AI Agents

Fixing tool-calling reliability for open models with a transparent repair layer

Most tool-calling failures in open models aren't capability gaps—they're harness bugs. Ahmad Awais built a transparent repair layer that fixes malformed calls without retries, letting DeepSeek V4 Pro beat Opus 4.7 on 6 of 10 benchmarks. For anyone shipping agentic code, this is a practical lesson in where to invest engineering effort.

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Devin’s 80% Moment: Background Agents, 7x PRs, and the End of Hand-Held Coding

The engineering world is waking up to a hard tension: hand-held coding, where a developer drives every keystroke, does not scale inside an organization that ships thousands of changes per week. Walden Yan, Cognition's co-founder and CPO, frames this as the moment **background agents** go from toy to critical infrastructure. The concrete proof is that **Devin now generates 80% of commits across Cognition's own repos**, up from 16% before the December 2025 model inflection, and merged PR volume has grown 7x. The problem is not whether agents can write code—it is whether they can reliably go from a spec written in Slack to a merged, tested, properly reviewed pull request without breaking your codebase every two weeks. Cole Murray's open-source **OpenInspect** project is an attempt to replicate this pattern for teams that cannot or should not buy a proprietary system.

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Holo3.1: Fast & Local Computer Use Agents

Holo3.1 is a pragmatic upgrade that tackles the real-world challenges of deploying computer-use agents: environment robustness, framework integration, and local inference. With quantized checkpoints and smaller models, it brings state-of-the-art performance to private, on-device execution. If you're building agents that need to work across desktop, mobile, and multiple harnesses, this is worth a close look.

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Claude Managed Agents adds dreaming, outcomes, and multiagent orchestration

Claude Managed Agents now ship with dreaming for cross-session memory refinement, outcomes for rubric-based self-verification, and multiagent orchestration for parallel delegation. Early users like Harvey report ~6x completion rate improvements. These features close the gap between single-session agents and autonomous, long-running systems.

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GKE Agent Sandbox GA and Agent Substrate Launch

Google announces the general availability of GKE Agent Sandbox, an open-source, Kubernetes-native execution environment for secure, low-latency AI agent workloads, alongside the preview of Agent Substrate, a new open-source project for ultra-scale agentic infrastructure. The sandbox integrates pod snapshots, a warm pool API for sub-200ms allocation, and gVisor security.

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