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  1. application/problem+json
    2026-03-12 Tags: , , , , , by klotz
  2. Cloudflare is now returning RFC 9457-compliant structured Markdown and JSON error payloads to AI agents, replacing verbose HTML error pages with machine-readable instructions. This significantly reduces payload size and token usage – by over 98% in measured tests – which is crucial for cost-effective AI agent operation. The new responses include actionable guidance, allowing agents to understand *why* an error occurred and *how* to proceed, whether that means retrying with backoff, escalating the issue, or stopping altogether.
    This is a network-wide change, automatically available without any site owner configuration.

    - `Accept: text/markdown` returns a yaml header and human readable markdown
    - `Accept: application/json` returns JSON
    - `Accept: application/problem+json` returns JSON with the `application/problem+json` content type.
  3. RFC 9457 defines a standardized format for communicating error details in HTTP API responses, known as "problem details."
    - Supersedes RFC 7807,
    - Core fields include 'type', 'title', 'detail' and 'instance'.
    - Generally paired with 4xx/5xx HTTP status codes.
    - Content types `application/problem+xml`, `application/problem+json`

    Example:
    ```
    {
    "type": "https://example.com/probs/invalid-input",
    "title": "Invalid Input",
    "status": 400,
    "detail": "The provided 'age' value must be a positive integer.",
    "instance": "/users/123",
    "age": -5
    }
    ```
  4. This article discusses the latest developments in AI agents, including the launch of Perplexity Computer, the shift from 'vibe coding' to 'agentic engineering', the standardization efforts around AI agents, and OpenAI's new deal with the Pentagon after Anthropic was dropped.

    * **Multi-Agent Desktops Expand:**
    * Perplexity launches "Computer" – easy-use digital worker.
    * Notion & Anthropic boost agent capabilities via plugins.

    * **Agent Standards Emerge:**
    * Anthropic releases "Agent Skills" repository (GitHub).
    * OpenAI adopts similar architecture.
    * Agentic AI Foundation forming for standardization.

    * **Agentic Engineering Takes Hold:**
    * Karpathy: "Vibe coding" outdated.
    * Focus shifts to code understanding & agent steering.

    * **Cloudflare Optimizes for Agents:**
    * "Markdown for Agents" reduces token usage on webpages.
    * No website owner code changes needed.

    * **Pentagon Shifts AI Partners:**
    * Pentagon stops using Anthropic products (values concerns).
    * OpenAI wins Pentagon deal – stipulations on surveillance/weapons.
    * Potentially weaker safeguards than Anthropic.
  5. Pogocache is a new open-source caching software focusing on low latency and CPU efficiency. It supports multiple protocols (Memcache, Valkey/Redis, HTTP, PostgreSQL) and claims better throughput and lower latency than alternatives. It's written in C and designed for high performance and scalability.
  6. Interact with opencode server over HTTP. The `opencode serve` command runs a headless HTTP server that exposes an OpenAPI endpoint that an opencode client can use.
  7. A consortium of Cisco, Galileo, and LangChain proposes an open, scalable way to connect and coordinate AI across different frameworks, vendors, and infrastructure to manage the rapid evolution of AI agents.
  8. New release of shot-scraper CLI tool for taking screenshots and scraping web pages with support for HTTP Archive (HAR) files.
    2025-02-14 Tags: , , , , by klotz
  9. The TC specifies a common protocol, framework and interfaces for interactions between AI agents using natural language while supporting multiple modalities.

    The This framework will also facilitate communication between non-AI systems (e.g., clients on phones) and AI agents, as well as interactions between multiple AI agents.
  10. The Cloud Native Computing Foundation (CNCF) announces the expansion of OpenTelemetry into CI/CD observability, enabling standardized and vendor-agnostic monitoring of CI/CD pipelines.

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