Touchmark launched a futures-style market where companies can prepay for AI inference capacity as tradable token contracts tied to delivery windows. The platform offers discounts of up to 30% for tokens covering September based on prepaid timing. Buyers get standardized forward pricing and delivery through an API contract system, while providers can sell capacity months ahead instead of relying on private one-off deals.
Amazon ECR Managed Signing was introduced to address how unsigned container images leave organizations unable to cryptographically prove image origin or prevent tampering in AI-era delivery pipelines. It uses AWS Signer with a default signature validity of 135 months and signs a Notary payload that binds the image manifest digest to an identity. With registry-backed signing plus Kubernetes enforcement (e.g., Kyverno/Gatekeeper/Ratify), unsigned or untrusted images are blocked from running and compromised signer identities can be revoked to stop trust fleetwide.
Inference systems turn a trained model into a streaming service that handles asynchronous user traffic, varying prompt sizes, and GPU scheduling for transformer computation. A described example uses a 4,000-token prompt requesting a 300-token answer. The shift is that “inference” is treated as a full request/token pipeline (tokenization, context assembly, routing, memory management, sampling, and streaming) rather than a single forward pass.
Every AI story that matters,
in your inbox by 8am.
TLDRocket reads all relevant sources, removes duplicate coverage, and summarises the
day in two minutes. Follow companies and topics for alerts, or get the
briefing in Slack. Free, no spam, unsubscribe anytime.
Reading TLDRocket needs no cookies, and the readership counts we rely on come from
our own cookieless analytics. Google Analytics is the exception: it sets cookies and
reports to Google, so it stays switched off until you allow it. You can change your
mind any time from “Cookie settings” in the footer.
Strictly necessary
Session security and form protection (tldrocket-session,
XSRF-TOKEN, 2 hours). The site cannot work without them,
so they need no consent.
Always on
Google Analytics 4 (_ga,
_ga_<id>, up to 2 years). Measures which
stories and sections readers use. Google acts as a third-party processor and may
store the data outside the EU. No advertising, no profiling, no data sold.
