[
  {
    "id": "google",
    "author": "Google",
    "title": "Learn about conversation",
    "date": "Living documentation; legacy Assistant design guidance",
    "url": "https://developers.google.com/assistant/conversation-design/learn-about-conversation",
    "use": "Cooperation, relevance, context, turn-taking. Design principles only; the retired Assistant platform is not an implementation recommendation.",
    "accessed": "2026-09-10"
  },
  {
    "id": "hax",
    "author": "Saleema Amershi and colleagues · Microsoft Research",
    "title": "Guidelines for Human-AI Interaction",
    "date": "CHI 2019 · original paper",
    "url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2019/01/Guidelines-for-Human-AI-Interaction-camera-ready.pdf",
    "use": "Expectation setting, correction, contextual timing, memory and user control.",
    "accessed": "2026-09-10"
  },
  {
    "id": "lost",
    "author": "Philippe Laban, Hiroaki Hayashi, Yingbo Zhou, Jennifer Neville",
    "title": "LLMs Get Lost In Multi-Turn Conversation",
    "date": "9 May 2025 · arXiv:2505.06120",
    "url": "https://arxiv.org/abs/2505.06120",
    "use": "Simulated multi-turn reliability failures; not an Aftercare benchmark.",
    "accessed": "2026-09-10"
  },
  {
    "id": "sycophancy",
    "author": "Anthropic",
    "title": "Towards understanding sycophancy in language models",
    "date": "23 October 2023",
    "url": "https://www.anthropic.com/news/towards-understanding-sycophancy-in-language-models",
    "use": "Preference for agreement can compete with factual accuracy.",
    "accessed": "2026-09-10"
  },
  {
    "id": "human-eval",
    "author": "Elizabeth Clark and colleagues",
    "title": "All That’s ‘Human’ Is Not Gold: Evaluating Human Evaluation of Generated Text",
    "date": "7 July 2021 · arXiv:2107.00061v2",
    "url": "https://arxiv.org/abs/2107.00061v2",
    "use": "Limits of untrained judgments of generated text; older models and non-dialogue domains.",
    "accessed": "2026-09-10"
  },
  {
    "id": "openai-style",
    "author": "OpenAI",
    "title": "Model guidance",
    "date": "Living documentation",
    "url": "https://developers.openai.com/api/docs/guides/latest-model",
    "use": "Explicit communication guidance; no claim that model choice alone resolves the observed planner defects.",
    "accessed": "2026-09-10"
  },
  {
    "id": "openai-eval",
    "author": "OpenAI",
    "title": "Evaluation best practices",
    "date": "Living documentation",
    "url": "https://developers.openai.com/api/docs/guides/evaluation-best-practices",
    "use": "Task-specific evaluation and human calibration of automated assessment.",
    "accessed": "2026-09-10"
  },
  {
    "id": "humanizer",
    "author": "blader / Humanizer contributors",
    "title": "Humanizer repository",
    "date": "Repository snapshot in the downloadable inventory",
    "url": "https://github.com/blader/humanizer",
    "use": "Portable Markdown editing skill, voice samples; MIT. No measured Ukrainian dialogue gain established.",
    "accessed": "2026-09-10"
  },
  {
    "id": "promptfoo",
    "author": "Promptfoo contributors",
    "title": "Promptfoo repository and root license",
    "date": "Repository snapshot in the downloadable inventory",
    "url": "https://github.com/promptfoo/promptfoo",
    "use": "Evaluation runner; root MIT license. Review any separately licensed component before reuse.",
    "accessed": "2026-09-10"
  },
  {
    "id": "promptfoo-js",
    "author": "Promptfoo",
    "title": "JavaScript provider",
    "date": "Living documentation",
    "url": "https://www.promptfoo.dev/docs/providers/custom-api/",
    "use": "Custom adapter integration with an existing application service.",
    "accessed": "2026-09-10"
  },
  {
    "id": "langfuse",
    "author": "Langfuse",
    "title": "Sessions",
    "date": "Living documentation",
    "url": "https://langfuse.com/docs/observability/features/sessions",
    "use": "Group and annotate complete interaction traces.",
    "accessed": "2026-09-10"
  },
  {
    "id": "langfuse-license",
    "author": "Langfuse contributors",
    "title": "Repository license",
    "date": "Repository snapshot in the downloadable inventory",
    "url": "https://github.com/langfuse/langfuse/blob/main/LICENSE",
    "use": "MIT outside designated enterprise directories; separate enterprise terms.",
    "accessed": "2026-09-10"
  },
  {
    "id": "parlant",
    "author": "Emcie / Parlant contributors",
    "title": "Parlant repository",
    "date": "Repository snapshot in the downloadable inventory",
    "url": "https://github.com/emcie-co/parlant",
    "use": "Condition-based guidelines, tools and conversational context selection; Apache-2.0.",
    "accessed": "2026-09-10"
  },
  {
    "id": "rasa",
    "author": "Rasa",
    "title": "Conversation patterns",
    "date": "Living Rasa Pro / CALM documentation",
    "url": "https://rasa.com/docs/learn/concepts/conversation-patterns/",
    "use": "Reusable repair patterns; not a claim that CALM is included in the Rasa OSS license.",
    "accessed": "2026-09-10"
  },
  {
    "id": "fin",
    "author": "Beth-Ann Sher · Intercom",
    "title": "Customize Fin AI Agent tone of voice and answer length",
    "date": "14 May 2026",
    "url": "https://www.intercom.com/help/en/articles/13177409-customize-fin-ai-agent-tone-of-voice-and-answer-length",
    "use": "Independent tone, length and pronoun controls; preview before saving.",
    "accessed": "2026-09-10"
  },
  {
    "id": "fin-guidance",
    "author": "Intercom",
    "title": "Fin Guidance best practices",
    "date": "Living documentation",
    "url": "https://www.intercom.com/help/en/articles/10560969-fin-guidance-best-practices",
    "use": "Guidance and handover configuration; dictated phrases need multilingual care.",
    "accessed": "2026-09-10"
  },
  {
    "id": "braintrust",
    "author": "Braintrust",
    "title": "Set up human review",
    "date": "Living documentation",
    "url": "https://www.braintrust.dev/docs/annotate/human-review",
    "use": "Human annotation and review workflow.",
    "accessed": "2026-09-10"
  },
  {
    "id": "mem0",
    "author": "Mem0 contributors",
    "title": "Mem0 repository",
    "date": "Repository snapshot in the downloadable inventory",
    "url": "https://github.com/mem0ai/mem0",
    "use": "Persistent memory layer; Apache-2.0. Vendor benchmark claims are not used as local evidence.",
    "accessed": "2026-09-10"
  },
  {
    "id": "letta",
    "author": "Letta contributors",
    "title": "Letta project landing repository",
    "date": "Repository snapshot in the downloadable inventory",
    "url": "https://github.com/letta-ai/letta",
    "use": "Current runtime location and retired V1 status.",
    "accessed": "2026-09-10"
  },
  {
    "id": "letta-code",
    "author": "Letta contributors",
    "title": "Letta Code repository",
    "date": "Repository snapshot in the downloadable inventory",
    "url": "https://github.com/letta-ai/letta-code",
    "use": "Current stateful agent runtime; Apache-2.0.",
    "accessed": "2026-09-10"
  },
  {
    "id": "dspy",
    "author": "DSPy contributors",
    "title": "DSPy repository",
    "date": "Repository snapshot in the downloadable inventory",
    "url": "https://github.com/stanfordnlp/dspy",
    "use": "Programmatic optimization of language-model programs; MIT.",
    "accessed": "2026-09-10"
  },
  {
    "id": "researcher",
    "author": "GPT Researcher contributors",
    "title": "GPT Researcher repository",
    "date": "Repository snapshot in the downloadable inventory",
    "url": "https://github.com/assafelovic/gpt-researcher",
    "use": "Research and report generation; Apache-2.0.",
    "accessed": "2026-09-10"
  },
  {
    "id": "open-research",
    "author": "LangChain contributors",
    "title": "Open Deep Research repository",
    "date": "Archived at the observed snapshot",
    "url": "https://github.com/langchain-ai/open_deep_research",
    "use": "Research workflow reference; MIT. Archived status checked using GitHub API.",
    "accessed": "2026-09-10"
  },
  {
    "id": "open-research-api",
    "author": "GitHub REST API",
    "title": "Open Deep Research repository metadata",
    "date": "Observed 10 September 2026",
    "url": "https://api.github.com/repos/langchain-ai/open_deep_research",
    "use": "Authoritative archived flag; changing metadata is frozen in repositories.json.",
    "accessed": "2026-09-10"
  }
]