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TL;DR (English). geo-orchestrator routes each task of a natural-language request across 16 LLMs from 5 providers by task type, complexity, cost and provider health. Every task type keeps a fallback chain whose top two slots come from different vendors; the two frontier models (US$ 10/50 per million tokens) sit behind a declarative policy with a 35% per-session share cap; and FinOps enforces per-run, per-day and per-provider ceilings with alerts that actually fire. State as of Oct 7, 2026: 23 ta...

Protocol ideas become much easier to reason about once they are visible in code. SAL, the Sovereign Agent Lifecycle Protocol, is still evolving, but the basic flow is straightforward enough to show in a small TypeScript sketch: an agent generates its own keypair, initializes into orphan state, proves possession through challenge-response, and later requests short-lived scoped access. The public spec is at sal-protocol.dev , and the reference implementation is in Vibebase . This is not...

When I started building Vicquant, the core design principle was simple and non-negotiable: the AI never does the math. Every number and a debt payoff schedule, a backtested win rate, a risk metric is computed by deterministic code. The model's only job is to explain results in plain language, never to generate a number from scratch. That principle protects users from one kind of failure: a model confidently inventing a wrong calculation. But it doesn't protect against a second, quieter failu...

A feature list tells you what software might contain. A clear purpose tells you what someone should be able to do with it. Before deciding what belongs in an MVP, try writing one sentence: When [situation occurs], [person] needs to [complete a task] so they can [reach a useful outcome]. Consider a hypothetical neighborhood repair shop: “When a customer asks about a repair, the person at the counter needs to find its current status so they can give a useful answer.” That sentence...

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Article URL: https://www.wsj.com/pro/venture-capital/nous-research-scores-90-million-to-bring-open-source-ai-assistant-to-enterprises-516f9208 Comments URL: https://news.ycombinator.com/item?id=49995720 Points: 4 # Comments: 0

Hi, I'm a former SDET and now solo dev of VoiceGremlin, a tool for automated tests against AI that answer phones. You pass the API a phone number and a test case like "Verify that the agent does X." It calls your voice agent, tests the thing by having the bots talk to each other, and uses LLM-as-judge to provide a pass/fail for your pipeline. State: Fully working, free trial, no card needed. Try it out and please give me feedback, especially if you run in to problems. Goal: I built VoiceGreml...

Article URL: https://www.youtube.com/watch?v=kAkpzlR7io8 Comments URL: https://news.ycombinator.com/item?id=49996078 Points: 3 # Comments: 0

Article URL: https://watch.wilsoniumite.com/ Comments URL: https://news.ycombinator.com/item?id=49996090 Points: 12 # Comments: 4

Article URL: https://www.reuters.com/business/world-at-work/fico-cuts-workforce-by-15-ai-driven-restructuring-2026-10-06/ Comments URL: https://news.ycombinator.com/item?id=49996228 Points: 5 # Comments: 0

Article URL: https://arxiv.org/abs/2610.07219 Comments URL: https://news.ycombinator.com/item?id=49996430 Points: 2 # Comments: 0

Article URL: https://www.ecb.europa.eu/press/blog/date/2026/html/ecb.blog20261006~35bf3c24cb.en.html Comments URL: https://news.ycombinator.com/item?id=49996461 Points: 3 # Comments: 0

Article URL: https://magicnumbers.io/2026/10/06/ai-model-groupthink/ Comments URL: https://news.ycombinator.com/item?id=49996542 Points: 13 # Comments: 3

Article URL: https://medium.com/@akumpera/half-a-century-from-dial-up-modems-to-ai-and-everything-in-between-bc220b68dd07 Comments URL: https://news.ycombinator.com/item?id=49996676 Points: 2 # Comments: 0

Article URL: https://openai.com/index/teens-learn-and-plan/ Comments URL: https://news.ycombinator.com/item?id=49996784 Points: 2 # Comments: 0

Do you think billions of people will now breathe a sigh of relief as the apparently superhuman intellectual abilities of mathematicians are automated away by AI? Comments URL: https://news.ycombinator.com/item?id=49996986 Points: 4 # Comments: 0

curious to have your point of view. Comments URL: https://news.ycombinator.com/item?id=49997056 Points: 1 # Comments: 2

Article URL: https://trymuse.com/ Comments URL: https://news.ycombinator.com/item?id=49997108 Points: 1 # Comments: 0

Article URL: https://www.rswebsols.com/news/meta-and-microsoft-take-steps-to-reduce-employee-usage-of-claude-ai/ Comments URL: https://news.ycombinator.com/item?id=49997161 Points: 56 # Comments: 52

Article URL: https://apnews.com/article/mcdonalds-ai-pricing-lawsuit-competition-franchisees-bb78e854b11b54b394603effa7550bbe Comments URL: https://news.ycombinator.com/item?id=49997379 Points: 5 # Comments: 0

Article URL: https://www.youtube.com/watch?v=7Z7oA9ndmdY Comments URL: https://news.ycombinator.com/item?id=49997474 Points: 1 # Comments: 0

Article URL: https://toex.substack.com/p/ai-workers-never-born Comments URL: https://news.ycombinator.com/item?id=49997514 Points: 2 # Comments: 0

Article URL: https://www.pbs.org/video/ghost-in-the-machine-nynp3f/ Comments URL: https://news.ycombinator.com/item?id=49997605 Points: 1 # Comments: 0

Article URL: https://trahan.house.gov/uploadedfiles/claim_act_final.pdf Comments URL: https://news.ycombinator.com/item?id=49997707 Points: 1 # Comments: 1

Article URL: https://devblogs.microsoft.com/foundry-on-windows/build-on-winml-oct-7-26/ Comments URL: https://news.ycombinator.com/item?id=49997807 Points: 2 # Comments: 0