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126 postsEKS node autoscaling with Karpenter: just-in-time capacity, no node groups
Karpenter provisions EC2 capacity for EKS based on actual pending pods instead of static node groups. A look at NodePool, EC2NodeClass, consolidation and Spot use.
Agent payments need separation of duties, not just signatures
A signature alone can't secure agent payments; execution must be bound to a still-valid mandate, verified by a party that cannot forge it.
Entire Launches Distributed Git Network for AI Coding Agents
Entire unveils a distributed Git mirror network sitting in front of GitHub, hitting 570K clones/hour and 586 pushes/sec, with the backend going open source.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comKnowledge and Memory Management: First Three Directions Finalized
Knowledge-and-Memory-Management locks in its memory store, graph adapter, and persistence contracts—API stays backward-compatible while internals are rewritten.
Hardening Kademlia DHT: Signing Alone Won't Stop Eclipse
A signed-record fix in py-libp2p blocks forged PeerRecords, but Kademlia routing stays exposed to Sybil/Eclipse attacks; S/Kademlia's disjoint lookup paths offer a practical fix.
Ghost Vessel Gives a Local AI Agent a Face Instead of a Chat Box
A developer swapped his local LLM chat interface for a video-call-style avatar. Ghost Vessel uses pre-rendered clips and emotion tags to stay GPU-free, and is open source.
Claude Code Orchestration: 96% Performance at 46% of Cost
Anthropic's Fable-Sonnet orchestration pattern now runs natively in Claude Code: 96% performance at 46% cost. Details plus the pilotfish package inside.
Grudge: A Decaying Score Sketch for Multi-Tenant Systems
Grudge is a constant-memory Go library that decays per-key feedback scores without per-key state, enabling scalable rate limiting and abuse detection.
AFP: The Format Behind Bank Statements Gets a Browser Validator
IBM's decades-old AFP format still powers bank statements. A new free tool validates its structure in the browser, without ever uploading the file.
Control Before, Prove After: An Accountability Model for AI Agents
A new accountability primitive restricts AI agents before acting and cryptographically proves actions after, closing gaps left by policy engines and logs.