{
  "site_title": "ENVOKR // AI PATCH NOTES",
  "run_date": "2026-02-16",
  "generated_at": "2026-02-16T09:07:56.826Z",
  "stats": {
    "total_candidates": 210,
    "deduped_candidates": 204,
    "published_items": 12,
    "sources_ok": 8,
    "sources_failed": []
  },
  "items": [
    {
      "rank": 1,
      "title": "Show HN: Gulama – Security-first open-source AI agent (OpenClaw alternative)",
      "url": "https://github.com/san-techie21/gulama-bot",
      "source_name": "Hacker News: OpenAI",
      "source_url": "https://news.ycombinator.com/",
      "category": "community",
      "source_tier": "community",
      "published_at": "2026-02-16T07:27:20.000Z",
      "score": 74,
      "summary": "Community signal from Hacker News discussion.",
      "why_it_matters": "Policy signals can alter compliance and go-to-market decisions before code changes land."
    },
    {
      "rank": 2,
      "title": "Show HN: Wisepanel – Multi-model AI panel for decision support",
      "url": "https://wisepanel.ai/",
      "source_name": "Hacker News: Gemini AI",
      "source_url": "https://news.ycombinator.com/",
      "category": "community",
      "source_tier": "community",
      "published_at": "2026-02-16T06:07:24.000Z",
      "score": 73,
      "summary": "Community signal from Hacker News discussion.",
      "why_it_matters": "Community momentum helps distinguish durable trends from one-day noise."
    },
    {
      "rank": 3,
      "title": "Show HN: LLM AuthZ Audit – find auth gaps and prompt injection in LLM apps",
      "url": "https://github.com/aiauthz/llm-authz-audit",
      "source_name": "Hacker News: OpenAI",
      "source_url": "https://news.ycombinator.com/",
      "category": "community",
      "source_tier": "community",
      "published_at": "2026-02-16T06:50:39.000Z",
      "score": 69,
      "summary": "Community signal from Hacker News discussion.",
      "why_it_matters": "Community momentum helps distinguish durable trends from one-day noise."
    },
    {
      "rank": 4,
      "title": "Unrolling the Codex agent loop",
      "url": "https://openai.com/index/unrolling-the-codex-agent-loop",
      "source_name": "OpenAI News",
      "source_url": "https://openai.com/news/rss.xml",
      "category": "models",
      "source_tier": "official",
      "published_at": "2026-01-23T12:00:00.000Z",
      "score": 47,
      "summary": "A technical deep dive into the Codex agent loop, explaining how Codex CLI orchestrates models, tools, prompts, and performance using the Responses API.",
      "why_it_matters": "Model capability changes can quickly affect product quality, cost, and vendor strategy."
    },
    {
      "rank": 5,
      "title": "huggingface/transformers v5.0.0",
      "url": "https://github.com/huggingface/transformers/releases/tag/v5.0.0",
      "source_name": "GitHub Releases: transformers",
      "source_url": "https://github.com/huggingface/transformers/releases",
      "category": "tools",
      "source_tier": "ecosystem",
      "published_at": "2026-01-26T10:17:10.000Z",
      "score": 44,
      "summary": "## Transformers v5 release notes - Highlights - Significant API changes: dynamic weight loading, tokenization - Backwards Incompatible Changes - Bugfixes and improvements We have a migration guide that will be continuously updated availabl…",
      "why_it_matters": "Tooling updates often change integration surfaces and developer workflows within days."
    },
    {
      "rank": 6,
      "title": "huggingface/transformers v5.0.0rc0",
      "url": "https://github.com/huggingface/transformers/releases/tag/v5.0.0rc0",
      "source_name": "GitHub Releases: transformers",
      "source_url": "https://github.com/huggingface/transformers/releases",
      "category": "tools",
      "source_tier": "ecosystem",
      "published_at": "2025-12-01T18:14:54.000Z",
      "score": 44,
      "summary": "## Transformers v5 release notes - Highlights - Significant API changes: dynamic weight loading, tokenization - Backwards Incompatible Changes - Bugfixes and improvements ## Highlights We are excited to announce the initial release of Tran…",
      "why_it_matters": "Tooling updates often change integration surfaces and developer workflows within days."
    },
    {
      "rank": 7,
      "title": "Making AI work for everyone, everywhere: our approach to localization",
      "url": "https://openai.com/index/our-approach-to-localization",
      "source_name": "OpenAI News",
      "source_url": "https://openai.com/news/rss.xml",
      "category": "models",
      "source_tier": "official",
      "published_at": "2026-02-06T10:00:00.000Z",
      "score": 43,
      "summary": "OpenAI shares its approach to AI localization, showing how globally shared frontier models can be adapted to local languages, laws, and cultures without compromising safety.",
      "why_it_matters": "Model capability changes can quickly affect product quality, cost, and vendor strategy."
    },
    {
      "rank": 8,
      "title": "GPT-5.3-Codex System Card",
      "url": "https://openai.com/index/gpt-5-3-codex-system-card",
      "source_name": "OpenAI News",
      "source_url": "https://openai.com/news/rss.xml",
      "category": "models",
      "source_tier": "official",
      "published_at": "2026-02-05T00:00:00.000Z",
      "score": 43,
      "summary": "GPT‑5.3-Codex is the most capable agentic coding model to date, combining the frontier coding performance of GPT‑5.2-Codex with the reasoning and professional knowledge capabilities of GPT‑5.2.",
      "why_it_matters": "Model capability changes can quickly affect product quality, cost, and vendor strategy."
    },
    {
      "rank": 9,
      "title": "Unlocking the Codex harness: how we built the App Server",
      "url": "https://openai.com/index/unlocking-the-codex-harness",
      "source_name": "OpenAI News",
      "source_url": "https://openai.com/news/rss.xml",
      "category": "models",
      "source_tier": "official",
      "published_at": "2026-02-04T13:00:00.000Z",
      "score": 43,
      "summary": "Learn how to embed the Codex agent using the Codex App Server, a bidirectional JSON-RPC API powering streaming progress, tool use, approvals, and diffs.",
      "why_it_matters": "Model capability changes can quickly affect product quality, cost, and vendor strategy."
    },
    {
      "rank": 10,
      "title": "Powering tax donations with AI powered personalized recommendations",
      "url": "https://openai.com/index/trustbank",
      "source_name": "OpenAI News",
      "source_url": "https://openai.com/news/rss.xml",
      "category": "models",
      "source_tier": "official",
      "published_at": "2026-01-27T00:00:00.000Z",
      "score": 43,
      "summary": "TRUSTBANK partnered with Recursive to build Choice AI using OpenAI models, delivering personalized, conversational recommendations that simplify Furusato Nozei gift discovery.",
      "why_it_matters": "Model capability changes can quickly affect product quality, cost, and vendor strategy."
    },
    {
      "rank": 11,
      "title": "Hear more about interactive world models in our latest podcast.",
      "url": "https://blog.google/innovation-and-ai/technology/ai/release-notes-podcast-project-genie/",
      "source_name": "Google AI Blog",
      "source_url": "https://blog.google/technology/ai/rss/",
      "category": "models",
      "source_tier": "official",
      "published_at": "2026-01-29T15:00:00.000Z",
      "score": 43,
      "summary": "The latest episode of the Google AI: Release Notes podcast focuses on Genie 3, a real-time, interactive world model.",
      "why_it_matters": "Model capability changes can quickly affect product quality, cost, and vendor strategy."
    },
    {
      "rank": 12,
      "title": "huggingface/transformers v5.1.0",
      "url": "https://github.com/huggingface/transformers/releases/tag/v5.1.0",
      "source_name": "GitHub Releases: transformers",
      "source_url": "https://github.com/huggingface/transformers/releases",
      "category": "tools",
      "source_tier": "ecosystem",
      "published_at": "2026-02-05T15:44:54.000Z",
      "score": 40,
      "summary": "## New Model additions ### EXAONE-MoE K-EXAONE is a large-scale multilingual language model developed by LG AI Research.",
      "why_it_matters": "Tooling updates often change integration surfaces and developer workflows within days."
    }
  ]
}
