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Many projects and addons exists to reduce the verbosity on standard bash / git /npm etc. Commands that agents pass regularly as tools to LLMs. (eg. rtk, headroom, lean-ctx). Tool output compression does yield good token savings. Though it can lead to increased turns - effectively nullifying the per turn token savings. This is the current topology. Are we going to see a class of products and libraries that structure o/p to what models want to see? Comments URL: https://news.ycombinator.com/item?i

Article URL: https://gcontext.ai Comments URL: https://news.ycombinator.com/item?id=48606940 Points: 1 # Comments: 0

Article URL: https://autonomy-landing-page.vercel.app/ Comments URL: https://news.ycombinator.com/item?id=48606882 Points: 2 # Comments: 0

Article URL: https://github.com/Wavesonics/C2PAVerify Comments URL: https://news.ycombinator.com/item?id=48606789 Points: 2 # Comments: 1

Article URL: https://speakora.io/ Comments URL: https://news.ycombinator.com/item?id=48606715 Points: 2 # Comments: 0

Article URL: https://www.instagram.com/reel/DZy5nOKN7Pz/ Comments URL: https://news.ycombinator.com/item?id=48606702 Points: 2 # Comments: 0

Article URL: https://blog.joemag.dev/2025/10/the-new-calculus-of-ai-based... Comments URL: https://news.ycombinator.com/item?id=48606434 Points: 3 # Comments: 1

Article URL: https://github.com/chopratejas/headroom Comments URL: https://news.ycombinator.com/item?id=48606411 Points: 4 # Comments: 0

Article URL: https://www.tomshardware.com/tech-industry/artificial-intelligence/elon-musk-says-that-china-will-have-a-fable-5-class-ai-model-probably-q1-next-year-ceo-of-chinese-anthropic-rival-says-it-wont-take-that-long Comments URL: https://news.ycombinator.com/item?id=48606364 Points: 9 # Comments: 1

Article URL: https://dri.es/ai-and-the-great-cms-unbundling Comments URL: https://news.ycombinator.com/item?id=48606300 Points: 4 # Comments: 0

Article URL: https://blog.curiousquail.com/spirit-crossings-ai-problem/ Comments URL: https://news.ycombinator.com/item?id=48606238 Points: 1 # Comments: 0

Article URL: https://medium.com/@xavierbisits/how-to-learn-iraqi-arabic-bd468eff29e5 Comments URL: https://news.ycombinator.com/item?id=48606040 Points: 1 # Comments: 0

Article URL: https://www.wsj.com/tech/ai/jane-street-ai-wall-street-bdfcc81a Comments URL: https://news.ycombinator.com/item?id=48605753 Points: 1 # Comments: 0

Article URL: https://mojimoshi.com/ Comments URL: https://news.ycombinator.com/item?id=48605570 Points: 1 # Comments: 0

Article URL: https://www.businessinsider.com/alphafold-john-jumper-leaves-google-deepmind-anthropic-demis-hassabis-nobel-2026-6 Comments URL: https://news.ycombinator.com/item?id=48605484 Points: 2 # Comments: 0

Article URL: https://entertainmentindustry.ai Comments URL: https://news.ycombinator.com/item?id=48605422 Points: 1 # Comments: 0

Article URL: https://surfingcomplexity.blog/2026/06/19/i-am-dreading-our-llm-written-incident-report-future/ Comments URL: https://news.ycombinator.com/item?id=48605136 Points: 3 # Comments: 0

Article URL: https://metalearn.substack.com/p/i-solved-my-mystery-fatigue-with-ai Comments URL: https://news.ycombinator.com/item?id=48605117 Points: 21 # Comments: 5

Article URL: https://deepgate.ai/blog/neural-architecture-search Comments URL: https://news.ycombinator.com/item?id=48604630 Points: 1 # Comments: 0

Article URL: https://deepgate.ai/blog/compiler Comments URL: https://news.ycombinator.com/item?id=48604625 Points: 1 # Comments: 0

Article URL: https://www.minovativemind.dev/ Comments URL: https://news.ycombinator.com/item?id=48604511 Points: 1 # Comments: 0

Article URL: https://www.smh.com.au/technology/australian-start-up-boss-who-faked-revenue-gets-nine-years-jail-20260618-p60847.html Comments URL: https://news.ycombinator.com/item?id=48604326 Points: 6 # Comments: 3

Article URL: https://gangstaai.org/ Comments URL: https://news.ycombinator.com/item?id=48604225 Points: 2 # Comments: 2

<blockquote cite="https://news.ycombinator.com/item?id=48592163#48593190"><p>The real valuable capability MCP offers over skills/CLI is isolating the auth flow outside of the agent’s context window, and potentially out of the harness completely. [...]</p> <p>Maybe the idealized form of MCP is just an auth gateway for the API and nothing else. That’d still be a win.</p></blockquote> <p class="cite">— <a href="https://news.ycombinator.com/item?id=48592163#48593190">Sean Lynch</a>, comment on Hacke

Article URL: https://www.rnz.co.nz/news/science-and-technology/600928/more-than-chatbots-why-business-ai-agents-are-big-tech-s-next-product-battleground Comments URL: https://news.ycombinator.com/item?id=48603964 Points: 4 # Comments: 0

Article URL: https://skilldb.dev/blog/agentic-loops-why-the-best-ai-coding-workflows-are-loops Comments URL: https://news.ycombinator.com/item?id=48603861 Points: 2 # Comments: 0

Article URL: https://www.dwarkesh.com/p/the-sample-efficiency-black-hole-2 Comments URL: https://news.ycombinator.com/item?id=48603624 Points: 3 # Comments: 0

Article URL: https://singularityforge.space/2026/06/20/di-and-easy-money-on-the-edge-of-a-myth/ Comments URL: https://news.ycombinator.com/item?id=48603559 Points: 1 # Comments: 0

Article URL: https://www.wsj.com/tech/ai/google-is-using-nvidias-playbook-to-build-a-rival-ai-chip-business-1eac86f9 Comments URL: https://news.ycombinator.com/item?id=48603498 Points: 2 # Comments: 0

Article URL: https://github.com/Teycir/SkillsGuard Comments URL: https://news.ycombinator.com/item?id=48603492 Points: 1 # Comments: 0

Article URL: https://www.youtube.com/watch?v=uVPoq1Svz7g Comments URL: https://news.ycombinator.com/item?id=48603426 Points: 1 # Comments: 0

Hey All, I built Konxios (spelled as Conscious) because I had a problem, AI tools were multiplying, but my workflow was getting more fragmented with no privacy first solution. One tool for chat. Another for coding. Another for automation. Another for creating UGC videos. Another for agents. And almost all of them required sending my data somewhere else. Konxios is my attempt at an AI operating system: Local-first AI with Ollama / LM Studio, Optionally connect cloud models if you prefer BYOK mode

Article URL: https://gizmodo.com/norway-says-ai-aint-for-education-2000774320 Comments URL: https://news.ycombinator.com/item?id=48603216 Points: 3 # Comments: 1

Article URL: https://dive.vladyslavpodoliako.com/ Comments URL: https://news.ycombinator.com/item?id=48603118 Points: 2 # Comments: 1

Article URL: https://nanloss.com/briefings/2026-06-18 Comments URL: https://news.ycombinator.com/item?id=48603060 Points: 2 # Comments: 0

Article URL: https://www.ft.com/content/2567877b-9acc-4cf3-a9e5-5f46c1abd13e Comments URL: https://news.ycombinator.com/item?id=48602905 Points: 2 # Comments: 0

Article URL: https://openai.com/index/diagnose-rare-childhood-diseases/ Comments URL: https://news.ycombinator.com/item?id=48602867 Points: 3 # Comments: 1

Article URL: https://sauleau.com/notes/airgap-security-for-the-modern-ai-age.html Comments URL: https://news.ycombinator.com/item?id=48602862 Points: 2 # Comments: 0

Article URL: https://www.wsj.com/world/ai-warfare-ukraine-russia-anthropic-29945df9 Comments URL: https://news.ycombinator.com/item?id=48602722 Points: 3 # Comments: 0

Article URL: https://soniafpearson.substack.com/p/one-ai-two-ai-red-ai-blue-ai Comments URL: https://news.ycombinator.com/item?id=48602700 Points: 3 # Comments: 1