becomes "everything is context." CSIRO Data61 and ArcBlock published a paper applying the oldest Unix principle to the newest AI problem. they propose treating memory, tools, knowledge, and human input as a mounted filesystem that agents browse at runtime
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QueryWeaver GitHub Project Promotes AI-Related Categories
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QueryWeaver GitHub: (don't forget to star )
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Open-Source Text-to-SQL Solution Tackles LLM and Schema Issues
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Finally! A Text-to-SQL solution that actually works!
— Akshay 🚀 (@akshay_pachaar) 2 mars 2026
(and it's open-source)
When Text-to-SQL doesn’t work, we often blame the LLM or poor prompt engineering.
But the real issue is usually the schema.
Let me explain:
You ask: “Which publishers have received royalty payments… pic.twitter.com/OCa7S8Z3v0Finally! A Text-to-SQL solution that actually works! (and it's open-source) When Text-to-SQL doesn’t work, we often blame the LLM or poor prompt engineering. But the real issue is usually the schema. Let me explain: You ask: “Which publishers have received royalty payments
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Scientists call for moratorium on age assessment technologies
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Governments worldwide are moving to restrict access to online services based on age. More than 370 scientists have written an open letter calling for a moratorium on age assessment technologies until there is solid evidence on feasibility and impact. A 🧵 csa-scientist-open-letter.or…
→ View original post on X — @mer__edith, 2026-03-02 09:21 UTC
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Generative AI vs. Traditional Image Processing Methods
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Depending on how deep you go to the raw sensor data even demosiacing is making stuff up. There are good models for reliable super resolution vs the creative upscaling approach generative media uses – which indeed makes a bunch of stuff up.
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AI-driven image processing for surveillance and facial recognition
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Good enough GSD to read license plates and facial id for sure – has been for a while – just limited to public sector; modulo albedo tho I have yet to see crispy 10cm imagery from them yet
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SAS Datalands: Human Insights in Data and AI Fraud Detection
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#SASDatalands reveals the unseen human front lines of data and AI. Real people uncovering large scale fraud networks, turning uncertainty into trust and transforming data into moments of joy. Explore now: https://
sas.com/gms/redirect.j
sp?detail=PLN68371_1955833305
…