90% das empresas que "usam IA" só compraram ChatGPT pra equipe.
Eu construo agentes que rodam workflow inteiro sozinhos. n8n + APIs + agentes.
Aqui mostro como.
@kilocode just shipped Kilo Code v7.3.33 with critical fix for macOS Apple Silicon CLI
Bug Fixes
→ Fix macOS Apple Silicon CLI start failure
→ Correct malformed bundled exports causing crash
Release focused on stability for Apple Silicon users.
https://t.co/Gl0HavVMt3
@pydantic shipped Pydantic AI v1.106.0 with new features and fixes
Features
→ Map base seed setting to xAI provider
→ Add api_host and timeout to XaiProvider
Bug Fixes
→ Fix incomplete streamed response bug
→ Fix crash on valid non-base64 data URI
New Contributors
→ First contributions by @lonelyhty and @devteamaegis
Pydantic AI moves forward with steady improvements.
https://t.co/psNGuDwb2e
Other updates
→ Forward custom_metadata in run config
→ Include thoughts and tool calls in compaction summaries
→ Support turn_complete_reason in Live responses for safety info
→ Add get_user_state(app_name, user_id) to BaseSessionService
Google ADK moves fast with steady improvements and careful breaking changes.
https://t.co/jUWS1bQ3s8
@GoogleAI ships Google ADK v2.2.0 with breaking changes and new features
Breaking changes
→ LlmAgent default model switched to gemini-3-flash-preview
→ Turn-based helpers renamed from turns to steps; update calls
@GoogleAI Reliability & API
→ Abort runs on client drop to avoid leaks
→ Fix BigQuery Agent Analytics reliability
→ Distinguish input-required vs auth-required in A2A conversion
→ Emit OTel gen_ai.client.* metrics natively
Someone sped up a kernel 2.2x, only to slow their training loop by 3x. This is why isolated benchmarks are often useless. We keep optimizing tiny parts without seeing the systemic costs. Are we optimizing for paper metrics or real-world impact?
@GitHubCopilot shipped Fix with Copilot for failing Actions in Pro, Pro+, Max
Fix & Automation
→ One-click fix for failed GitHub Actions jobs
→ Copilot cloud agent handles error repair
→ Available to Pro, Pro+, and Max subscribers
User Interface
→ Added Fix with Copilot button on failed jobs
Process Improvement
→ Faster recovery from CI failures
→ Reduces manual debugging time
GitHub Copilot extends automation into CI error handling.
https://t.co/vB4VyE1Rl8
@cline shipped cli-v3.0.20 with clearer plugin names
Plugin management
→ Plugin wrappers named by source, not opaque hash
→ Easier plugin ID from npm, git, filename, slug, or folder
Stability & clarity
→ Improved plugin traceability for debugging
→ Cleaner install info for users
Release steady, focus on usability.
https://t.co/P7GD9QKnsI
@ollama shipped v0.30.5 with critical fixes and Windows integration
Bug fixes
→ Fixed gemma4:12b crash from floating point exception
Platform & integration
→ Added Hermes Windows installer by @BruceMacD
Full changelog link below.
Ollama fixes bugs and adds Windows support steadily.
https://t.co/3RzvhQP2Qb
The obsession with 'AI building itself' is a red herring. We're still struggling with basic alignment and fundamental efficiency. Recursive self-improvement sounds cool, but are we just optimizing for the wrong future?
@AnthropicAI shipped Claude Code v2.1.163 with new managed settings and plugin commands
Version control & commands
→ Added requiredMinimumVersion and requiredMaximumVersion settings
→ Added /plugin list with --enabled and --disabled filters
→ Added "c to copy" shortcut in /btw for raw markdown
Hooks & skills improvements
→ Stop and SubagentStop hooks return extra context to continue turn
→ Added \$ escape for literal $ before digit in commands
Bug fixes & stability
→ Fixed claude -p hanging and API key errors
→ Fixed bash commands under bazel, Windows, and permission issues
→ Fixed background session task loss and terminal hangs
→ Fixed keyboard input freeze after paste and hook condition errors
Claude Code updates faster in background.
https://t.co/zopKWlZcGO
@cline just shipped Cline CLI v3.0.18 with key fixes and updates.
Slack & UI fixes
→ Replies post in original Slack thread
→ Abort indicator clears immediately on cancel
AI & SDK updates
→ Sync Fireworks AI model registry
→ Refresh bundled model catalog
→ Bump SDK to v0.0.43, force hub restart
Release fixes bugs and updates models steadily.
https://t.co/PM4Y72C5zA
@GitHubCopilot shipped larger context windows and configurable reasoning levels
Context & reasoning
→ Supports up to 1 million token context windows
→ Configurable reasoning levels for complex tasks
→ Handles deeper, more complex coding work
Workflow impact
→ More context means better code suggestions
→ Tailor reasoning depth to task needs
Copilot evolves to support heavier coding sessions.
https://t.co/6dYm77dit9
Recursive self-improvement in AI? The idea is more self-congratulatory than truly recursive. Until we solve fundamental alignment, we're just building more complex failure modes. Are we optimized for progress or peril?
@GitHubCopilot shipped May update for Visual Studio 2026
Planning & review
→ Sharper tools for work planning
→ Improved code review features
→ Better task management
User experience
→ Smoother integration in Visual Studio
→ Enhanced interface responsiveness
Performance
→ Faster operations
→ Reduced lag in large projects
Update keeps focus on practical improvements, steady progress.
https://t.co/4WqzRjYzJD
AI is reshaping Berkeley CS grades, yet businesses are still drowning in voice messages. The irony! https://t.co/HJr94FAJbT's WhatsApp AI transcription solves this ancient time-sink. Wake up. 🤯