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The AI Toolchain — issue -050, June 30, 2026

THE AI TOOLCHAIN NO. -050
Tail
THE DAILY RELEASE FIREHOSE
PUBLISHED JUNE 30, 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   # 11 tools matched
AI & LLM Tooling
◆  AI Coding Agents

Anthropic Claude Code

Sources Release notes → v2.1.197 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 Sonnet 5 is now the default model in Claude Code, with a 1M-token context window and promotional pricing through August 31.

└──▷ GET THIS VERSION
$ git clone --branch v2.1.197 https://github.com/anthropics/claude-code.git
# already have the repo? check out this version:
$ git checkout v2.1.197
  • Switches default model to Claude Sonnet 5, featuring a native 1M-token context window for working across massive codebases in a single session.
  • Introduces promotional pricing of $2/$10 per million input/output tokens through August 31, 2025.
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Cline

Sources Release notes → v4.0.5 NOTES

Autonomous coding agent as an SDK, IDE extension, or CLI assistant.

Cline v4.0.5 adds Claude Sonnet 5 support across Anthropic, Bedrock, Vertex, and four more providers.

└──▷ GET THIS VERSION
$ git clone --branch v4.0.5 https://github.com/cline/cline.git
# already have the repo? check out this version:
$ git checkout v4.0.5
  • Supports Claude Sonnet 5 model across Anthropic, Bedrock, Vertex, Claude Code, SAP AI Core, OpenRouter, and Vercel AI Gateway providers.
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GitHub Copilot CLI

Sources Release notes → v1.0.67 2 RELEASES · 2026-06-30 NOTES STABLE

GitHub Copilot CLI v1.0.67 adds Claude Sonnet 5 support, MCP OAuth fixes for Entra tenant vanity domains, and session resume hints.

└──▷ GET THIS VERSION
$ git clone --branch v1.0.67 https://github.com/github/copilot-cli.git
# already have the repo? check out this version:
$ git checkout v1.0.67
  • Adds Claude Sonnet 5 as a supported model.
  • MCP OAuth against Microsoft Entra servers behind a tenant vanity domain (e.g. Copilot Studio) now correctly refreshes and re-authenticates.
  • Subagent sessions now inherit parent tool restrictions, preventing privilege-scope mismatches in nested agent calls.
  • Disabling the sandbox mid-session now takes effect immediately, stopping shell and search commands from re-prompting to bypass it.
  • Session limits are now required to be at least 30 AI credits.
+4 moreshow less
  • Tool calls continue when hooks time out rather than halting the turn.
  • Prompt mode exit summary now shows a resume hint to continue the session.
  • Host custom agent load failures now surface warnings and errors.
  • Ctrl+Q enqueues the highlighted slash-command argument completion.
└──▷ BREAKING ON UPGRADE
  • !Session limits below 30 AI credits are no longer accepted; any configuration setting a lower limit must be updated.
1 more release in this issue · 2026-06-30
v1.0.66 NOTES STABLE

Copilot CLI v1.0.66 adds Claude Opus 4.8 Fast, /chronicle skills review, persisted dynamic retrieval, desktop notifications, and major /pr auto and /worktree upgrades.

└──▷ GET THIS VERSION
$ git clone --branch v1.0.66 https://github.com/github/copilot-cli.git
# already have the repo? check out this version:
$ git checkout v1.0.66
└──▷ TRY IT
Start a worktree with a task description to auto-name the branch and run the task as the first prompt — useful for spinning up focused, isolated work from a single command.
$ /worktree fix the login redirect
  • Adds --allow-all-mcp-server-instructions flag to optionally include instructions from all MCP servers in system prompts.
  • Adds --dynamic-retrieval skills=<on|off> flag and persisted dynamicRetrieval setting to enable or disable embeddings-based retrieval of skills.
  • Adds --config-dir flag (alongside COPILOT_HOME env var) that stops loading skills from ~/.agents/skills.
  • Adds /chronicle skills review subcommand for reviewing proposed draft skill changes with options to accept, reject, or defer each draft.
  • Adds sessionLimits option key to control session limits, which now apply across the current conversation and reset on /clear.
+39 moreshow less
  • Adds toggle to enable or disable individual MCP servers from the MCP list view in the CLI.
  • Adds read_agent support for since_turn: 0 to correctly return all turns including turn 0.
  • Adds /lsp logs command and read_agent integration to view LSP server logs.
  • Adds --yolo session flag behavior: auto-accepts opt-in MCP consent prompts while still showing system permission prompts.
  • Adds /rename command support in remote-hosted (cloud and relay) sessions.
  • Supports Claude Opus 4.8 Fast as a new model option (deprecates Claude Opus 4.6 Fast).
  • MCP add/edit form now accepts HTTP-style Key: value headers for server configuration.
  • Adds @ file and # GitHub ref completions in relay sessions.
  • Adds experimental response limits controls to CLI settings.
  • Lets managed settings configure OpenTelemetry export.
  • Enables /pr auto to run a self-paced loop that fixes one issue per run and paces around CI to drive PRs to green; /pr automerge continues until the PR is merged; manageable via /loop or /every.
  • Pass a task string to /worktree (e.g. /worktree fix the login redirect) to name the branch from the task and run it as the first prompt in the new worktree.
  • With no argument, /worktree now names the branch from uncommitted changes and recent conversation using your active model.
  • /worktree preserves branch names exactly as typed (e.g. feature/JIRA-123) instead of flattening to a slug.
  • Adds /share improvements to manage synced session visibility using Mission Control links.
  • Shows desktop notifications on macOS from the CLI, including for attention prompts and idle sessions.
  • Shows merge status for each pull request in the Pull Requests tab with on-demand refresh via r.
  • Configures subagent concurrency and depth limits in /settings (available to usage-based billing users).
  • Consolidates color palette settings under /settings theme.
  • Lets integrations read and write CLI user settings.
  • Lets custom agents set reasoning effort in their definitions.
  • Shows quota snapshots for WebSocket Responses requests in the timeline.
  • Shows submit times next to user prompts in the timeline.
  • Expands @-style imports in AGENTS.md, CLAUDE.md, and Copilot instruction files.
  • Prompts to install gh CLI when it is missing in GitHub repositories.
  • Adds GitHub attachment variants to prompt rendering.
  • Adds (sandboxed) badge on compact Search timeline entries and shows sandbox-bypass warnings labeling bypassed commands.
  • Renders the timeline as a compact highlight reel with single-line tool and reasoning rows for all users.
  • Shows the current pull request link as a status-line item.
  • Shows the active agent mode in the working footer text.
  • Shows accurate Anthropic reasoning token counts in the timeline.
  • Lets grep and glob retry blocked searches after sandbox approval.
  • Git commands work in sandboxed linked worktrees.
  • Allows skills with the same name from different plugins to coexist.
  • Inline hook settings now handle nested Claude-style hook groups.
  • MCP OAuth-authenticated remote servers recover automatically after mid-session token expiry, triggering non-interactive reconnect on 401.
  • BYOK sessions using Anthropic models no longer hit HTTP 400 errors from adaptive-thinking mismatches.
  • Performs tokenizer warmup in parallel on a background thread for improved startup performance.
  • Filters non-JSON stdout lines from MCP servers during startup.
└──▷ BREAKING ON UPGRADE
  • !COPILOT_HOME and --config-dir no longer load skills from ~/.agents/skills.
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SST OpenCode

Sources Release notes → v1.17.12 NOTES

The open source coding agent.

OpenCode v1.17.12 adds yolo auto-approve mode, SDK event streams, session history, and desktop MCP autocomplete.

└──▷ GET THIS VERSION
$ git clone --branch v1.17.12 https://github.com/sst/opencode.git
# already have the repo? check out this version:
$ git checkout v1.17.12
  • Adds a yolo mode to the TUI that auto-approves all permission prompts without interruption.
  • New live event subscription stream in the SDK for real-time session monitoring.
  • SDK now exposes access to active sessions programmatically.
  • Adds paged durable session history via the SDK.
  • New SDK endpoints for creating and fetching session permission requests.
+4 moreshow less
  • Autocomplete MCP resources directly in the desktop composer.
  • Desktop shows stored token and cost totals in the session context panel.
  • Desktop adds workspace controls when starting a new session.
  • TUI passes ServerAuth headers through external served TUI connections.
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Earendil Works Pi

Sources Release notes → v0.80.3 NOTES

AI agent toolkit: unified LLM API, agent loop, TUI, coding agent CLI

Pi v0.80.3 adds Claude Sonnet 5, Azure Foundry endpoints, RPC session inspection, and new UI/editor settings.

└──▷ GET THIS VERSION
$ git clone --branch v0.80.3 https://github.com/earendil-works/pi.git
# already have the repo? check out this version:
$ git checkout v0.80.3
└──▷ USE IT
Override the Ctrl+G editor to use VS Code instead of the system $VISUAL/$EDITOR when composing long prompts.
json
{ "externalEditor": "code --wait" }
Reduce visual clutter or increase readability by tightening horizontal padding on all message types.
json
{ "outputPad": 2 }
  • Adds Claude Sonnet 5 support via Anthropic-compatible and Bedrock provider catalogs with adaptive thinking enabled.
  • Adds get_entries and get_tree RPC commands for inspecting session entries and tree snapshots over RPC.
  • Adds a ./rpc-entry package export for launching Pi directly in RPC mode.
  • Adds session_info_changed extension event so extensions can observe session name changes.
  • Adds Azure OpenAI Responses provider support for modern Microsoft Foundry endpoint URLs.
+4 moreshow less
  • Adds Usage.reasoning token counts for providers that report reasoning/thinking token usage.
  • Adds externalEditor setting to configure the editor invoked by Ctrl+G before $VISUAL/$EDITOR fallbacks.
  • Adds outputPad setting to control horizontal padding for user messages, assistant messages, and thinking blocks.
  • Changes the default OpenAI model to gpt-5.5.
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◆  Local LLM Runtimes

LocalAI

Sources Release notes → v4.5.6 NOTES

LocalAI v4.5.6 adds native GGML voice/face-detect backends, semantic VAD EOU token for realtime, and distributed shared-model staging control via LOCALAI_DISTRIBUTED_SHARED_MODELS.

└──▷ GET THIS VERSION
$ git clone --branch v4.5.6 https://github.com/mudler/LocalAI.git
# already have the repo? check out this version:
$ git checkout v4.5.6
  • Adds LOCALAI_DISTRIBUTED_SHARED_MODELS environment variable to skip model staging on shared volumes in distributed deployments.
  • Adds native voice-detect and face-detect GGML backends, replacing the previous Python insightface/speaker-recognition dependencies.
  • Adds a Semantic VAD end-of-utterance (EOU) token to the realtime API.
  • Introduces a SyncedMap component in distributed mode and migrates finetune, quantization, and agent-task state to cross-replica synchronisation.
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llama.cpp

Sources Release notes → b9844 NOTES

llama.cpp b9844 adds NVFP4 support to the WebGPU backend.

└──▷ GET THIS VERSION
$ git clone --branch b9844 https://github.com/ggml-org/llama.cpp.git
# already have the repo? check out this version:
$ git checkout b9844
  • Adds NVFP4 quantization support to the ggml-webgpu backend, enabling NVIDIA FP4 model inference via WebGPU.
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◆  AI Model & Data Infrastructure

Ollama

Sources Release notes → v0.31.1 NOTES

Get up and running with Kimi-K2.6, GLM-5.2, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other models.

Gemma 4 on Apple Silicon now generates tokens ~90% faster via automatic multi-token prediction (MTP) — no config needed.

└──▷ GET THIS VERSION
$ git clone --branch v0.31.1 https://github.com/ollama/ollama.git
# already have the repo? check out this version:
$ git checkout v0.31.1
  • Enables multi-token prediction (MTP) for Gemma 4 on Apple Silicon, delivering ~90% faster token generation on average with no configuration or output changes.
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◆  AI Agent Frameworks

OpenClaw

Sources Release notes → v2026.6.11 NOTES

Your own personal AI assistant. Any OS.

OpenClaw v2026.6.11 adds per-contact model assignment, Mattermost /oc_queue slash command, and QQBot slash-command scoping controls.

└──▷ GET THIS VERSION
$ git clone --branch v2026.6.11 https://github.com/openclaw/openclaw.git
# already have the repo? check out this version:
$ git checkout v2026.6.11
└──▷ TRY IT
Tune active-run queue behaviour (mode, debounce, cap, drop handling) without leaving Mattermost.
$ /oc_queue
  • Supports assigning different models to individual direct-message contacts across supported chat channels, while existing group and wildcard model choices continue to work.
  • Adds /oc_queue native slash command for Mattermost operators to tune active-run queuing mode, debounce timing, cap, and drop handling directly in Mattermost.
  • Enables QQBot group admins to control how broadly slash commands are available, with private-only commands directing users to a private chat instead of being exposed or silently ignored in groups.
  • Mattermost thread participation now persists across gateway restarts without requiring users to re-mention the bot, surviving up to seven days of thread idle time.
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Other / Uncategorized
◆  AI OBSERVABILITY

Arize Phoenix

Sources Release notes → arize-phoenix-client-v2.11.0 3 RELEASES · 2026-06-30 NOTES STABLE

Arize Phoenix client 2.11.0 adds an annotation summary view to project settings.

└──▷ GET THIS VERSION
$ git clone --branch arize-phoenix-client-v2.11.0 https://github.com/Arize-ai/phoenix.git
# already have the repo? check out this version:
$ git checkout arize-phoenix-client-v2.11.0
  • Adds an annotation summary panel to project settings in the UI.
2 more releases in this issue · 2026-06-30
arize-phoenix-v17.14.0 NOTES STABLE

Phoenix v17.14.0 adds an annotation summary view to project settings in the UI.

└──▷ GET THIS VERSION
$ git clone --branch arize-phoenix-v17.14.0 https://github.com/Arize-ai/phoenix.git
# already have the repo? check out this version:
$ git checkout arize-phoenix-v17.14.0
  • Adds an annotation summary panel to the project settings page in the UI.
arize-phoenix-v17.13.0 NOTES STABLE

Phoenix 17.13.0 adds a TUI for the pxi CLI, a pytest plugin for eval CI, and simplified pydantic-ai turn output instrumentation.

└──▷ GET THIS VERSION
$ git clone --branch arize-phoenix-v17.13.0 https://github.com/Arize-ai/phoenix.git
# already have the repo? check out this version:
$ git checkout arize-phoenix-v17.13.0
  • Adds pxi tui subcommand — an interactive terminal UI for the Phoenix CLI (pxi).
  • Adds a pytest plugin in phoenix-client for running LLM evals inside CI pipelines.
  • Simplifies turn output instrumentation for pydantic-ai integrations.
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◆  VECTOR DB RAG

LanceDB

Sources Release notes → python-v0.34.0-beta.5 2 RELEASES · 2026-06-30 NOTES STABLE

LanceDB python-v0.34.0-beta.5 adds OAuth connection config, Polars DataFrame integration, and monotonic reads via watermark header.

└──▷ GET THIS VERSION
$ git clone --branch python-v0.34.0-beta.5 https://github.com/lancedb/lancedb.git
# already have the repo? check out this version:
$ git checkout python-v0.34.0-beta.5
  • Adds monotonic reads for remote tables via the x-lancedb-min-read-version watermark header, ensuring read-your-writes consistency in distributed scenarios.
  • Exposes OAuth connection configuration for remote connections in both the Python and Node clients.
  • Adds Polars DataFrame integration, enabling direct use of Polars DataFrames with LanceDB tables.
  • Adds improved branch-handling capabilities to the LanceDB skill set for working with table branches.
1 more release in this issue · 2026-06-30
v0.31.0-beta.5 NOTES STABLE

LanceDB v0.31.0-beta.5 adds OAuth connection config, Polars DataFrame integration, monotonic reads, and branch-aware skills.

└──▷ GET THIS VERSION
$ git clone --branch v0.31.0-beta.5 https://github.com/lancedb/lancedb.git
# already have the repo? check out this version:
$ git checkout v0.31.0-beta.5
  • Adds monotonic reads for remote tables via the x-lancedb-min-read-version watermark header, ensuring consistent read ordering across distributed access.
  • Exposes OAuth connection configuration for remote connections in both the Python and Node clients.
  • Adds Polars DataFrame integration, enabling direct use of Polars DataFrames as an input/output format.
  • Adds a skill to work with branches more effectively in LanceDB's agent/skill system.
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