AI Engineering
Practical ideas and tools for building with AI.
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This reading list brings together items from the sources selected for AI Engineering. Open each item at its original source for the complete article, episode or video. This is a selection of current coverage, not a complete archive.
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Release v1.0.21 · github/copilot-sdk
Other changes improvement: [All SDKs] regenerate RPC and session event types against Copilot CLI 1.0.97 (new catalog agent plugin/media type fields and updated session event schemas) improvement: [Rust] JSON-RPC and session filesystem dispatch handling refinements improvement: [C#] minor update to built-in PermissionHandlers Full Changelog: v1.0.19...v1.0.21 Warning Firewall blocked 1 domain The following domain was blocked by the firewall during workflow execution: github.com

Release v1.0.21-preview.3 · github/copilot-sdk
Internal dependency updates only: this prerelease refreshes the SDK snapshot for Copilot CLI 1.0.97-3. There are no other user-visible changes since v1.0.21-preview.2. Warning Firewall blocked 1 domain The following domain was blocked by the firewall during workflow execution: github.com To allow these domains, add them to the network.allowed list in your workflow frontmatter: See Network Configuration for more information. Generated by

AI Engineering Playbook 🔥
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Building resilient AI-powered software, and planning for when things go wrong
How to handle uncertainty with AI vendors and disaster recovery (DR) approaches to consider. An excerpt from the book Building Resilient Distributed Systems by Sam Newman

Inside Design Studio: Giving Your Terminal a Tasteful Visual Director
In Part 1, I shared the painful realization many technical builders eventually stumbles into: you can’t prompt-engineer your way to good visual design. Natural language in a chat box is fundamentally

V1.6.4 — Vector storage & DB reliability fixes
v1.6.4 — Vector storage & DB reliability fixes Release Date: 2026-10-13 Changes: v1.6.3 → v1.6.4 Summary This patch release fixes several backend issues around vector search adapters and the Turso database adapter, and removes an unwanted background pruning task for LanceDB-backed stores. The changes reduce memory use and errors during searches, make Turso open failures report consistently, and add tests and harness fixes to improve reliability.

Desktop v0.0.46
A new outline along the left edge of the conversation lists each prompt you sent. Hover a mark to preview the prompt, and click it to jump there Plugins that fail to load or error during a session

Release v4.1.24 · cline/cline
Changed With no model chosen, the Cline and OpenRouter providers now use Claude Sonnet 5.5. For Cline, that’s the first model in Cline’s recommended list. Selecting ai& shows its own API key and m

Release v0.11.0 · agentevals-dev/agentevals
What’s Changed feat: v1alpha1 protobuf contract + native gRPC by @krisztianfekete in #251 Give rubric_based_* metrics a public rubric path (#132) by @erauner12 in #229 fix: resolve the package ver

Otel-gpu-collector: 1.0.0
OpenTelemetry GPU Collector 1.0.0 Features Skips write disk metrics for read-only Linux block devices; reporting resumes when devices become writable. Missing or invalid read-only indicators are treated as writable. (#1397)

Release v1.0.19-unstable.38345923974.g3754b70 · github/copilot-sdk
Update SDK snapshot for Copilot CLI 1.0.95-0.unstable.r38345923974.g3

Quoting Geoffrey Huntley
If the agent isn't using my diagnostics library, I could introspect and update AGENTS.md, but there's still a delta, and it'll drift. Instead, I write a pre-commit hook that checks the git diff for direct calls to observability modules that bypass my diagnostics module. Boom: fail the commit, inject a prompt telling the agent to use the diagnostics library. All of a sudden it's ten out of ten.
V1.6.4.dev0 — Vector search reliability & Turso error handling
v1.6.4.dev0 — Vector search reliability & Turso error handling Release Date: 2026-10-13 Changes: v1.6.3 → v1.6.4.dev0 Pull Requests: #5745 Summary This small development release fixes a key vector-search bug and improves Turso database error handling. It also updates a few packaging dependencies and tests so search is more reliable and errors are handled consistently. Highlights Fixed a vector-search bug that prevented selecting raw vector data during search (pgvector and Lancedb adapters) — reduces bandwidth and avoids errors.

Why could the same AI rebuild a 16,000-line program without seeing its code, yet fail to customize a library for METR? The answer shapes what you hand it
Watch now (21 mins) | Are we developing a more general intelligence, or getting much better at producing extraordinary abilities that transfer unevenly?

Why software engineering for deterministic computers is the wrong control plane for agents
Announce Cohort 2 of Harness Engineering Class with Packt

Release gen/go/v0.11.0 · agentevals-dev/agentevals
chore(ui): bump dev dependencies to clear npm audit findings (#255)

CLI v3.0.71
Plugins now load inside the hub instead of a separate node or bun process, so the CLI no longer needs a JavaScript runtime on your PATH to run plugins. A plugin that fails to load no longer silently loses its tools: Cline prints a warning naming the plugin and the error, cline config tools --json lists it as a plugin_failure entry, and the new cline hub plugins shows each plugin's status and last error (--reload re-imports one without restarting the hub). Set CLINE_PLUGIN_MODE=sandbox to keep the old subprocess behavior

SDK v0.0.93
Plugins load in-process through one registry per process instead of a node/bun subprocess, so the compiled CLI and its hub no longer need a runtime on PATH, and plugins can use the Bun global under the Bun-built hub. CLINE_PLUGIN_MODE=sandbox keeps the subprocess sandbox. The registry wraps import, setup, hooks, tools and commands with timeouts and error capture, and tracks each plugin's state (loading/ready/degraded/failed/disabled) with its last error.

Release sdk/core/v0.0.93 · cline/cline
@cline/core@0.0.93

Release sdk/agents/v0.0.93 · cline/cline
@cline/agents@0.0.93

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