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The DecoderBusiness

Anthropic's fix for Fable 5's high cost is turning it into a manager that delegates to Sonnet 5

Anthropic recommends using the expensive Claude Fable 5 mainly as a planner for smaller models instead of running it on every task. Combined with Sonnet 5 in the "Advisor" pattern, this setup hits 92 percent of Fable 5's solo performance at 63 percent of the cost. The article Anthropic's fix for Fable 5's high cost is turning it into a manager that delegates to Sonnet 5 appeared first on The Decoder .

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Hacker News AILLMs

AI Language Tutor That Answers a Phone Call

Article URL: https://github.com/team-telnyx/telnyx-code-examples/tree/main/ai-language-learning-phone-tutor-python Comments URL: https://news.ycombinator.com/item?id=48833834 Points: 1 # Comments: 0

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Product HuntTools

Constellation Gate AI

<p> Prompt injection and token savings - #1 in benchmarks </p> <p> <a href="https://www.producthunt.com/products/gate-ai-2?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1191282?app_id=339">Link</a> </p>

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Hacker News AILLMs

Two concerns I have with AI right now

1. This technology compounds faster than any other luxury technology in history. Those that have access or can afford more of it gain an advantage that erodes any notion of fair competition. 2. This effect will create FOMO and we will end 2026 with very notable, real, layoffs attributed to AI. Fable is the first model where we face serious budget enablement for developers, the discussion isn't how do we afford $200/month subscriptions across the board, it's "how do we enable devs to spend $1,000

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Hacker News Ask

Ask HN: Any Quantum Computer people who knows how to run a benchmark here?

I have a quantum circuit compilation pipeline validated on real quantum hardware (IBM Heron r2). - No heuristics, no simulation, no free-parameters. - It passed the IBM's 892 abstract transpilation tests in 75 minutes (Qiskit took 17 hours 15 minutes), - It was clone 200+ times on GitHub in about 3 months, - It is hardware-agnostic, fully analytic, and scale linearly up to 1M+ qubits (that is one million and above), - All benchmarks are documented, public, and 2 papers where published. Anybody c

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r/MachineLearningResearch

First time ARR users - some questions [D]

<!-- SC_OFF --><div class="md"><p>We submitted our first paper to ARR, intending to commit to IJCNLP-AACL. Area: Multilingualism and Cross-Lingual NLP</p> <p>Scores: (3,4) (2.5,3) (3,3) - average 2.83 for reviews, 3.33 for confidence</p> <p>3 for soundness on all, 4 for reproducibility, and 2,3,3 for excitement. </p> <p>The reviewer who gave us 2.5 has a very short review. They only list one weakness in two sentences and give the paper 2.5. They also give 1,2 for the datasets and software while

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Hacker News AILLMs

AI memory is a filing cabinet

Article URL: https://platformpilot.ai/blog/your-ai-memory-is-a-filing-cabinet Comments URL: https://news.ycombinator.com/item?id=48833690 Points: 2 # Comments: 0

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Microsoft ResearchResearch

Flint: A visualization language for the AI era

Short chart specifications are easy to write, but often produce uninspiring results. Flint is an open-source visualization language that offers a middle path, letting AI agents create expressive charts from compact, human-editable specifications. The post Flint: A visualization language for the AI era appeared first on Microsoft Research .

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Flint: A visualization language for the AI era
GitHub Blog

How GitHub Copilot enables zero DNS configuration for GitHub Pages

Go from an empty repository to a live custom domain with HTTPS in about 14 minutes, without manually editing a single DNS record. The post How GitHub Copilot enables zero DNS configuration for GitHub Pages appeared first on The GitHub Blog .

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How GitHub Copilot enables zero DNS configuration for GitHub Pages
The DecoderBusiness

Anthropic's Claude Fable 5 dominates new industry benchmarks at a steep premium

Anthropic's Claude Fable 5 tops all six new industry-specific performance indices from Artificial Analysis, covering finance, law, and medicine. But that lead comes at a steep cost. In the Strategy & Ops Index, a single task runs $3.48 with Fable 5, more than a hundred times what DeepSeek V4 Pro charges at $0.03. The score difference is just 12 points. The article Anthropic's Claude Fable 5 dominates new industry benchmarks at a steep premium appeared first on The Decoder .

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OpenClaw Commits

fix: bind package-manager exec approvals to inner commands [AI] (#102…

<pre style='white-space:pre-wrap;width:81ex'>fix: bind package-manager exec approvals to inner commands [AI] (#102035) * fix: bind package-manager exec approvals to inner commands * fix: fail closed package manager exec approval gaps * chore: refresh pr branch metadata * fix: cover npm exec alias approvals * fix: fail closed hidden package manager exec aliases * fix: unwrap chained package manager approvals * fix: cover yarn package manager approvals * fix: preserve yarn run approval compatibili

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AWS Machine Learning Blog

Securing Amazon Bedrock AgentCore Runtime with AWS WAF

This post shows you two architecture patterns that address this problem. Both use an internet-facing ALB with AWS WAF and route traffic through a VPC Interface Endpoint to AgentCore Runtime. Pattern 1 places an AWS Lambda proxy between the ALB and the VPC Endpoint, giving you full control over request transformation. Pattern 2 targets the VPC Endpoint ENI IP addresses directly from the ALB, removing the Lambda hop entirely. You also learn how to close the direct-access backdoor with a resource p

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Hacker News AILLMs

What 1,080 YC Startups Tell Us About AI Agents

Article URL: https://twitter.com/anas_build_/status/2074882630902771733 Comments URL: https://news.ycombinator.com/item?id=48833509 Points: 1 # Comments: 0

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Hacker News AILLMs

People Who Want to Stop AI by Any Means Necessary

Article URL: https://thewalrus.ca/the-people-who-want-to-stop-ai-by-any-means-necessary/ Comments URL: https://news.ycombinator.com/item?id=48833420 Points: 1 # Comments: 0

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Hacker News AILLMs

Show HN: Cruxible – Open-source governed truth layer for AI agents

Memory as text for LLMs works well enough when the truth can be plainly stated and doesn't change, but I kept running into the same problem with LLM wikis, markdown, vector stores - I just didn't trust them, and I didn't trust my agent to properly state its evidence for a claim, its reason for changing something, or rebuild its semantic connections the same way between sessions from a text corpus. I found myself constantly asking my agents to re-verify what was already in my wikis, so what was r

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Hacker News AILLMs

The AI Coding Maturity Scale [video]

Article URL: https://www.youtube.com/watch?v=ZeFsVylyJ3I Comments URL: https://news.ycombinator.com/item?id=48833401 Points: 1 # Comments: 1

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Hacker News AILLMs

AI is rewriting the hiring playbook for coders

Article URL: https://www.businessinsider.com/software-engineering-job-technical-interviews-hiring-ai-2026-7 Comments URL: https://news.ycombinator.com/item?id=48833358 Points: 1 # Comments: 0

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ByteByteGo

The Agent Loop: How AI Goes From Answering Questions to Doing Things

In this article, we will walk through that progression. We will also look at how an agent is structured, what choices the model makes on every turn, what scaffolding holds it together, and when an agent is actually the right pattern to reach for.

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The Agent Loop: How AI Goes From Answering Questions to Doing Things