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The AI Toolchain — issue -075, June 5, 2026

THE AI TOOLCHAIN NO. -075
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THE DAILY RELEASE FIREHOSE
PUBLISHED JUNE 5, 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 Agent Frameworks

Agno (formerly Phidata)

Sources Release notes → v2.6.12 NOTES

Agno v2.6.12 adds HTML file generation, AG-UI state events, and Tuning Engines as a new model provider

└──▷ GET THIS VERSION
$ git clone --branch v2.6.12 https://github.com/agno-agi/agno.git
# already have the repo? check out this version:
$ git checkout v2.6.12
  • Adds Tuning Engines as a new model provider, expanding the range of backends agents can target.
  • Adds AG-UI state events support, enabling state change signaling within the AG-UI protocol.
  • Adds HTML file generation support with an example app, allowing agents to produce HTML file outputs.
  • Adds Latitude via OpenInference as an observability integration example.
  • Adds WorkOS example for role-based access control (RBAC).
+1 moreshow less
  • Upgrades MiniMax default model to M3.
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PydanticAI

Sources Release notes → v1.106.0 NOTES

PydanticAI v1.106.0 adds api_host, timeout, and seed support to XaiProvider

└──▷ GET THIS VERSION
$ git clone --branch v1.106.0 https://github.com/pydantic/pydantic-ai.git
# already have the repo? check out this version:
$ git checkout v1.106.0
└──▷ USE IT
Point xAI at a custom host and set a request timeout when initializing the provider.
python
from pydantic_ai.providers.xai import XaiProvider

provider = XaiProvider(
    api_host="https://my-xai-proxy.example.com",
    timeout=30,
)
Pin xAI model outputs to a fixed seed for reproducible results in evaluations or tests.
python
from pydantic_ai.providers.xai import XaiProvider
from pydantic_ai import Agent

agent = Agent(
    model="xai:grok-3",
    model_settings={"seed": 42},
    provider=XaiProvider(),
)
  • Adds api_host and timeout parameters to XaiProvider, enabling custom endpoint and timeout configuration for xAI connections.
  • Maps the base seed setting to xAI via XaiProvider, enabling reproducible xAI model outputs.
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◆  AI Coding Agents

Cline

Sources Release notes → v3.88.0 2 RELEASES · 2026-06-05 NOTES STABLE

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

Cline v3.88.0 adds the latest Fireworks AI serverless models and sets Kimi K2 as the new default.

└──▷ GET THIS VERSION
$ git clone --branch v3.88.0 https://github.com/cline/cline.git
# already have the repo? check out this version:
$ git checkout v3.88.0
  • Adds latest Fireworks AI serverless models with Kimi K2 set as the new default Fireworks model.
  • Always surfaces the upstream Cline recommended models endpoint (no longer gated behind a feature flag).
1 more release in this issue · 2026-06-05
cli-v3.0.20 NOTES STABLE

Cline CLI v3.0.20 names installed plugin wrappers from their source instead of opaque hashes.

└──▷ GET THIS VERSION
$ git clone --branch cli-v3.0.20 https://github.com/cline/cline.git
# already have the repo? check out this version:
$ git checkout cli-v3.0.20
  • Installed plugin wrappers are now named after their source (npm package name, git repo, remote filename, official slug, or local directory) instead of an opaque hash, making plugins easier to identify.
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Charm Crush

Sources Release notes → v0.76.0 NOTES

Glamourous agentic coding for all

Crush v0.76.0 adds monorepo skill discovery from git root and independent server prompts for the experimental client-server mode.

└──▷ GET THIS VERSION
$ git clone --branch v0.76.0 https://github.com/charmbracelet/crush.git
# already have the repo? check out this version:
$ git checkout v0.76.0
  • Discovers skills from the git root in monorepos, enabling skill reuse across packages in a single repo.
  • Makes server prompts independent of individual client connections in the experimental client-server architecture.
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GitHub Copilot CLI

Sources Release notes → v1.0.60 NOTES

Copilot CLI v1.0.60 adds max Anthropic reasoning effort, new nav keys, -r resume shorthand, and expanded LSP/MCP/ACP controls.

└──▷ GET THIS VERSION
$ git clone --branch v1.0.60 https://github.com/github/copilot-cli.git
# already have the repo? check out this version:
$ git checkout v1.0.60
└──▷ USE IT
Disable automatic rubber duck agent invocation so the agent only activates on explicit request.
yaml
builtInAgents:
  rubberDuckAutoInvoke: false
Set a custom working directory and shell for an LSP server, using a plugin variable for the path.
yaml
lsp:
  servers:
    my-server:
      bash: true
      cwd: "$PLUGIN_ROOT/workspace"
  • Adds builtInAgents.rubberDuckAutoInvoke setting to control automatic rubber duck agent invocation (disabled by default).
  • LSP server config now accepts bash, powershell, and cwd keys; cwd supports plugin vars like PLUGIN_ROOT, and command launch default cwd stays project-root unless cwd is overridden.
  • Adds -r as a shorthand for --resume when reopening sessions.
  • Adds --available-tools, --excluded-tools, and --reasoning-effort flags support in ACP mode.
  • Adds maximum reasoning effort level for Anthropic models and makes all effort levels available on every plan.
+19 moreshow less
  • Adds ACP allow_all config option to apply unrestricted permissions for tools, paths, and URLs.
  • Adds vim-style navigation keys (g, G, Ctrl+D, Ctrl+U) to the /diff view.
  • Adds billing help topic with an overview of AI credit usage features.
  • Repurposes ctrl+s to stash and pop the current prompt (Claude Code parity); the slash-command picker remains available by typing /.
  • /context now separates Custom Instructions from the system prompt and cross-references per-server MCP tool token costs with /mcp.
  • /env command now shows hook counts and source provenance for active hooks.
  • Shows cache write tokens alongside cache read tokens in the /usage display.
  • Shows Mission Control sharing status of synced sessions in the /session info view.
  • Shows session link in /session info table when remote exporting or steering.
  • MCP tools added or removed by a server mid-turn are now available immediately in the same turn.
  • Prompts for approval before running commands that set dynamic-loader or git-config environment variables (e.g. LD_PRELOAD, GIT_EXTERNAL_DIFF).
  • BYOK file attachments larger than 5 MiB now send successfully via the OpenAI Responses provider.
  • Rewind picker now shows working-tree diff stats (+added −removed) at each checkpoint.
  • Enables creating a git worktree for a pull request directly from the pull requests screen.
  • Auto-links bare #number issue and PR references to the current git repository.
  • Enforces bypass permissions policy for --allow-all-tools, --allow-all-paths, and --allow-all-urls flags.
  • Adds missing keyboard shortcuts (?, ctrl+q, ctrl+r, ctrl+z, ctrl+y, shift+enter) to /help content.
  • Tab-completes .. parent traversal in slash-command path arguments instead of switching tabs.
  • IDE picker appends a process id to entries sharing the same editor and folder, making git worktrees of the same repo distinguishable.
└──▷ BREAKING ON UPGRADE
  • !On Windows, executables are no longer discovered in the working directory when invoking by bare name (e.g. git). Add the working directory to PATH to restore previous discovery behavior.
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SST OpenCode

Sources Release notes → v1.16.2 2 RELEASES · 2026-06-05 NOTES STABLE

The open source coding agent.

OpenCode v1.16.2 adds Snowflake Cortex provider, hunk navigation in diff viewer, background subagents, and improved multi-server desktop support.

└──▷ GET THIS VERSION
$ git clone --branch v1.16.2 https://github.com/sst/opencode.git
# already have the repo? check out this version:
$ git checkout v1.16.2
  • Adds Snowflake Cortex as a supported AI provider.
  • Diff viewer now supports next and previous hunk navigation.
  • Running subagents can be sent to the background to continue working in parallel.
  • Sessions now persist system context updates across long-running conversations.
  • Multi-server desktop support improved with per-server home state and session tabs.
1 more release in this issue · 2026-06-05
v1.16.0 NOTES STABLE

OpenCode v1.16.0 adds session replay, workspace cloning, file-based agent loading, and color themes for the desktop app.

└──▷ GET THIS VERSION
$ git clone --branch v1.16.0 https://github.com/sst/opencode.git
# already have the repo? check out this version:
$ git checkout v1.16.0
└──▷ TRY IT
Replay a previous session interactively to review or audit AI agent actions step by step.
$ opencode run --replay
  • Adds run --replay flag for interactive session replay.
  • Adds managed workspace cloning that preserves dirty and untracked files.
  • Enables moving sessions between workspaces and directories.
  • Adds proper OpenAI model support through AWS Bedrock.
  • Adds skill discovery and file-based agent loading.
+5 moreshow less
  • Updates GitHub Copilot usage tracking for token-based billing.
  • Adds color themes to the desktop app.
  • Adds a thinking level selector for v2 prompts in the desktop app.
  • Adds a Servers tab in desktop Settings.
  • Exposes session location data in SDK v2 responses.
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◆  AI Model & Data Infrastructure

Ollama

Sources Release notes → v0.30.6 NOTES

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

Ollama v0.30.6 adds Gemma 4 QAT models, Oh My Pi IDE agent integration, and improved Apple Silicon embedding quantization.

└──▷ GET THIS VERSION
$ git clone --branch v0.30.6 https://github.com/ollama/ollama.git
# already have the repo? check out this version:
$ git checkout v0.30.6
└──▷ TRY IT
Launch an AI coding agent with IDE integration directly from the CLI.
$ ollama launch omp
Run a memory-efficient Gemma 4 QAT model locally when GPU VRAM is constrained.
$ ollama run gemma4:12b-it-qat
  • Adds Gemma 4 QAT model variants (gemma4:*-qat tags) with quantization-aware training to reduce memory requirements and boost on-device performance.
  • New ollama launch omp command integrates with Oh My Pi, an AI coding agent with IDE integration.
  • MLX embedding layers now use NVFP4 global scale for improved quantization quality on Apple Silicon.
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◆  Local LLM Runtimes

llama.cpp

Sources Release notes → b9522 2 RELEASES · 2026-06-05 NOTES STABLE

llama.cpp b9522 adds dynamic chunk-based scheduling for hybrid CPU/GPU execution via KleidiAI.

└──▷ GET THIS VERSION
$ git clone --branch b9522 https://github.com/ggml-org/llama.cpp.git
# already have the repo? check out this version:
$ git checkout b9522
  • Adds dynamic chunk-based scheduling for hybrid execution in the KleidiAI backend, enabling more efficient mixed CPU/GPU inference workloads.
1 more release in this issue · 2026-06-05
b9521 NOTES STABLE

CUDA PDL enrollment for MoE matrix-vector ops boosts MTP speculative decoding throughput by ~5–6% on Blackwell GPUs.

└──▷ GET THIS VERSION
$ git clone --branch b9521 https://github.com/ggml-org/llama.cpp.git
# already have the repo? check out this version:
$ git checkout b9521
  • Enrolls mul_mat_vec_q_moe into CUDA PDL (Programmatic Dependent Launch), improving Multi-Token Prediction (MTP) speculative decoding throughput by roughly 5–6% on Blackwell-architecture GPUs (e.g. B4500), with tok/s gains observed across code generation, summarization, QA, translation, and math workloads.
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vLLM

Sources Release notes → v0.22.1 NOTES

vLLM v0.22.1 adds Mellum v2 model support and zentorch-accelerated quantized inference on AMD Zen CPUs.

└──▷ GET THIS VERSION
$ git clone --branch v0.22.1 https://github.com/vllm-project/vllm.git
# already have the repo? check out this version:
$ git checkout v0.22.1
  • Adds W8A8 (int8 dynamic-symmetric) and W4A16 (GPTQ) linear inference through zentorch kernels on AMD Zen CPUs, registered ahead of generic oneDNN CPU kernels, with transparent fallback on non-Zen CPUs, GPUs, and XPU.
  • Adds support for JetBrains' Mellum v2, an open-weights Mixture-of-Experts code-generation model.
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vMLX

Sources Release notes → v1.5.56 NOTES

vMLX - JANGTQ Uber Compressed MLX Models - L2 Disk Cache (survives restart) + L1 Paged (super fast ttft) + Hybrid SSM Scheduler + Cont Batching + etc!

vMLX 1.5.56 preserves VMLX_VLM_IMAGE_PREFILL_BUFFER_GB overrides while switching to dynamic Metal working-set-based buffer sizing.

└──▷ GET THIS VERSION
$ git clone --branch v1.5.56 https://github.com/jjang-ai/vmlx.git
# already have the repo? check out this version:
$ git checkout v1.5.56
  • Retains VMLX_VLM_IMAGE_PREFILL_BUFFER_GB as a hard override for users who need an explicit VLM image prefill buffer guard.
  • Defaults Gemma 4 unified chat/image requests to visible-answer mode unless thinking is explicitly requested.
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Other / Uncategorized
◆  VECTOR DB RAG

Milvus

Sources Release notes → v2.6.18 NOTES

Milvus v2.6.18 adds nullable vector fields, element-level Struct Array search, and HTTP/2 for the proxy REST server.

└──▷ GET THIS VERSION
$ git clone --branch v2.6.18 https://github.com/milvus-io/milvus.git
# already have the repo? check out this version:
$ git checkout v2.6.18
  • Adds HTTP/2 support for the proxy REST server, including h2c and ALPN-based TLS listeners.
  • Adds support for importing Arrow FixedSizeList data from Parquet into non-nullable array and dense vector fields.
  • Extends Arrow IO thread pool configuration to DataNode to improve compaction and import throughput.
  • Introduces nullable vector fields: vector fields can now be declared nullable so entities with missing or not-yet-generated embeddings can be inserted without a placeholder; NULL vectors consume no extra storage and are skipped automatically during search.
  • Enables element-level vector search on Struct Array fields, returning each result's matched element offset within the array rather than scoring the whole row.
+6 moreshow less
  • Improves QueryNode read-task scheduling under heavy load with deadline-aware admission, cleanup, grouping, and metrics.
  • Limits QueryNode delegator post-load concurrency to reduce CPU spikes during segment loading.
  • Optimizes QueryCoord collection filtering in ChannelDistManager and reduces temporary allocations in distribution lookups.
  • Optimizes ReplicaManager locking to reduce cross-collection contention in QueryCoord.
  • Optimizes garbage collection for dropped segment index files and metadata.
  • Improves REST timeout handling to safely discard late handler writes after request timeouts.
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Weaviate

Sources Release notes → v1.38.0 NOTES

Weaviate v1.38 adds Namespaces (Preview), Nested Object Filtering (Preview), Runtime Property Reindex (Preview), and promotes HFresh to GA.

└──▷ GET THIS VERSION
$ git clone --branch v1.38.0 https://github.com/weaviate/weaviate.git
# already have the repo? check out this version:
$ git checkout v1.38.0
  • Introduces Namespaces (Preview) — control-plane and data isolation between users on a shared cluster, with RBAC/OIDC wiring, per-namespace collection limits, object limits, cascading delete, user management, alias endpoints, and audit log entries.
  • Adds Nested Object Filtering (Preview) — enables search and filtering within indexed JSON properties, supporting IsNull, positional arr[N] filtering, Contains* operators, correlated AND resolution, scope-aware NOT, and gRPC + GraphQL ingress for nested filter paths.
  • Adds Runtime Property Reindex (Preview) — allows changing a property's index type at runtime without recreating the collection, with two-phase RAFT swap barrier for semantic migrations and graceful-restart resilience for in-flight reindex units.
  • Promotes HFresh index to GA, with asymmetric distance computation, query-vector normalization before rescoring, and reduced posting-map memory usage.
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