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AI provenance: Verifiable records needed for trusted AI actions

By PulseAugur Editorial · [6 sources] ·

Mickai is advocating for audit-ready provenance for AI systems, emphasizing the need for verifiable records of AI actions and decisions. This approach aims to ensure that AI outputs, whether in drug development, legal contexts, or defense, can be traced and trusted. The proposed solution involves creating sealed, signed, and anchored records of all inputs, models, and decisions to prevent issues like model collapse and memory poisoning. AI

IMPACT Ensures AI outputs are traceable and trustworthy, crucial for regulated industries and critical decision-making.

RANK_REASON The cluster consists of opinion pieces from a single author on Mastodon discussing the importance of AI provenance and auditability across various domains.

Read on Mastodon — fosstodon.org →

AI-generated summary · Google Gemini · from 6 sources. How we write summaries →

AI provenance: Verifiable records needed for trusted AI actions

COVERAGE [6]

  1. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    Synthetic Cohorts in Drug Development Need Audit-Ready Provenance Synthetic control arms promise faster, smaller, more humane trials, but a model output a regul

    Synthetic Cohorts in Drug Development Need Audit-Ready Provenance Synthetic control arms promise faster, smaller, more humane trials, but a model output a regulator cannot trace is inadmissible. The fix is provenance: a sealed, signed record of every input, model and decision beh…

    LINKS mickai.co.uk/…/synthetic-cohorts-in-drug-…
  2. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    Your AI Chat Is Now Evidence, and Evidence Needs a Chain of Custody When an AI conversation can decide a contract, a diagnosis, or a disciplinary hearing, the t

    Your AI Chat Is Now Evidence, and Evidence Needs a Chain of Custody When an AI conversation can decide a contract, a diagnosis, or a disciplinary hearing, the transcript becomes evidence. Evidence without a chain of custody is hearsay. Mickai treats every consequential action as …

    LINKS mickai.co.uk/…/your-ai-chat-is-now-eviden…
  3. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    Model Collapse and the Provenance of the Action Model collapse is usually framed as a data hygiene problem. The deeper failure is the loss of provenance. Mickai

    Model Collapse and the Provenance of the Action Model collapse is usually framed as a data hygiene problem. The deeper failure is the loss of provenance. Mickai answers it at the substrate, sealing every action in the Open Audit Record with post quantum signatures and anchoring t…

    LINKS mickai.co.uk/…/model-collapse-and-the-pro…
  4. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    Atomic Settlement Still Needs an Account of Who Acted Atomic settlement removes the waiting between a trade and its final transfer, but speed is not accountabil

    Atomic Settlement Still Needs an Account of Who Acted Atomic settlement removes the waiting between a trade and its final transfer, but speed is not accountability. Someone still authorised the action, and the record of who acted, under what authority, is what survives a dispute.…

    LINKS mickai.co.uk/…/atomic-settlement-still-ne…
  5. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    The Asgard Gap: Defence Decision Support Needs Assurance, Not Another Supplier Defence does not lack vendors of decision-support tools. It lacks assurance: a wa

    The Asgard Gap: Defence Decision Support Needs Assurance, Not Another Supplier Defence does not lack vendors of decision-support tools. It lacks assurance: a way to prove what a system recommended, on what evidence, and who approved it. Mickai treats that proof as the product. ht…

    LINKS mickai.co.uk/…/the-asgard-gap-defence-dec…
  6. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    Agentic Memory Poisoning (ASI06): The Record the Agent Cannot Rewrite Memory poisoning lets an attacker corrupt what an agent believes is true, then watch that

    Agentic Memory Poisoning (ASI06): The Record the Agent Cannot Rewrite Memory poisoning lets an attacker corrupt what an agent believes is true, then watch that false belief drive real actions. The fix is not a smarter agent. It is an append-only, signed, externally anchored recor…

    LINKS mickai.co.uk/…/agentic-memory-poisoning-a…

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