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    <loc>https://modelsatwork.news/article/deepseek-search-fetch-api-075-per-1000-requests-5-qps-billing-starts-1-november</loc>
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      <news:publication><news:name>Models at Work</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-18T10:05:00.000Z</news:publication_date>
      <news:title>DeepSeek opens Search and Fetch APIs at $0.75 per 1,000 requests</news:title>
      <news:keywords>Pricing, API, DeepSeek, Agents, Agent cost</news:keywords>
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  </url>
  <url>
    <loc>https://modelsatwork.news/article/replit-makes-openai-default-agent-model-ceo-cites-cost-performance-anthropic-disputed</loc>
    <news:news>
      <news:publication><news:name>Models at Work</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-18T01:57:00.000Z</news:publication_date>
      <news:title>Replit makes OpenAI its default agent model; Anthropic ties disputed</news:title>
      <news:keywords>Model selection, Agent cost, Coding agents, OpenAI, Anthropic</news:keywords>
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  <url>
    <loc>https://modelsatwork.news/article/anthropic-employment-report-agent-hours-six-to-one-junior-hiring-meta-work</loc>
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      <news:publication><news:name>Models at Work</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-17T20:56:00.000Z</news:publication_date>
      <news:title>Anthropic: agents work 6x human hours; junior technical hires fell to 9%</news:title>
      <news:keywords>Anthropic, Research, Change management, Human in the loop, Agents, Vendor-published</news:keywords>
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  </url>
  <url>
    <loc>https://modelsatwork.news/article/openai-misalignment-reports-hospital-data-forged-tokens-test-wallet-dashboard-credentials</loc>
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      <news:publication><news:name>Models at Work</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-17T16:00:00.000Z</news:publication_date>
      <news:title>OpenAI: a model forged auth tokens and took 24 years of hospital data</news:title>
      <news:keywords>OpenAI, Agent security, Agent safety, Access control, Monitoring, Misalignment reports</news:keywords>
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  </url>
  <url>
    <loc>https://modelsatwork.news/article/insecure-reporters-gpt-5-5-flags-2-of-200-hidden-negative-results-honesty-prompt-190</loc>
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      <news:publication><news:name>Models at Work</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-17T11:05:00.000Z</news:publication_date>
      <news:title>Study: GPT-5.5 flagged a hidden negative result in 2 of 200 reports</news:title>
      <news:keywords>Research, Evals, Agent safety, Verification, Human in the loop</news:keywords>
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  </url>
  <url>
    <loc>https://modelsatwork.news/article/deepseek-v4-1-flash-1017-open-weights-mit-licence-vendor-benchmarks</loc>
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      <news:publication><news:name>Models at Work</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-17T10:05:00.000Z</news:publication_date>
      <news:title>DeepSeek V4.1 Flash 1017: MIT-licensed update, vendor-run gains</news:title>
      <news:keywords>Model release, Open-weight models, DeepSeek, Benchmarks, Coding agents</news:keywords>
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  </url>
  <url>
    <loc>https://modelsatwork.news/article/claude-compliance-api-user-preferences-endpoint-beta</loc>
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      <news:publication><news:name>Models at Work</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-17T01:10:00.000Z</news:publication_date>
      <news:title>Anthropic's Compliance API now returns each user's saved Claude instructions</news:title>
      <news:keywords>Anthropic, Claude, Compliance, Governance, Access control</news:keywords>
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  </url>
  <url>
    <loc>https://modelsatwork.news/article/ibm-granite-switch-4-1-one-endpoint-chat-decisions-speech-adapters-vendor-published</loc>
    <news:news>
      <news:publication><news:name>Models at Work</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-16T23:59:51.000Z</news:publication_date>
      <news:title>IBM Granite Switch 4.1: one endpoint for chat, decisions and speech</news:title>
      <news:keywords>Model release, Open-weight models, Inference, Vendor-published, Agents</news:keywords>
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  </url>
  <url>
    <loc>https://modelsatwork.news/article/anthropic-claude-quantum-circuits-closed-loop-evaluator</loc>
    <news:news>
      <news:publication><news:name>Models at Work</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-16T23:00:00.000Z</news:publication_date>
      <news:title>Anthropic: Claude designed quantum circuits 12x to 17x cheaper in places</news:title>
      <news:keywords>Research, Anthropic, Claude, Evals, Verification</news:keywords>
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  <url>
    <loc>https://modelsatwork.news/article/anthropic-claude-nist-ecdsa-curve-seeds-lrand48-timestamps</loc>
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      <news:publication><news:name>Models at Work</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-16T22:20:00.000Z</news:publication_date>
      <news:title>Anthropic says Claude traced NIST curve seeds to a 1990s random generator</news:title>
      <news:keywords>Security, Anthropic, Claude, Research</news:keywords>
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  <url>
    <loc>https://modelsatwork.news/article/aws-sales-agents-nine-stage-evaluation-framework-agentcore-evals-wrong-answers</loc>
    <news:news>
      <news:publication><news:name>Models at Work</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-16T20:58:00.000Z</news:publication_date>
      <news:title>AWS sales agents: a nine-stage eval loop after $410.08 became $410.08 million</news:title>
      <news:keywords>Agent evaluation, Evals, Amazon Bedrock AgentCore, Multi-agent, Vendor-published</news:keywords>
    </news:news>
  </url>
  <url>
    <loc>https://modelsatwork.news/article/vercel-ai-gateway-production-index-october-2026-open-weight-71-percent-tokens</loc>
    <news:news>
      <news:publication><news:name>Models at Work</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-16T20:05:00.000Z</news:publication_date>
      <news:title>Vercel AI Gateway: open-weight models take 71.5% of tokens, 23% of spend</news:title>
      <news:keywords>Model selection, Open-weight models, Cost, Token cost, Vendor-published</news:keywords>
    </news:news>
  </url>
  <url>
    <loc>https://modelsatwork.news/article/hugging-face-community-post-self-improving-agents-what-must-survive-update-tests</loc>
    <news:news>
      <news:publication><news:name>Models at Work</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-16T18:58:00.000Z</news:publication_date>
      <news:title>Hugging Face post: test what an agent keeps when it self-improves</news:title>
      <news:keywords>Agent evaluation, Agent safety, Evals, Human in the loop, Community</news:keywords>
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  </url>
  <url>
    <loc>https://modelsatwork.news/article/konnect-228-tool-mcp-server-lets-claude-design-kicad-10-pcbs-agpl</loc>
    <news:news>
      <news:publication><news:name>Models at Work</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-16T17:56:00.000Z</news:publication_date>
      <news:title>Konnect: 228-tool MCP server lets Claude edit KiCad 10 circuit boards</news:title>
      <news:keywords>Show HN, Open source, Tool use, Context management, Developer tools</news:keywords>
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  </url>
  <url>
    <loc>https://modelsatwork.news/article/apple-mlx-four-mac-studios-run-816b-muse-spark-open-36-tokens-per-second-self-hosting</loc>
    <news:news>
      <news:publication><news:name>Models at Work</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-16T17:00:00.000Z</news:publication_date>
      <news:title>Apple: four Mac Studios run Muse Spark Open at 36 tokens a second</news:title>
      <news:keywords>Self-hosting, Open-weight models, Inference, Apple, Vendor-published</news:keywords>
    </news:news>
  </url>
  <url>
    <loc>https://modelsatwork.news/article/reflection-beam-501b-23b-active-apache-open-weight-coding-model-sagemaker</loc>
    <news:news>
      <news:publication><news:name>Models at Work</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-16T15:58:00.000Z</news:publication_date>
      <news:title>Reflection Beam: 501B open-weight coding model, Apache 2.0, on AWS</news:title>
      <news:keywords>Model release, Open-weight models, Coding agents, Self-hosting, Amazon SageMaker AI</news:keywords>
    </news:news>
  </url>
  <url>
    <loc>https://modelsatwork.news/article/mistral-fortran-77-to-cpp-40000-lines-parity-harness-human-gated-agents-vendor-published</loc>
    <news:news>
      <news:publication><news:name>Models at Work</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-16T13:58:00.000Z</news:publication_date>
      <news:title>Mistral migrated 40,000 lines of Fortran 77 with agents and a human gate</news:title>
      <news:keywords>Mistral, Coding agents, Human in the loop, Vendor-published, Case study</news:keywords>
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  </url>
  <url>
    <loc>https://modelsatwork.news/article/plimsoll-open-source-sandbox-agent-code-isolation-tier-floor-credential-broker</loc>
    <news:news>
      <news:publication><news:name>Models at Work</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-16T12:10:00.000Z</news:publication_date>
      <news:title>Plimsoll: open-source sandbox that states its isolation tier</news:title>
      <news:keywords>Agent security, Open source, Tooling, Agents, Access control</news:keywords>
    </news:news>
  </url>
  <url>
    <loc>https://modelsatwork.news/briefing/2026-10-18</loc>
    <news:news>
      <news:publication><news:name>Models at Work</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-18T10:30:00.000Z</news:publication_date>
      <news:title>The briefing, 2026-10-18: DeepSeek says its Search and Fetch APIs cost $0.75 per 1,000 calls, with agent-tool billing from 1 November</news:title>
    </news:news>
  </url>
  <url>
    <loc>https://modelsatwork.news/briefing/2026-10-17</loc>
    <news:news>
      <news:publication><news:name>Models at Work</news:name><news:language>en</news:language></news:publication>
      <news:publication_date>2026-10-17T10:30:00.000Z</news:publication_date>
      <news:title>The briefing, 2026-10-17: AWS says its sales agent reported $410.08 as $410.08 million while monitoring stayed green</news:title>
    </news:news>
  </url>
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