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What's New on AI Developer Toolkit

AI Developer Toolkit’s documentation changelog records new guides, lessons, and content refreshes for Cursor, Claude Code, and Codex, month by month from February 2026 onward. Tool release notes live on a separate page; this one covers what changed in the guide itself, including new skill deep dives and changelog sweeps.

This page tracks new and updated documentation on developertoolkit.ai — new guides, lessons and content refreshes. For release notes about the tools we cover (Cursor, Claude Code, Codex), see Latest Updates.

New content

  • Compound engineering guide — Every’s loop (plan, work, review, compound) as a cross-tool guide, plus an audit of the plugin behind it: the published guide at every.to lists 26 agents, 23 commands and 13 skills — its own directory tree says 14 in the same document — while agents/ and commands/ both 404 and the repository ships 33 skills, 27 reviewer personas owned by ce-code-review, and 14 agent hosts; the marketplace URL it gives you redirects after a rename. Also the five-stage adoption ladder, the three different time splits Every publishes for one loop, why /lfg does not merge, and the argument almost nobody raises — the compound step as the guide describes it writes into CLAUDE.md, the always-loaded configuration Gloaguen et al. measure as net negative, which the shipped plugin avoids by making docs/solutions/ retrieved instead. Four copy-paste prompts run the loop with nothing installed; verified against plugin v3.23.3, EN+PL (#337, Aug 24)
  • The AI Developer Toolkit MCP server — the site answers MCP calls at https://developertoolkit.ai/mcp: a public, unauthenticated, read-only endpoint carrying the two tools the ChatGPT and Claude connectors look for — search across every guide on the site and fetch for one article’s full markdown. The guide covers the one-line setup for Cursor, Claude Code and Codex, the response contract that makes a connector’s citations resolve, why a Polish query returns Polish articles with no language parameter, and what the endpoint does not do (no writes, no account, no rate limit worth documenting yet), EN+PL (#319, Aug 20)
  • Anti-slop writing skills — a deep dive on theclaymethod/unslop and bartekpucek/miodkuj: the three deterministic Python scanners that run in CI with no agent in the loop, the progressive-disclosure mechanics that let a skill ship a 50 KB rule catalogue for about 100 tokens of standing cost, the eval-first maintenance loop, and the finding that separates unslop from the rest of the category — its own core benchmark records a no-ship, while the most-starred skill in the genre ships no eval suite at all. miodkuj covers the Polish tells no English word list reaches (officialese, nominalisations, impersonal fog, genitive chains) and makes the opposite architectural bet, declining a deterministic linter on the grounds that a match list cannot resolve context, EN+PL (#323, Aug 19)
  • /goal and /loop tool support re-verified and corrected — the two autonomous-run guides asserted that /loop was native only to Claude Code and that Codex’s /goal was experimental and had to be enabled. Both were out of date: Cursor 3.5 shipped a /loop skill on May 20, 2026 (a month before the article was written), and Codex CLI 0.133.0 made goals stable and on by default on May 21, 2026. Re-checked against Claude Code 2.1.231 and Codex CLI 0.145 rather than the cached doc snapshots, which stop at 2.1.37 and February 2026. Also folded in the /loop behaviour that had accumulated since — the v2.1.196 rule that a scheduled fire only runs self-invocable skills, ScheduleWakeup stop: true in v2.1.202, the cloud-provider fixed-interval fallback, jitter and the 50-task cap — plus Codex’s /goal edit, and new parity rows in the feature matrix and command reference, EN+PL (Aug 13)
  • Software factories guide — what a software factory is, why Dex Horthy (“Why Software Factories Fail”) and PostHog (“Can software factories actually work?”) are both right and are not arguing about the same thing, the ceiling SlopCodeBench measures (structural erosion rising in 77% of trajectories, agent code 2.3x more verbose and 2.0x more eroded than human code), the self-inflicted wound below it — pipelines that split “decide” from “build” and hand the agent a ticket stripped of production context — and how to meter autonomy loop by loop against a verification oracle, EN+PL (#257, Aug 12)
  • Dr. Skill deep dive — a full guide to dbreunig/drskill, the loadout diagnostic CLI: the tool-loadout research behind it (routing accuracy collapsing past 30 tools, a 600-skill enterprise agent), the 34 checks grouped into skill hygiene, description quality, injection surfaces and MCP configuration, drskill audit reading the session traces your agents already write, a CI gate with a fingerprinted ack ledger, the invocation-time shell-command exposure, and the limits that make a clean scan less than a clean loadout; verified against version 0.6.7, cross-linked from the skills-ecosystem index, skill security, best practices and the skills CLI reference, EN+PL (Aug 12)
  • Answer-first rewrite of the corpus — every non-index article now opens with a self-contained paragraph that answers its own title before any preamble; template headings that said nothing were removed, faq and contentType frontmatter was added where it applies, and the rule was promoted into the build gate so a regression fails the build rather than shipping quietly (#214–#225, Aug 6)
  • The ablation protocol for context files — pruning CLAUDE.md, .cursor/rules and AGENTS.md as a budget to cut rather than a log to grow: a dated map of why the guides contradict each other, what each tool actually loads and when (including Codex’s silent 32 KiB truncation), a routing table for all five destinations a rule can live in, nine prompts that do the cutting, and observed stumbles; three accuracy corrections followed post-merge, EN+PL (#212, #213, Aug 4)

New content

  • herdr deep dive — the agent multiplexer that classifies every pane idle, working or blocked: how state detection actually works, sessions that outlive a closed laptop, the herdr agent CLI and the socket API beneath the TUI, the orchestrator pattern where one agent spawns and supervises the rest of the fleet, and where herdr fleets break down; the Moshi iPhone/iPad terminal was added to the mobile-access section shortly after, with its “no relay” claim scoped to hosting rather than data locality, EN+PL (#196, #205, #206, Jul 30)
  • tmux for agent fleets — what tmux is still for now that Claude Code, Cursor and Codex create and clean up their own worktrees, which puts every “loop over git worktree add” guide a layer too low: session per task, send-keys as the agent-to-agent channel, capture-pane polling, wait-for barriers, and hooks that report exact state instead of screen-scraping, EN+PL (#196, Jul 30)
  • Alternative IDEs and agent shells survey — the tools you can run Claude Code, Codex and Cursor Agent inside, organised into four shapes (editor + swappable agent over ACP, terminal-native, desktop orchestrators, boards), with a decision table, a terminal baseline to try before buying anything, and the repo changes that make parallel agents survivable, EN+PL (#195, Jul 30)
  • Mobbin MCP guide — connecting an agent to 620,000+ screens and 130,000 user flows from shipped iOS and web products: the three search tools, setup for Cursor, Claude Code and Codex, query patterns that return usable results, context-cost management, the MCP-versus-REST-API split, and the other design-reference servers including Refero, EN+PL (#183, Jul 25)
  • Impeccable v4 refresh — the guide now covers v4’s direction dealing (188 hand-approved worlds, five direction tests, system board + first-surface mock before code), the six-intent command regrouping with a full command-by-command reference (craft deprecated in favor of conversational job classification), Live Mode’s pins/strokes/three-variant workflow, the critique overlay, design hooks with two-speed reporting, doctor staleness checks, the native iOS/Android alpha, and the detector catalog at 64 patterns / 59 enforced rules; verified against v4.0.2, EN+PL (Jul 25)
  • Taste Skill deep dive — a full guide to Leonxlnx/taste-skill (~65K stars), the anti-slop frontend skill library: how it constrains AI generation up front (brief inference, three dials, design-system map, hard ban list, pre-flight check), all 13 aesthetic variants with their install names, per-agent install, honest scope limits, and how it composes with Impeccable and the design pipeline; verified against upstream v2, cross-linked from the frontend-skills, Impeccable and design-pipeline pages, EN+PL (#170, Jul 21)
  • Superpowers workflow guide — a deep dive on obra/superpowers: the 14-skill design-to-PR workflow (brainstorm → worktree → executable plan → TDD → subagent review → fresh verification), with installation targets, evidence, security and known limits; verified against upstream v6.1.1, cross-linked from the skills ecosystem, core methodology and the scorecard guide, EN+PL (#159, Jul 11)
  • “What Claude Code Can Do That You Haven’t Tried” — ~40 underused Claude Code features from Gui Ferreira’s NDC AI 2026 talk, grouped into one-time setup, daily loop, extensibility and work beyond code; every command verified against the current docs, EN+PL (#146, Jul 3)
  • Tool changelogs + model refresh — Claude Code 2.1.208–215 (explicit /verify + /code-review, EndConversation, /fork to background sessions), Codex CLI 0.144.1–0.144.6 (GPT-5.6 272K working context), Cursor 3.11 + Grok 4.5; model comparison and routing rebuilt around GPT-5.6 Sol/Terra/Luna and Sonnet 5 (Jul 20)

New content

  • /grill-me & /grill-with-docs alignment skills — a relentless one-question-at-a-time agent interview that resolves your plan before you build, plus a ubiquitous language (CONTEXT.md) and ADRs with the docs variant; cross-linked from Plan mode and the skills ecosystem, EN+PL (Jun 24)
  • /goal & /loop autonomous-run guides — cross-tool coverage of goal-directed (/goal: Claude Code + Codex) and looping (/loop: Claude Code + Cursor) agent runs, with the gaps in each tool mapped honestly, EN+PL (#129, Jun 24; tool-support corrected Aug 13)
  • shadcn/improve & Impeccable skill deep-dives — an architecture audit that writes plans for cheaper executors, and a design vocabulary that catches AI slop; both verified across Claude Code, Cursor and Codex, EN+PL (#129, Jun 24)
  • Claude Fable 5 site-wide refresh — model guides, pricing, routing strategy and Claude Code changelog v2.1.169–170 (Jun 10)
  • Tool changelog refresh — Claude Code v2.1.156–168 (ultracode trigger keyword, fallback models, .claude/skills plugin auto-load, auto mode on Bedrock/Vertex/Foundry) and Cursor 3.6–3.7 (Canvas Design Mode, Cursor SDK, Auto-review Run Mode, Enterprise Organizations); Codex confirmed current at v0.137 (Jun 8)
  • 11 new official skills publishers documented — OpenAI, Google Gemini, LangChain, Vercel, Prisma, Convex, Deepgram, Box, Contentful, Contentstack, Base (Jun 8)
  • Latest Updates + update tracker refreshed with June model/version coverage (Jun 8)

New content

  • Tool changelog + model refresh — Opus 4.8 + dynamic workflows/ultracode, Cursor 3.3–3.5 + Composer 2.5, Codex CLI 0.131–0.135; model references normalized site-wide (May 28)
  • Per-question implementation guides for Developer + CTO scorecards (#40, May 21)
  • Bilingual Developer + CTO scorecards with Gemini analysis (#17, May 9)
  • CI reviewers coverage — Claude Code Action, Codex, Sentry Seer listed in the AI maturity survey (#29, May 14)

New content

  • Four-stage AI design pipeline section EN+PL (#6, Apr 30)
  • Changelogs refresh + model IDs + April 2026 lesson content (Apr 24)
  • Official Skills from Technology Makers docs page EN+PL (Apr 4)
  • Wondel.ai skills documented across the skills ecosystem (Apr 5)

New content

  • March 2026 changelogs for Claude Code & Codex EN+PL (Mar 28)

New content

  • Three-tool coverage — full Codex section, restructured Cursor + Claude Code (Feb 8)
  • Polish translations across all documentation sections (Feb 9)
  • Remotion benefits videos — Cursor and Claude Code (Feb 13)
  • Subscribers page expanded to showcase all 390+ pages of content (Feb 18)

Frequently asked questions

How is this page different from Latest Updates?

This page tracks new and updated documentation on developertoolkit.ai -- new guides, lessons, and content refreshes. Latest Updates carries release notes for the tools the guide covers: Cursor, Claude Code, and Codex.

What documentation shipped in August 2026?

Six new guides -- the site's own MCP server, software factories, the Dr. Skill loadout audit, the ablation protocol for pruning CLAUDE.md and AGENTS.md, the anti-slop writing skills, and compound engineering -- plus an answer-first rewrite of every article in the corpus, now enforced by the build. All of it shipped EN+PL.

What documentation shipped in July 2026?

The Claude Opus 5 sweep across the model, pricing, and routing guides (187 files); the Impeccable guide rebuilt for v4; new deep dives on Taste Skill, Superpowers, Mobbin MCP, herdr, and tmux for agent fleets; a survey of alternative IDEs and agent shells; "What Claude Code Can Do That You Haven't Tried"; and tool changelogs refreshed through July 19.

How often is the documentation updated?

Continuously. New or refreshed documentation lands here most weeks, and the changelog is grouped by month, currently running from February 2026 through August 2026.

Where do I request new documentation?

Through the feedback page -- subscriber requests shape the next sprint. The Product Roadmap shows what is already planned.