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Universal Memory Protocol – a shared format for agent memory

Universal Memory Protocol The third interoperability layer Section titled “The third interoperability layer”Agents can already call tools (MCP) and talk to each other (A2A). What they can’t do is carry memory across sessions, agents, and vendors.

Hacker News 3d ago

Proliferate (YC S25) is hiring to building open source Codex

Manage a team of agents from your desktop About Proliferate Proliferate is building the operating system for modern engineering. We are building the company in person in SoMa, San Francisco. We care a lot about intensity, craft, and working with people who want to do the best work of their careers.

Hacker News 2d ago

AI, Ashby Engineering, and the future

AI, Ashby Engineering, and the Future 15 minute read Since August 2025, more than half of the new code hitting Ashby’s production systems has been AI-generated, yet customer issues remain broadly stable. More AI-written code. We have a blip in March / April every year; these cyclical patterns aren’t relevant to explain here.

Hacker News 6d ago

AeroMesa: Efficient Data Management System for Multi-Dimensional Spatio-Temporal Trajectories

arXiv:2606.09581v1 Announce Type: new Abstract: The rapid growth of trajectory data -- especially the dense 4D traces generated by unmanned aerial vehicles (UAVs) -- is placing mounting pressure on spatio-temporal data management systems. Existing HBase-based trajectory indexes suffer from three limitations: coarse-grained temporal pruning, locality-unfriendly XZ2 spatial encodings with workload-blind ordering, and severe row-key interval fragmentation when altitude is jointly encoded with...

arXiv CS 1d ago

Policy-Compliant Cloud Storage Systems

arXiv:2606.05423v1 Announce Type: new Abstract: Privacy regulations such as the General Data Protection Regulation (GDPR) impose strict requirements on how personal data is stored, processed, and audited. While key-value stores (KVS) are widely used in latency-sensitive applications, their simple data model and untrusted cloud deployment environments make GDPR compliance particularly challenging. Existing approaches require invasive code modifications, impose high performance overheads, or...

arXiv CS 5d ago

Show HN: TakoVM – Isolated model and tool execution used by enterprises

Run untrusted Python safely. Job queues and Docker isolation built-in. Run AI-generated code in isolated Docker containers with optional gVisor sandboxing.

Hacker News 3d ago

pg_durable: Microsoft open sources in-database durable execution

Long-running, fault-tolerant SQL functions for teams that already keep their state in Postgres and want to stop stitching together cron jobs, workers, queues, and status tables to make background work reliable. Define the workflow in SQL, let pg_durable checkpoint each step, and resume after crashes, restarts, or failed steps. Durable execution is now a standard industry pattern, and pg_durable brings it inside Postgres with no extra service infrastructure required.

Hacker News 5d ago

LogNEO: A GPT-Neo Reinforcement Learning Framework for Accurate Real-Time Log Anomaly Detection

new Abstract: Detecting anomalies in large-scale system logs is critical for the reliability and security of modern computing infrastructure. We present LogNEO, a log anomaly detector built on EleutherAI's GPT-Neo (1.3B parameters) and fine-tuned with a novel partial-credit, exponentially decaying position-aware reward scheme combined with cross-entropy regularisation via Proximal Policy Optimisation (PPO). The position-aware reward explicitly models prediction difficulty: early positions...

arXiv CS 1d ago

How's Linear so fast? A technical breakdown

How's Linear so fast? A technical breakdown A few milliseconds is all it takes to update an issue in Linear. A traditional CRUD app doing the same thing takes about 300ms.

Hacker News 2d ago

Netflix wiz creates app to slash AI bills, then open sources it

As the COOs from both Uber and Microsoft recently learned, encouraging company engineers to use AI aggressively can lead to hefty usage bills, perhaps even offsetting all the gains from laying off employees. The AI bills at Netflix may not be so eye-popping thanks to company senior engineer Tejas Chopra, who has created software to prune agent instructions, as measured in tokens, before they hit the LLM. Chopra has estimated that as much as 90% of tokens are redundant to the giant thinking...

The Register 10d ago