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Earlier sources: Artificial Intelligence

Artificial intelligence covers systems that learn from data, generate content, perceive their surroundings, or act toward a goal. Follow model research, agent tooling, evaluation, and the infrastructure used to build and run these systems.

SYMTRI organizes observations from public sources into a living map. Connections reflect shared subject matter; they do not establish causation or endorse a source.

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5389 classified signals in the fourteen-day window. Recent momentum: steady. These counts include signals awaiting readable evidence.

Earlier sources

Up to ten sources with readable evidence, ordered by their feed timestamp. These archive sources can be older than the live fourteen-day window. This list is a sample, not a measure of total activity. Dates distinguish paper publication, repository creation, model/dataset activity, Hacker News posts, and KEV catalog additions. “First archived” records when SYMTRI first stored the signal.

  1. Hacker News · Posted on Hacker News · First archived

    Anthropic offers £145k for London personal assistant amid AI agent boom ↗

    Hacker News discussion.

  2. Hacker News · Posted on Hacker News · First archived

    Launch: Assury Cross platform agent lifecycle mangement ↗

    Hey HN, I am David Girvi, co-founder of Assury.ai. We are practitioners who became vendors last year. I wanted to share that we have launched agent lifecycle management for cross-platform agents. One centralized spot for all your agents. AWS, Databricks, Snowflake, Salesforce, etc. Lifecycle does auto-discovery in every environment, plus auto-tagging. We bring everything into a tamper-proof, searchable audit trail. Easily see who or what teams ow…

  3. arXiv · Published · First archived

    Kairos: Transactional Security Enforcement at the System Boundary for LLM Agents ↗

    Large language model (LLM) agents are becoming an integral part of the software development lifecycle, and the capabilities granted to them allow an agent to act with the user's authority on any resource it can access. The reach that gives an agent its utility is equally available to an attacker who can steer it. Anything an agent ingests can carry an injected instruction, and since the model does not reliably distinguish instructions from data, indirect prompt injection should be mitigated by mediating the effects the agent produces. Such mediation faces a structural difficulty. Legitimate wo…

  4. Hacker News · Posted on Hacker News · First archived

    Show HN: Recall – long-term memory for AI agents that notices when facts change ↗

    Hacker News discussion.

  5. arXiv · Published · First archived

    An Optical KV Cache Network for Disaggregated LLM Serving ↗

    Disaggregated LLM serving moves each request's KV cache from a prefill GPU to a decode GPU before the response begins, and a coding-agent turn often moves the KV of its whole long context. Behind an oversubscribed packet fabric this transfer adds to time to first token (TTFT). An optical circuit switch (OCS) can give every transfer a full-rate circuit for less than an oversubscribed packet fabric costs, but a mechanical OCS needs tens of milliseconds to reconfigure. We hide this delay inside the prefill. A reservation scheduler commits each circuit while the prefill is still computing, so the…

  6. Hacker News · Posted on Hacker News · First archived

    Linux Kernel Developers Plan to Remove "Assisted-By" Tag Requirement for AI/LLM ↗

    Hacker News discussion.

  7. Hacker News · Posted on Hacker News · First archived

    How to engineer an AI harness for game development ↗

    Hacker News discussion.

  8. Hacker News · Posted on Hacker News · First archived

    AI engines search and cite: 960 answers measured ↗

    Hacker News discussion.

  9. Hacker News · Posted on Hacker News · First archived

    Ask HN: What tools do you use to create 3D print models using AI ↗

    Hey HN! I have been dabbling into some hobby projects that require designing custom 3D printed models. I have been relying on AI models, mostly GPT Sol and Astra through Codex, and giving them certain tools such as Blender MCP and OpenSCAD CLI to design. My end goal is 3D printable designs ( .stl etc). The results have been good but not great. Iterating and improving them is such a pain in the ass. I want to know which specific tools or workflows…

  10. Hacker News · Posted on Hacker News · First archived

    Palantir CTO AI says researchers started smoking, believing AI will cure cancer ↗

    Hacker News discussion.

Live window recorded . This is the ingestion observation time, not the publication or discovery date of each source.

How to assess evidence about Artificial Intelligence

Check each original source for its methods, release status, limitations, and supporting data. A repository announcement, a preprint, and a published study provide different kinds of evidence. SYMTRI’s subject classification helps discovery; it does not independently validate the source’s claims.

See the collection and counting methodology ↗ · Read the weekly synthesis ↗

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These navigation suggestions are part of the map’s editorial structure, rather than measured evidence of a connection.