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Can LLMs Engineer Their Own Agent Harness? ByteDance Seed’s HarnessDev Says Only 34 of 64 Changes Generalize
An agent harness is the code round a mannequin: execution loop, instruments, context, state, restoration, and verification. Per the Terminal-Bench 2.1 leaderboard, GPT-5 solves 35.2% of duties inside Terminus 2 however 49.6% inside Codex CLI with similar weights. Most benchmarks …
Anthropic Adds Plugin Evals to Claude Code: 6 Grader Types, a No-Plugin Baseline, and a CI Gate for Skills
Anthropic has printed a new plugin evals workflow for Claude Code. The claude plugin eval command runs a plugin towards life like prompts, grades what Claude produced, and compares the outcome with a run the place the plugin will not …
Why your AI on data projects keep failing (and what fixes it)
Let me ask you one thing. In your group proper now, what proportion of your staff use AI as a lot as you do?When I requested that query at a current AI Accelerator Institute event, fewer than 10% of fingers …
Palantir Foundry and cuOpt drive NVIDIA supply chain allocation
NVIDIA is utilizing Palantir Foundry and cuOpt to automate its {hardware} supply chain allocation selections throughout world manufacturing websites. The firm measures operational supply from wafer-out to first token. This window splits into time-to-rack (the transit from fab output to …
How to Build the Unified Data Foundation Drug Discovery AI Depends On
This article is sponsored by CDD Vault and was written, edited, and printed in alignment with our Emerj sponsored content guidelines. Learn extra about our thought management and content material creation providers on our Emerj Media Services page. Drug discovery …
Cohere Releases North Small Translate: A 218B MoE Translation Model That Scores 83.6 on WMT26 Across 50 Languages
Cohere has launched North Small Translate, an open-weight machine translation mannequin from Cohere and Cohere Labs. It is a sparse Mixture-of-Experts (MoE) mannequin with 218B complete and 25B energetic parameters. It covers 50 languages, from Albanian to Vietnamese. On Cohere’s …
Sakana AI Launches Fugu Max and Fugu Ultra v2 for Cheaper, Stronger Multi-Agent Orchestration
Sakana AI has launched Fugu Max and Fugu Ultra v2, 2 new fashions in its Sakana Fugu household. Fugu isn’t a single basis mannequin. It is a discovered orchestrator that routes work throughout a pool of different fashions behind 1 …
Google Research Releases ToolGrad: Answer-First Framework Hits 99.8% Pass Rate for Tool-Use Data Generation
Training an LLM to name instruments reliably requires datasets that pair person queries with right tool-use chains. Producing that information at scale has been gradual and costly. A workforce of researchers from Google, the University of Tokyo, RIKEN AIP, and …
Meet Redis LangCache: A Managed Semantic Cache That Cuts LLM API Costs by Up to 90% and Returns Cache Hits Up to 15x Faster
Production LLM purposes not often obtain a query no person has requested earlier than. Support assistants and RAG pipelines area the identical intents 1000’s of occasions a day, every phrased in another way, and most stacks deal with each phrasing …
NVIDIA Details BioNeMo Inference Runtime (BioIR): 2.90x Higher Boltz-2 Folding Throughput and 58.5K Residues per GPU-Hour on 8xH100
Biomolecular construction prediction has shifted from single-target runs to proteome-scale worklists. The bottleneck is not whether or not a mannequin can fold a protein. It is how briskly a complete queue of unbiased targets strikes by parsing, featurization, GPU inference, …
OpenAI Launches the Agents API in Public Beta, Putting the Codex Harness Behind One API Call
OpenAI has launched the Agents API in public beta. It offers builders the identical harness and infrastructure that run Codex. OpenAI hosts and maintains the harness. Developers run the agent’s compute in an OpenAI-managed sandbox, their very own infrastructure, or …
FEATURED ARTICLES
CYBERSECURITY
Recognition underscores Cove Data Protection innovation, together with built-in Disaster Recovery as a Service capabilities for sooner, less complicated restoration N-able, Inc. (NYSE: NABL), a worldwide cybersecurity firm delivering enterprise resilience, right now introduced it has been named a Champion within the 2026 Omdia Global Managed Backup and Disaster Recovery (BDR) …
Coalesce Capital (“Coalesce”), a non-public fairness agency targeted on investing in next-generation technology-enabled companies firms, right now introduced a strategic progress funding in Workstreet, (“the Company”) a number one supplier of AI-native compliance and cybersecurity options to firms in regulated industries. The Company’s founders and administration staff are investing alongside …
Chavez-Arrieta joins to assist MSPs and MSSPs flip Continuous Resilience Validation into a brand new, high-margin service line — with a choose group of 10 companions activating within the subsequent 30 days. Spektrum Labs, the corporate that constructed the primary cyber resilience proof engine, at the moment introduced that Oscar …
Improving Operational Resilience with the Ability to Distribute and Scale DDoS Defenses Across the Entire Security Footprint NETSCOUT® (NASDAQ: NTCT), a number one supplier of observability, AIOps, cybersecurity, and DDoS assault safety options, at this time introduced continued investments in infrastructure and know-how to double its Arbor® Cloud DDoS assault mitigation capability …
Cheyenne Ventures and AVP co-lead the spherical, which brings Abstract’s whole funding to practically $50 million at triple its prior valuation, after a yr of 380% ARR development and 264% web income retention. Abstract, the pioneer of composable safety operations, at present introduced a $25 million spherical co-led by Cheyenne Ventures and AVP, with extra funding from Olive Hill Ventures and follow-on funding …
Appointment strengthens management staff as firm accelerates progress and scales buyer success Silent Push, the main preemptive cyber protection firm, right now introduced the appointment of Kirk Appelman as Senior Vice President, Global Sales. Appelman brings over 20 years of expertise gross sales and management expertise, specializing in start-up, build-out, and …
New functionality provides Exposure Management platforms their first complete view into vulnerabilities and exploit chains hidden deep inside cell software program. Lookout, Inc., the pioneer and chief in AI safety for the cell workforce, right now introduced the launch of the Lookout Mobile Software Exposure Center (MSEC). Integrated natively into the …
Integration embeds WatchGuard safety operations inside HaloPSA, streamlining ticketing, provisioning, and billing workflows for MSPs WatchGuard Technologies, a worldwide chief in unified cybersecurity for managed service suppliers (MSPs), as we speak introduced a strategic partnership with Halo to assist MSPs ship and administer safety providers with much less overhead and sooner response. As a part of this relationship, WatchGuard …
Proven cybersecurity chief with deep utility safety experience and a observe file of scaling and profitable exits AI-driven growth is accelerating threat and ThreatModeler allows enterprises to remain safe by design with 10x productiveness beneficial properties and 50% price financial savings Now the clear class chief following the IriusRisk acquisition, …
Former Governor and Film Star Arnold Schwarzenegger Delivers Keynote at Exclusive Event During RSA Conference Week in San Francisco; Wiz Founder & CEO Assaf Rappaport Named 2026 CEO of the Year Evolution Equity Partners, a frontrunner in enterprise capital funding in cybersecurity, held the fourth Annual Presidents Forum on March …
Autonomous IT chief acknowledged for management and innovation in advancing cyber resilience by way of AI and real-time intelligence Tanium, a frontrunner in Autonomous IT, at the moment introduced it has been named a Silver Award winner within the Best Cybersecurity Company class within the 2026 Cybersecurity Excellence Awards. Presented by Cybersecurity …
New analysis reveals disconnected functions result in cyber incidents, audit failures and rising operational prices, as id gaps widen Cerby, along side The Ponemon Institute, immediately printed a new analysis report, “The Hidden Cybersecurity Threat: Disconnected Apps,” revealing that important gaps in id protection are actively exposing enterprises to elevated cyber …
Early March, TSplus, a French supplier of Remote Access and Cybersecurity options, held a high-level govt assembly in Fuzhou with Centerm, a number one Chinese producer of pc units and community gear, member of the Star-Net Group. This assembly marks a significant milestone in TSplus’ enlargement in China and lays …
Independent Third‑Party Validation Reinforces Redspin as a Trusted External Service Provider (ESP) for the Defense Industrial Base Redspin, one of many first, largest, and most skilled Cybersecurity Maturity Model Certification (CMMC) third Party Assessment Organizations (C3PAOs) in the CMMC ecosystem, right now introduced that its Managed Security Services enterprise unit …
Resecurity, a U.S.-based cybersecurity and intelligence firm defending Fortune 100 corporations and authorities companies worldwide, is proud to announce that it has been named a 2026 Cyber 150 Winner, a prestigious recognition awarded to probably the most modern and impactful cybersecurity corporations worldwide. This accolade highlights Resecurity’s continued dedication to offering full-spectrum …
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