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Recently updated stories 91 results

Story

CrewAI 1.15.28 Makes Evaluation Failures Safer to Hand to Agents

Model-comparison stops now arrive as live, location-aware diagnostics with run-authored text fenced off as data. The focused 189-test release suite passed locally; live AMP execution was not reproduced.

Story

Agno 3.1.4 Turns an Agent's Computer Into Durable State

Sandboxed Claude and Codex harnesses now pair per-session compute with verified checkpoints, strict native resume, and durable queue admission. A focused 45-test attachment selection passed; Docker and POSIX checkpoint recovery were not reproduced.

Story

OpenHands 1.27 Makes ACP a Swappable Agent Layer

OpenCode and Pi become first-class local ACP agents, with backend-aware gating and explicit credential paths. Six focused suites passed; live subprocesses and Docker were not reproduced.

Story

Pydantic AI 2.57 Lets a Model Cross the Approval Gate

A new ApprovalReviewer can auto-approve selected low-risk tool calls while escalating uncertainty to a person. Focused local tests passed; the security boundary still depends on reviewer policy and model judgment.

Story

LangGraph 1.2.16 Separates Resume From Replay

Four continuation fixes target duplicate side effects and duplicated state updates across interrupts, subgraphs, and exit durability. Targeted local tests passed; PostgreSQL pruning was inspected but not reproduced.

Story

OpenAI Agents SDK 0.24 Treats Pending Work as Durable State

Version 0.24 sharpens recovery around approvals, compaction, checkpoint identity, backend writes, and MCP metadata. Four focused suites passed, but live services and the full matrix were not reproduced.

Story

Google ADK 2.12 Moves Safety Checks Into the Execution Path

ADK’s latest Python release adds workflow-node confirmation, loopback guards for mutating development routes, and broader credential redaction. Targeted repository tests passed, but the controls are not substitutes for authentication.

Story

Doc2Harness Tests the Agent Around the Model

A new benchmark makes models build the coding-agent harness itself, then scores external behavior with scripted sessions and positive controls—but its public release cannot reproduce the full leaderboard.

Story

What Makes an Agent Worth Following

Agent Fieldnotes begins with an editorial test: judge agents by execution, continuity, interoperability, human control, and visible provenance—not by fluent demos.

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