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The AI Toolchain — issue -049, July 1, 2026

THE AI TOOLCHAIN NO. -049
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THE DAILY RELEASE FIREHOSE
PUBLISHED JULY 1, 2026 · EVERY WEEKDAY
EDITIONS tail grep head diff uniq

The daily firehose — everything the toolchain shipped today, already filtered.

// HOW THIS ISSUE IS MADE

We read every release from the 174 tools on our watchlist at the source — GitHub and GitLab release notes, vendor release pages and changelogs, project blogs and feeds, vendor press releases, and the source code behind the tag. Bug-fix-only releases and non-product newsroom noise are dropped; what's left is summarized down to the new capability, how to try it, and any screenshots or videos the release itself published. Every entry links to the sources it was built from.

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$ tct list   # 12 tools matched
AI & LLM Tooling
◆  AI Coding Agents

Anthropic Claude Code

Sources Release notes → v2.1.198 NOTES

Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.

Claude Code v2.1.198 ships background subagents by default, auto-PR on worktree completion, /dataviz skill, and AWS upstream gateway support.

└──▷ GET THIS VERSION
$ git clone --branch v2.1.198 https://github.com/anthropics/claude-code.git
# already have the repo? check out this version:
$ git checkout v2.1.198
└──▷ TRY IT
Receive a desktop notification when a background agent finishes or needs input — useful for long-running tasks you want to monitor hands-off.
$ claude agents
  • Subagents now run in the background by default, letting Claude continue working and receive notifications when they finish.
  • Claude in Chrome is now generally available.
  • Adds agent_needs_input and agent_completed notification hooks to claude agents via the Notification hook.
  • New /dataviz skill for chart and dashboard design guidance with a runnable color-palette validator.
  • Gateway adds Claude Platform on AWS (anthropicAws) as an upstream provider; model-not-found responses now advance the failover chain.
+10 moreshow less
  • Background agents launched from claude agents now automatically commit, push, and open a draft PR when they finish code work in a worktree.
  • The built-in Explore agent now inherits the main session's model (capped at opus) instead of running on haiku.
  • Subagents and context compaction now inherit the session's extended thinking configuration, improving output quality on delegated tasks.
  • Improved focus mode: subagents launched in a turn appear in its activity summary, and completed background notifications fold into a single count.
  • Syntax highlighting accuracy improved in code blocks, diffs, and file previews by upgrading to highlight.js 11.
  • Keyboard shortcut hints now show opt/cmd instead of alt/super when connected from a Mac over SSH.
  • API retry UX now shows the error reason after the second attempt, and displays a status page link when the API is overloaded.
  • /login now opens the sign-in dialog from the claude agents view.
  • Subagents now treat messages from the agent that launched them as normal task direction.
  • Removed the /agents wizard; subagents are now created by asking Claude or editing .claude/agents/ directly.
└──▷ BREAKING ON UPGRADE
  • !The /agents wizard has been removed; subagent creation must now be done by asking Claude directly or editing .claude/agents/ manually.
  • !claude --bg combined with --print/-p is now rejected up front instead of silently creating an unattachable session.
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GitHub Copilot CLI

Sources Release notes → v1.0.68 NOTES

GitHub Copilot CLI v1.0.68 adds kimi-k2.7-code model support, inline tab-completion aliases, plan budget visibility, and session management from the agents screen.

└──▷ GET THIS VERSION
$ git clone --branch v1.0.68 https://github.com/github/copilot-cli.git
# already have the repo? check out this version:
$ git checkout v1.0.68
└──▷ TRY IT
Check plan budget consumption mid-session without leaving the CLI.
$ /usage
  • Adds support for the kimi-k2.7-code model.
  • Tab completion now shows slash command aliases inline (e.g. /pr automerge|agentmerge).
  • Shows plan budget details in the statusline and /usage for supported plans.
  • Browse, resume, and switch between sessions from the agents screen.
  • Focused field in the /mcp config form is marked with a '❯ ' chevron, not color alone.
+8 moreshow less
  • Keeps IDE tools available during transient IDE disconnects, returning a clear error while disconnected and recovering automatically when the IDE reconnects.
  • Tells the agent when the working directory changes between turns so it uses the new directory for commands and relative paths.
  • Shows descriptions for slash-command input choices.
  • Custom agents keep their tool filters in nested subagents.
  • Lets device-managed settings override server-managed settings.
  • Finds agents and instructions under Win32 extended-length paths on Windows.
  • Defaults to a steady vertical-bar cursor in interactive sessions.
  • Updates the Sessions sidebar branch after /cd and /worktree.
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SST OpenCode

Sources Release notes → v1.17.13 NOTES

The open source coding agent.

OpenCode desktop gains a searchable model picker, session tab hover previews, and streamlined WSL setup in v2 UI.

└──▷ GET THIS VERSION
$ git clone --branch v1.17.13 https://github.com/sst/opencode.git
# already have the repo? check out this version:
$ git checkout v1.17.13
  • Adds a searchable model picker and model management flow in the v2 composer.
  • Shows a hover preview for session tabs displaying project, path, branch, and server details.
  • Streamlines WSL server setup with clearer distro checks and install flows in the v2 UI.
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Alibaba Qwen Code

Sources Release notes → v0.19.4 NOTES

Qwen Code v0.19.4 adds --insecure, --safe-mode, /config, glob MCP filters, voice dictation, resumable ACP streams, and a revived Chrome extension.

└──▷ GET THIS VERSION
$ git clone --branch v0.19.4 https://github.com/QwenLM/qwen-code.git
# already have the repo? check out this version:
$ git checkout v0.19.4
└──▷ TRY IT
Connect to a self-hosted LLM endpoint using a self-signed certificate without TLS errors.
$ qwen --insecure --model my-local-model 'explain this codebase'
Isolate a broken session to rule out extensions or hooks as the cause.
$ qwen --safe-mode 'why is my build failing?'
Restrict MCP tool access to a subset of servers using glob patterns in config.
yaml
mcp:
  allowed:
    - 'filesystem/*'
    - 'search/*'
  excluded:
    - 'filesystem/delete*'
  • Adds --insecure flag to skip TLS verification when connecting to self-signed endpoints.
  • Adds --safe-mode flag to disable all customizations (extensions, hooks, settings) for troubleshooting.
  • Adds /config key=value slash command to set any configuration setting interactively from the prompt.
  • Adds ui.history.collapsePreviewCount setting to control how many turns are shown when resuming a collapsed session.
  • Adds classifyAllShell setting to route all shell commands through the auto-mode classifier.
+20 moreshow less
  • Supports glob patterns in mcp.allowed and mcp.excluded config fields for MCP tool filtering.
  • Adds configurable idle timeout for MCP tool calls (new config option in core).
  • Adds configurable auto-compact threshold and Stop hook context usage via new core config.
  • Resumable /acp session stream via Last-Event-ID header, plus opt-in SDK transports export.
  • Supports @extension mentions in daemon mode.
  • Adds serve --channel flag with a daemon-managed channel worker.
  • Adds channel loop support, group history backfill, and explicit channel memory for messaging channels.
  • Adds session archive support to the daemon.
  • Injects a .qwen/loop.md task file at fire time via sentinels for the /loop command.
  • Adds autonomous mode for a bare /loop invocation (no task file required).
  • Supports inline one-shot model override in the /model slash command.
  • Adds sessionless workspace remember for the serve subcommand.
  • Revives the Chrome extension via a daemon-direct architecture.
  • Adds voice dictation in the desktop app.
  • Adds mouse click and hover support in alternate-screen (TUI) mode.
  • Adds a tabbed Settings dialog with Status and Stats tabs in the CLI.
  • Adds a mobile sidebar drawer with session list in the web shell.
  • Adds browser tab favicon to the web shell.
  • Adds queued-prompt UX and friendlier Esc interruption in the web shell.
  • Resumes an interrupted turn without injecting a synthetic 'continue' message.
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Zed

Sources Release notes → v1.9.0 NOTES

Zed v1.9.0 adds Telescope-style resizable pickers with live preview, text finder: toggle search modal, Agent Panel search, and new Git Panel controls.

└──▷ GET THIS VERSION
$ git clone --branch v1.9.0 https://github.com/zed-industries/zed.git
# already have the repo? check out this version:
$ git checkout v1.9.0
└──▷ TRY IT
Generate shell completions for your shell so you can tab-complete zed CLI arguments.
$ zed --completions zsh > ~/.zfunc/_zed
Constrain and center Markdown preview content to a readable line width.
json
"markdown_preview": {
  "limit_content_width": true,
  "max_width": 800
}
Control whether clicking a file in the Git Panel opens a diff or the file itself.
json
"git_panel": {
  "entry_primary_click_action": "open_diff"
}
  • Adds git_panel.entry_primary_click_action setting to control default click behavior for Git Panel files.
  • Adds markdown_preview.limit_content_width and markdown_preview.max_width settings for constraining and centering Markdown preview content.
  • Adds shell completion generation for the zed CLI via zed --completions <SHELL>.
  • Adds git_panel.sort_by (values: 'path' or 'name') and git_panel.group_by (values: 'none' or 'status') settings to the Git Panel View Options menu.
  • Adds a text finder picker with live preview, opened via the text finder: toggle action in the command palette, as an alternative project search UI with shared searches.
+13 moreshow less
  • Adds previews to the file finder, displayed to the right or below results depending on available space.
  • Adds draggable resizing to picker modals.
  • Adds in-thread search to the Agent Panel via Ctrl/Cmd+F.
  • Adds an entry to the Agent Panel options menu to quickly add a remote MCP server.
  • Adds ACP support for embedded resources in tool calls.
  • Adds a Git Panel View Options menu for switching between list/tree view, sorting by path or name, and grouping by status; Project Diff now follows the same file ordering as the Git Panel.
  • Adds a Git blame toggle to the gutter's context menu.
  • Improves the Git Panel changes header with a split button keeping Stage All / Unstage All as the primary action and grouping related change actions in a dropdown.
  • Adds Helix-mode debugger keybindings under space shift-g for starting, restarting, continuing, pausing, stepping, stopping, toggling breakpoints, and editing log breakpoints.
  • Adds paragraph navigation in terminal Vim mode with shift-{ and shift-}.
  • Adds GLM 5.2 and Kimi K2.7 Code to OpenCode Go, and makes DeepSeek V4 Pro available for OpenCode Zen.
  • Improves Git Graph search to find commits by abbreviated or full hash.
  • Includes the thread title in Agent Panel notifications when Zed is not focused.
└──▷ BREAKING ON UPGRADE
  • !The git_panel.sort_by_path setting is replaced by git_panel.sort_by ('path' or 'name') and git_panel.group_by ('none' or 'status'); existing configs using git_panel.sort_by_path will break.
  • !MiniMax M3 Free is removed and deprecated OpenCode models GLM 5, Kimi K2.5, and MiniMax M2.5 are limited to Zen only.
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◆  AI Agent Frameworks

Nous Research Hermes

Sources Release notes → v2026.7.1 NOTES

The agent that grows with you

Hermes v2026.7.1 adds MoA as a selectable model, /learn, /journey, /prompt, Vertex AI OAuth2, background subagent fan-out, and completion contracts for /goal.

└──▷ GET THIS VERSION
$ git clone --branch v2026.7.1 https://github.com/NousResearch/hermes-agent.git
# already have the repo? check out this version:
$ git checkout v2026.7.1
└──▷ TRY IT
Teach Hermes a custom triage workflow from your runbook URL so it's available as a reusable skill in future sessions.
$ /learn https://wiki.internal/runbooks/incident-triage
Compose a detailed, multi-line threat-model prompt in your editor instead of fighting a single-line input.
$ /prompt
  • Adds Mixture-of-Agents (MoA) presets as selectable virtual models under a moa provider, available in CLI, TUI, desktop, and gateway model pickers.
  • Adds /moa as a one-shot command that runs a single prompt through the default MoA preset, then restores the previous model.
  • Streams each reference model's reasoning as labelled blocks before the aggregator's live-streamed final answer.
  • Adds /learn <anything> to distill a reusable skill from a directory, URL, or recent workflow and write it automatically per CONTRIBUTING.md standards.
  • Adds /journey to the CLI and TUI: a browsable, editable timeline of all memories and skills the agent has accumulated.
+10 moreshow less
  • Adds a desktop memory graph — a playable radial timeline of memories and skills that can be pruned from the UI.
  • Adds completion contracts to /goal: define what 'done' looks like and the standing-goal loop judges completion against evidence, not model assertion.
  • Adds a pre_verify hook for wiring custom checks into the goal-completion verification loop.
  • Enables delegate_task to fan out multiple subagents in the background, returning a single consolidated result when all finish.
  • Adds first-class coding Projects to the desktop app, including a sidebar, coding rail, review pane, git worktree management, and a project → repo → lane model.
  • Adds scale-to-zero support and drain coordination to the gateway, allowing idle instances to go dormant and resume without dropping in-flight conversations.
  • Adds Google Vertex AI as a first-class provider, with automatic OAuth2 token minting and refresh from a service-account JSON or Application Default Credentials.
  • Adds /prompt command that opens $EDITOR for composing multi-line prompts in markdown before queuing them as the next message.
  • Routes the post-turn self-improvement fork to an auxiliary model with digested context, reducing cost of background memory/skill saving.
  • Hardens MCP-config persistence attack surface, blocks cron base_url credential-exfiltration overrides, adds non-reusable sentinel for prefix secrets in file reads, redacts Slack xapp- tokens, enforces a browser cloud-metadata floor on every backend, and applies an aiohttp CVE floor across lazy messaging paths.
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PydanticAI

Sources Release notes → v2.2.0 NOTES

PydanticAI v2.2.0 adds Claude Sonnet 5 support, retry options for GoogleProvider, factory functions for Dataset.evaluate, and OpenRouter cost fields.

└──▷ GET THIS VERSION
$ git clone --branch v2.2.0 https://github.com/pydantic/pydantic-ai.git
# already have the repo? check out this version:
$ git checkout v2.2.0
└──▷ USE IT
Run a dataset evaluation with a factory function as the lifecycle argument to get a fresh lifecycle object per run.
python
await dataset.evaluate(
    task=my_task,
    lifecycle=lambda: MyEvalLifecycle(),
)
  • Adds retry_options parameter to GoogleProvider for configurable retry behavior.
  • Adds prompt and completions cost fields to OpenRouter model responses.
  • Supports claude-sonnet-5 as a new model identifier for Anthropic Claude Sonnet 5.
  • Allows factory functions as the lifecycle argument in Dataset.evaluate, enabling dynamic lifecycle object creation per evaluation run.
  • Adds a TwelveLabs Pegasus video-understanding integration example.
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browser-use

Sources Release notes → 0.13.3 NOTES

browser-use 0.13.3 ships CLI 3.0 with browser-use skill for direct agent skill installation

└──▷ GET THIS VERSION
$ git clone --branch 0.13.3 https://github.com/browser-use/browser-use.git
# already have the repo? check out this version:
$ git checkout 0.13.3
└──▷ TRY IT
Install the Browser Use skill into your coding agent (e.g. Claude Code, Cursor) directly from the CLI.
$ browser-use skill
  • Adds browser-use skill subcommand so coding agents can install the Browser Use skill directly from the CLI.
  • Launches Browser Use CLI 3.0 powered by Browser Harness, pinned to 0.1.4, with the Browser Use skill bundled in the package.
  • Extends skill install support across Claude Code, Codex, Cursor, Gemini, and OpenCode agent skill directories.
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holmesgpt

Sources Release notes → 0.35.0 NOTES

SRE Agent - CNCF Sandbox Project

HolmesGPT 0.35.0 adds env var templating in MCP OAuth URLs and expands the datasource catalog.

└──▷ GET THIS VERSION
$ git clone --branch 0.35.0 https://github.com/HolmesGPT/holmesgpt.git
# already have the repo? check out this version:
$ git checkout 0.35.0
  • Supports environment variable templating inside MCP OAuth URLs, enabling dynamic credential injection without hardcoding secrets in config.
  • Adds new data sources to the datasource catalog, broadening the range of backends HolmesGPT can query.
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◆  Local LLM Runtimes

llama.cpp

Sources Release notes → b9859 NOTES

OpenCL backend gains support for loading precompiled binary kernels from an external library, including q8_0, q4_0, q4_1, q4_k, and MoE MX-FP4 GEMM kernels.

└──▷ GET THIS VERSION
$ git clone --branch b9859 https://github.com/ggml-org/llama.cpp.git
# already have the repo? check out this version:
$ git checkout b9859
  • Adds OpenCL support for loading precompiled binary kernels (including gemm_moe_mxfp4_f32_ns, q8_0 GEMM, q4_0/q4_1/q4_k MoE GEMM) from an external kernel library at runtime, enabling vendor-optimized kernel delivery without recompilation.
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Other / Uncategorized
◆  AI OBSERVABILITY

Arize Phoenix

Sources Release notes → arize-phoenix-v17.15.0 NOTES

Phoenix v17.15.0 adds Claude Sonnet 5 to the Anthropic and AWS Bedrock playground providers.

└──▷ GET THIS VERSION
$ git clone --branch arize-phoenix-v17.15.0 https://github.com/Arize-ai/phoenix.git
# already have the repo? check out this version:
$ git checkout arize-phoenix-v17.15.0
  • Adds Claude Sonnet 5 as a selectable model in the Playground for both the Anthropic and AWS (Bedrock) providers.
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Langfuse

Sources Release notes → v3.203.0 NOTES

Langfuse v3.203.0 adds optional TLS for Redis Sentinel, mutating MCP calls with HITL, dashboard cross-chart sync, and targeted model price audits.

└──▷ GET THIS VERSION
$ git clone --branch v3.203.0 https://github.com/langfuse/langfuse.git
# already have the repo? check out this version:
$ git checkout v3.203.0
  • Adds optional TLS support for Redis Sentinel deployments.
  • Supports mutating MCP (Model Context Protocol) calls and Human-in-the-Loop (HITL) workflows in the agent interface.
  • Adds dashboard cross-chart synchronization and hover interactivity for coordinated exploration across charts.
  • Adds targeted model price audit capability for agents.
  • Adds V4 historic backfill background migrations for data migration pipelines.
+1 moreshow less
  • Shows tool call arguments on hover in the trace timeline view.
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