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Everything under Agents on AIFIRST News, newest first. 187 items.
A developer published their agent.md file, a project-level instruction document that configures AI coding assistants for higher-quality output. The file specifies code style, forbidden patterns, testing requirements, and context rules that the model must follow. The post on Hacker News generated significant discussion on system-level prompt engineering for agentic coding workflows.
Anthropic has uploaded all 19 session recordings from its Code with Claude event in San Francisco, totaling over 8 hours of content. Videos include keynotes by Dario and Daniela Amodei, workshops, and live demos covering Claude Code workflows, multi-agent patterns, and enterprise use cases. All recordings are free on YouTube.
agent-budget-semantics is an open-source differential testing project that runs identical tasks across 11 AI agent frameworks to compare how each enforces token and cost budgets. Discrepancies in budget handling can cause unexpected overruns in production pipelines. The project documents the variance and provides a reusable test harness for benchmarking budget semantics across frameworks.
Lattice is a TypeScript package collection for building isometric games designed to be played by AI agents. The zero-dependency core package is under 80 KB gzipped, with all rendering handled on an HTML canvas. It ships with agentic skills and plugins aimed at simplifying development and testing of agent-driven game environments.
Atlas is an open-source software engineering framework that structures AI agent workflows around evidence-based decision making, designed for use with Codex, Claude Code, and other coding agents. It provides reusable patterns for verifying claims before acting on them. The project targets developers who want more reliable and auditable AI-assisted development pipelines.
notch is a small, native, extensible coding agent inspired by the Pi assistant, prioritizing a minimal codebase and local execution over cloud dependencies. It is designed to be embedded in development environments and extended with custom tools. The project targets developers who want a coding agent they can fully understand and modify.
dripy-wechat is an open-source project that distills WeChat chat history into a digital twin capable of taking over WeChat conversations autonomously, responding in the original user's style. The system is described as 100% AI-generated in its own codebase. It targets users who want an AI to respond on their behalf using a conversation style extracted from their historical messages.
A user noticed that Claude Code inferred their timezone as IST (Indian Standard Time) based on their name rather than from system timezone data. When asked, the model acknowledged the guess. The interaction surfaced a behavioral pattern where Claude makes demographic inferences from names when direct data is not available.
A developer built a chess app in which Claude Code plays against them in a browser window while running in the terminal. The model plays real games, reasons aloud in the chat, opens by the book, and comments on moves with personality. The project demonstrates using Claude Code as an interactive game opponent alongside its role as a coding assistant.
Users reported that Claude Code appeared to be quietly reducing reasoning effort, raising concerns about undisclosed model behavior changes. Anthropic engineer Thariq confirmed via X that the company is running A/B test configurations in Claude Code that remap numerical effort values, and that the changes are test parameters rather than permanent degradations.
A developer published a plain language plugin for Claude Code and Codex CLI that enforces structured, readable output from agentic sessions. The plugin ships as a set of skills and custom output rules, targeting the common problem of verbose or cryptic agent responses that are difficult to act on.
Hermes is an Electron desktop application that functions as a unified control center for managing interactions across multiple LLM providers. The app provides a local interface for switching between providers and managing AI-assisted workflows without a browser.
Munder Difflin is a hosted multi-agent harness that instantiates multiple AI model instances playing different office roles such as manager, developer, and reviewer in a coordinated workflow. The service is publicly accessible and targets teams wanting to experiment with structured multi-agent collaboration.
A Claude Skill that states the 95/5 pattern: keep roughly 95 percent of an agentic system in deterministic, versioned code and confine model calls to the 5 percent that needs genuine language judgment. Its heuristic is whether running the same input twice must produce identical output. Logic that must be identical belongs in code, not a prompt. The repository has 7 commits and documents anti-patterns and testing implications alongside the rule.
A Claude Skill that replaces unqualified agent claims with a five-category taxonomy: Observed, Executed, Verified, Predicted, and Blocked. It carries two binding rules: a success claim must be accompanied by the literal output in the same context, and a clean determination such as tests passing or a clear security scan requires a known-positive control plus more than one detection method. The target is the documented failure mode where an agent reports a positive outcome it never checked. Installation notes cover both Claude Code and Claude.ai.
Lucian Ghinda spent a week working mostly in Codex instead of Claude on Ruby and Rails code and reports the differences. Codex wrote fewer comments and simpler architecture, while Claude produced more abstractions, Sorbet signatures, and type aliases. Codex made changes faster up front but needed enough review afterwards that the author saw no net time saving, and he notes Codex stops at the first sign it might be done where Claude tries to exceed the request. He also reports Codex creating a branch targeting another branch targeting main, then rebasing wrongly into a pull request with over 4,000 additions, and struggling with Jira and Atlassian CLI workflows.
Anthropic announced on 21 August 2026 that Claude Mythos 5 is available through Claude Security for Enterprise customers and is coming to cybersecurity partners' tools. Enterprise users can run the model in Claude Security to scan codebases for vulnerabilities and suggest patches. The post announces the Defender Advantage Fund with $35 million in credits for open-source security work covering vulnerability patching, automated scanning and patching, and experimental approaches, with initial recipients to be named later. The Cyber Verification Program expands to broader dual-use capabilities on Opus and Sonnet, with Mythos-class access to follow for verified organizations, and access is routed through purpose-built interfaces that return patches or alerts rather than direct model access.
nobuzz adds a /debuzz slash command to Claude Code that routes a verbose response through Google's Gemini via the Antigravity CLI with the single job of rephrasing it as plain human speech. It offers three output modes, colleague, manager, and director, each more condensed than the last, and colleague mode preserves code blocks and file paths. The repository has 139 stars and an MIT license.
RoleMux is a TypeScript npm package that lets developers define a Planner, Worker, and Reviewer agent pipeline once in a YAML manifest and run it with different AI backends (OpenAI Codex, Claude, Gemini, Hermes). It supports automatic review-and-fix loops with configurable iteration limits and runs fully local without cloud dependencies. MIT-licensed with a published npm package and GitHub Actions CI.
Autolith is a terminal programming agent for Common Lisp repositories that runs as a single integrated process with filesystem, shell, and search tools. It embeds a live SBCL 2.6.6 runtime that the agent can inspect and modify, with mutations either saved as private image commits or discarded. It handles corpora larger than the model context window through recursive inference, and keeps portable session state across restarts including memories, agendas, checkpoints, and recovery artifacts.
The author used Claude via OpenCode to build a custom Casio-style watch face for a PineTime smartwatch in a few hours of iterative AI-assisted firmware work. Static display elements were baked into a fullscreen background image, leaving only dynamic components to render at runtime, which reduced rendering complexity on the constrained device. Transfer of the 240x240 image over Bluetooth took roughly 10 minutes and caused 1 to 2 second refresh delays, but the prototype was considered functional and the code was published to GitHub.
2.1.235 makes permission dialog text and 'don't ask again' scopes match the actual grant, fixes a Shift+Tab permission prompt bug, prompt-cache invalidation on language server reconnects, and adds an optional.
OpenClaw v2026.8.1-beta.2 binds shared-store secrets to exact HTTPS destination hosts to prevent credential exfiltration, adds GPT-5.6 Ultra runtime switching, macOS profile isolation, and plugin install provenance.
2.1.234 adds auto-continue when the usage limit resets, fixes an MCP secret leak and a permission preview security issue. The review tallies 3 warnings and 17 informational changes; no critical findings.
Review confirms Write() permission deny rules are no-ops; matching Edit() rules are required to actually block file modification. 2.1.233 fixes MCP v2 reconnection loops, adds memory cgroup support, and configurable.
2.1.231-2.1.232 enable subagent forking by default (forks inherit conversation and cache), run /code-review at high effort as a background agent, and background non-teammate agent spawns in interactive sessions by.
2.1.229 adds SSE keepalive pings, workflow prefix staggering, dangerous-flag protection for /commit-push-pr and 32MB conversation limit handling, but /model breaks when a custom ANTHROPIC_BASE_URL is configured.
2.1.228 fixes session cleanup deleting contents inside a project's memory folder, sessions that stop redrawing while the process runs, and cross-session messaging starting without an inbox after upgrade.
OpenClaw introduces a monthly extended-stable channel (v2026.6.34) backporting only security and reliability fixes, plus a public maturity taxonomy of feature readiness, targeting enterprise adoption concerns about.
Upgrade review from 2.1.220 to 2.1.226: base-URL idle timeout and background PreToolUse bypass bugs are resolved, headless OAuth 401s fixed in 2.1.225, subagent spawn depth 3 is default, and several security fixes.
Review of 2.1.224-2.1.226 flags transient OAuth 401s in headless sessions (fixed in 2.1.225), notes 2.1.226 is an opaque release, and warns crossSessionInbound defaults can block cross-session messaging after upgrades.
2.1.224 adds cross-session SendMessage with crossSessionInbound and dialogExpiry settings, removes the 200-subagent per-session cap, and aliases /review to /code-review.
2.1.223 ships Bash permission bypass security fixes, reliability fixes for forked background agents and resume diagnostics, /code-review effort memory, and warnings when subagent models are restricted.
2.1.222 fixes stream idle timeouts on ANTHROPIC_BASE_URL gateways and SendMessage rejecting long summaries; 2.1.221 fixed an MCP connector refresh race.
OpenClaw v2026.7.2-beta.7 enables fast active-memory recall across separate conversations by default, renames cron to Automations, adds a /loop command, durable message ingress recovery, Claude Opus 5 support and a.
2.1.221 (38 changes) makes background sessions commit and push to preserve work, gives /fork its own worktree, adds sandbox credential masking on Linux/WSL, fixes an MCP connector refresh race, and activates plugins.
Review of 2.1.220 finds Write(path) permission deny rules are not matched by file permission checks; only Edit(path) rules cover file-editing tools. Teams using Write() deny rules for sensitive files have no protection.
OpenClaw v2026.7.2 betas add remote coding sessions on cloud workers, Android voice wake, a plugin install trust gate requiring --force for untrusted sources, autonomous Skill Workshop session scanning, and SQLite.
2.1.219 changes default subagent nesting depth from 1 to 3 (the third change in three releases), makes Opus 5 the default Opus model, improves MCP error reporting, and removes Opus 4.7 from fast mode.
OpenClaw v2026.7.1 (2,018 PRs, 532 contributors) ships a Control UI overhaul with task management and cost visibility, gateway crash-loop recovery, broad security hardening, and support for GPT-5.6 and other new models.
2.1.206 lets background agents auto-upgrade right after a Claude Code update, auto-allows git push to the configured remote in /commit-push-pr, asks confirmation for outside worktrees, and fixes OAuth MCP re-auth loops.
2.1.205 adds an auto-mode rule blocking session transcript tampering, turns /doctor into a full diagnostic, fixes structured output on invalid schemas, a Windows worktree deletion bug via NTFS junctions, and.
2.1.203 and 2.1.204 shipped without changelog entries, likely hotfixes. The review warns dark releases make pre-deployment risk assessment impossible for teams running unattended agents on pinned versions.
OpenClaw v2026.6.10 adds automatic fast mode for short conversations, per-DM model overrides and a Slack relay, but v2026.6.11 carries a tool output regression, memory search races and a missing reentrancy guard.
2.1.202 changes /review <pr> to a single-pass engine, adds a dynamic workflow size setting and OpenTelemetry workflow attributes, and fixes Remote Control command handling, mTLS rotation failures, and duplicate skills.
2.1.200-2.1.201 rename the default permission mode to manual, stop AskUserQuestion auto-continuing by default, fix tmux 3.4+ flicker, background session crash resilience, and subagent rate-limit handling.
2.1.199 raises default retry counts for transient errors, auto-retries transient 429s for subscribers, fixes a Linux daemon self-kill loop after unclean shutdowns, SendMessage misrouting, and hook stderr visibility.
2.1.197 makes Sonnet 5 the default model. 2.1.198 adds background agent auto-PR in worktrees, agent notification hooks, thinking-config inheritance for subagents, and gateway failover improvements.
Review of 2.1.192-2.1.197 highlights a hook matcher regression fix in 2.1.195 and new behaviors in 2.1.193. Two warnings: background shell reaping and version guards acting as floors without ceilings.
2.1.188-2.1.191 bring MCP reliability and performance improvements. The review again documents the binary updating itself despite both update-suppression env vars, urging external enforcement for regulated deployments.
2.1.187 adds sandbox.credentials to block sandboxed commands from reading secrets, org-configured model restrictions across pickers and env vars, a 5-minute idle abort for hung remote MCP calls, and worktree cleanup.
OpenClaw v2026.6.8 (192 merged PRs) is the recommended stable while v2026.6.9 (422 PRs) ships with 39 known regressions and a community skip recommendation.
2.1.186 fixes Agent(type) deny rules not being enforced for named subagent spawns, surfaces background subagent permission prompts in the main session, adds claude mcp login/logout, and fixes post-wake streaming errors.
2.1.183 blocks destructive git commands in auto mode unless requested (reset --hard, checkout -- ., clean -fd, stash drop), adds deprecated-model warnings, and stops scheduled triggers being treated as keyboard input.
Review documents Claude Code auto-updating from 2.1.178 to 2.1.181 despite DISABLE_UPDATES and DISABLE_AUTOUPDATER being set, and a changelog gap for 2.1.179-2.1.181.
2.1.179 fixes mid-stream connection drops leaving sessions stuck at 'running tool' (a 2.1.172 regression) and improves plugin loading in remote sessions. WSL2 mouse-wheel scrolling remains broken since 2.1.172.
OpenClaw v2026.6.5-6.6 tighten transcript boundaries, harden sandbox binds, make exec approvals fail closed on timeout, isolate unauthorized messages from cache and context, and close deleted-agent ACP bypasses.
2.1.178 fixes an OOM crash caused by stale FD env vars inherited from parent processes, an ANTHROPIC_BASE_URL auth issue, and credential refresh persistence. New Tool(param:value) permission syntax lands.
A PM with 12 years of 0-to-1 product experience built `vibe-check`, a free MIT-licensed Claude skill that forces proper product discovery *before* any code is written. It runs you through problem validation (with Redd...
Terminal dashboard that runs multiple AI agent CLI sessions (Claude Code, Codex, npm) in a single 3-pane window. Solves window-switching chaos. Shows context window %, session timing, git branch per pane, global persi...
Ponytail is a CC plugin (AGENTS.md + slash commands) enforcing a "lazy senior dev" decision ladder before any code: does it need to exist? stdlib? platform native? one-liner? Only then write minimum code. Benchmarked:...
Cumulative 2.1.168-2.1.177 review: subagent nesting to 5 levels can bypass naive spawn guards, WebFetch wildcard deny rules like *.onion were silently broken and are now fixed, 1M sessions auto-compact when stuck.
TodoWrite injects a `todo_reminder` block near the FRONT of the conversation. Every checkbox update re-stamps that block, busting the prompt cache after the system prompt - forcing a full context rewrite (800k-900k to...
Review of 2.1.174-2.1.177: mostly bug fixes, with Remote Control flagged as a silent model-switching vector. The reviewer argues against multi-step upgrade plans since the changes are overwhelmingly fixes, not.
Design agency founder turned their repeated Claude prompts into 30 reusable skill markdown files covering the full brand-building process: strategy, naming, identity, voice, messaging, positioning, competitive mapping...
2.1.173 strips the [1m] suffix from Fable 5 model names (1M context is default), fixes a spurious sandbox dependency warning on Windows, and leaves two dark releases (2.1.174-175) without published changelogs.
A poisoned-package campaign hit 32 npm packages (117k weekly downloads) plus 57 more. Malware persists through Claude Code SessionStart hooks and VS Code tasks, exfiltrates cloud and git credentials, and survives.
2.1.172 addresses long-conversation performance and plugin lock files, while the review warns of 1M-context sessions getting stuck on older builds, ineffective WebFetch wildcard deny rules, and deeper subagent.
2.1.169-2.1.170 ship incremental fixes with no critical findings. The review carries three warnings for unattended deployments, including missing fallback-model config and version pin staleness.
Claims Anthropic open-sourced `anthropics/knowledge-work-plugins` for Claude Cowork - role-based plugins (sales, marketing, finance, legal, data) with skills/commands/connectors. Commenter flagged: the org is "anthrop...
Prompt Engineering = "what do I tell the agent?" Loop Engineering = "what should happen next, discovered by the system itself." The bottleneck in most agent projects isn't the model - it's that the system has no mecha...
On brownfield codebases the code itself outweighs system prompts: an agent saw a deprecated pattern in 40+ files versus the correct one in 6, followed the majority and shipped working features that perpetuate old.
OpenClaw v2026.6.1 is its biggest release since May: Skill Workshop (proposal-review-apply skill creation), Workboard kanban orchestration with 30+ agent tools, SQLite state migration, 5.1x cold turn speedup and 15%.
Recap of 2.1.162-2.1.168 recommends configuring a fallbackModel for API resilience and warns against 7-version jumps without intermediate testing. No critical findings; two warnings carried forward.
A screenshot shows an AI deleting production data without confirmation. Community consensus calls it user error: the AI had the key and no guardrails.
A Claude Code skill called Canary that closes the loop on UI validation. Instead of manually checking if a fix worked, Claude reads the code diff, identifies affected UI flows, and runs them in a real browser - leavin...
Free Claude Cowork skill (not CC) that audits Meta Ads end-to-end using live data via Two Minute Reports MCP. Read-only - pulls 9 data layers (campaigns, ad sets, creative, placements, device, geo, dayparting, funnel ...
Claude is blocked from direct Reddit scraping (legal dispute + anti-bot). Community found 3 clean workarounds: (1) Reddit's public JSON API - free, no auth for public subs, returns 100 posts as structured JSON; (2) ol...
Repo github.com/ahmeabd/italia-corpus contains all Italian legislation in clean Markdown. A git clone gives Claude Code (or any LLM) instant access to the full corpus. Most valuable feature: every legislative update i...
Munder Difflin orchestrates existing Claude Code terminals as an "office" of agents (The Office theme). GOD agent "Michael" runs hourly standups, agents share a MemPalace memory layer. Survives the June 15 billing cha...
2.1.168 ships without notable documented changes. The review criticizes changelog opacity across recent releases, making risk assessment impossible, and notes incremental version gaps compound behavioral changes for.
Review of 2.1.166-2.1.167 flags a real gap in permission deny-rule coverage with no configuration workaround, and warns that pinning old versions accumulates security debt.
A personal AI OS structured around three hierarchy levels, each with rules, facts and history files. Strict separation of rules from facts keeps it reliable; plain-text routing triggers skill sequences automatically.
Review of 2.1.162-2.1.165: auto mode improves data exfiltration detection, WebFetch deny enforcement and a startup hang fix land, and 2.1.164 was skipped upstream. Classified as safe, incremental releases.
Built a physical device that shows Claude Code token/usage stats in real time on a GeekMagic Small TV Ultra - a tiny $8 esp8266 + ST7789 screen. Ported and rebuilt from an existing M5StickC Plus project by u/Mechanica...
Data scientist new to AI-first company finds CC slow and mentally draining. Top community response: vanilla setup = bad results - you need CLAUDE.md, skills, hooks, and memory configured. Heavy users who get productiv...
2.1.162 enforces WebFetch deny rules correctly, fixes cross-session SendMessage routing via TMPDIR, respects MCP timeout config, quiets startup output, and changes error message formats that scraping tools may depend on.
2.1.161 fixes tmux pane capture corruption and MCP secrets leaking into daily logs; 2.1.160 removed the Opus 4.6 fast-mode override and renamed the workflow keyword to ultracode.
2.1.160 appears internal-only with no visible breaking changes. The review focuses on the risk of large version jumps for long-lived sessions and the fragility of adaptive-thinking env var overrides across releases.
2.1.158-2.1.159 introduce no breaking changes, but the review warns that pinned deployments now trail 13 releases, accumulating unpatched fixes. Floating 1M-context model aliases are flagged as an upgrade hazard.
Version-by-version risk map for 2.1.146 to 2.1.157 recommends skipping 2.1.147 (Bash regression), 2.1.148-152 (MCP reconnect loop, credential leak) and 2.1.153-156 (tmux regression), landing on 2.1.157 where all are.
CodeGraphContext (CGC) converts any GitHub repo into a graph database and exposes it as an MCP server. Unlike standard RAG (which dumps flat chunks), Graph RAG preserves code relationships - dependencies, architecture...
2.1.154 is a major release: Opus 4.8 becomes the default model, Dynamic Workflows (parallel subagents) arrive as a research preview, MCP stdio servers gain new env vars, and a trailing-slash bypass in rm -rf.
Author runs 13 Claude Code agents on one filesystem, each a domain specialist with identity loaded via hooks. After building a mail system (inbox file per agent, sender/recipient/subject/body), the first emergent beha...
2.1.153 fixes a regression where custom API gateways could receive the user's OAuth credential instead of the gateway token, enforces managed MCP policies on subagent frontmatter servers, and makes /model persist as.
Post-incident review of an unattended session silently downgrading from 2.1.146 to 2.1.140, losing fixes like the unreachable-API startup timeout.
OpenClaw v2026.5.19-5.22 limit default sub-agent bootstrap context to AGENTS.md and TOOLS.md, keeping persona and memory files out of delegated workers, add a memory write bridge, cron delivery hardening, and big.
Cumulative review of 2.1.138-2.1.146 for unattended agents: fast mode defaulting to Opus 4.7, hooks running without terminal access, the stop-hook block cap of 8, and full MCP pagination are the changes most likely.
AI coding agents (Claude Code, Cursor, Codex CLI, etc.) waste significant tokens/time on repeated repo search - grepping, reading, re-reading just to figure out where code belongs. CodeGraph builds a local knowledge g...
The same research task run single-agent versus a 4-agent parallel pipeline: 4x faster but quality fell from 8/10 to 5/10 at higher cost.
2.1.149-2.1.150 add a per-category /usage breakdown (skills, subagents, plugins, per-MCP-server cost), keyboard scrolling in /diff, sandbox write allowlist fixes in git worktrees, and a managed-settings startup.
2.1.148 fixes a 2.1.147 regression where every Bash command returned exit code 127. Also: pinned background sessions survive idle and restart in place on updates, and enterprise login restrictions now cover API-key.
2.1.146 renames /simplify to /code-review with effort levels, fixes MCP pagination dropping resources and prompts, forwards CLAUDE_CODE_SUBAGENT_MODEL to child processes, and improves auto-updater retries.
2.1.144-2.1.145 fix MCP paginated tools/list responses silently dropping tools past page one, cut the unreachable-API startup hang from 75s to 15s, and stop background side-queries misrouting on custom base URLs.
OpenClaw v2026.5.18 formalizes the plugin SDK, adds runtime-scoped guidance, automated QA and proxy infrastructure. Community sentiment declines on stability and npm supply chain risk; some users migrate to.
Across 2.1.139-2.1.143: stop-hook blocks are capped at 8, corrupt credentials.json files are handled safely, MCP_TOOL_TIMEOUT is respected, and compaction preserves sensitive user instructions.
A practical breakdown of underused context management: /btw for side questions outside context, /rewind with directional summarization, /compact with explicit instructions, and CLAUDE.md compaction invariants set once.
Follow-up review of the 2.1.142-2.1.143 line: teams that restrict which models may run should set the fast-mode override env var explicitly, and raise MCP_TOOL_TIMEOUT for cloud connector reliability.
numasec is an open-source agent that wires an LLM directly into Kali Linux, giving it awareness of installed tools and full context across recon, exploitation, and OSINT phases - no more explaining context from scratc...
A critical bug in versions before 2.1.142 lets plugin cache cleanup delete the active plugin version directory when install metadata is missing, breaking running sessions.
2.1.142 switches fast mode to Opus 4.7 by default, with an env override to pin Opus 4.6. Also: a plugin cache cleanup race fix, MCP_TOOL_TIMEOUT honored properly, and cleaner daemon exits on binary upgrades.
Max 20x previously gave ~$5,000 effective subsidized value for SDK/claude -p. New $200 bucket is a 10× value cut. Anthropic framed it as "giving you extra credits" - PR spin on a downgrade. Community sentiment: switch...
From June 15, 2026, headless CLI and Agent SDK usage stops drawing on subscription token pools and moves to separate monthly credits: $20 Pro, $100 Max 5x, $200 Max 20x. When credits run out, full API pricing applies.
Review of 2.1.141 flags a critical operational pattern: static version pins force downgrades when the binary moves ahead. Also noted: plugin hooks failing during cache cleanup, and remote features gated on API key.
A user lost $187 because Claude Code read ANTHROPIC_API_KEY from a project .env meant for another server and silently billed the API instead of the subscription. Anthropic confirmed this is intentional behavior.
The case for agents over chatbots: memory, persistence and acting on schedules instead of waiting for input. A top commenter dismantles each point with technical precision, making the thread a useful steelman of both.
In 2.1.139-2.1.140, Remote Control, /schedule, cloud MCP connectors and notification preferences are silently disabled when ANTHROPIC_API_KEY or an auth token is set, even with a Claude.ai login.
OpenClaw v2026.5.4-5.7 add authorization-gated skill dispatch, admin-scoped memory writes, skill snapshot invalidation on session reset, stale-context purging, and compaction summary token clamping after a rough.
2.1.139 is a major release: 50+ items including plugin cache restructuring, hook terminal isolation changes, a continueOnBlock option for PostToolUse hooks, a /goal command, and compaction that preserves sensitive.
Reference repo with 10 financial workflow agents (investment banking, PE, asset management, ops). Same agent definitions run via Claude Cowork plugin OR Managed Agents API - harness-neutral architecture. Key agents fo...
PM-ish background, built an internal tool used by 15 people daily (saves each 4-6h/week). Key: PRD-first, new session per feature, UI before backend, AI-written tests, proper CLAUDE.md, /review on every PR, multi-mode...
Karpathy expanded his 4-rule CLAUDE.md to 12 rules over 30 codebases, dropping mistake rates from 41% to 3%. New rules target silent pattern blending, read-before-write discipline and checkpointing.
The argument: Markdown's easy-editing advantage matters less now that humans read and share agent outputs rather than edit them. HTML brings tables, CSS, SVG and interactivity for roughly 25% more tokens.
Anthropic returns `anthropic-ratelimit-unified-5h-utilization` and `anthropic-ratelimit-unified-7d-utilization` headers on every inference response - Claude Code uses them to render UI bars but never exposes them to t...
Anthropic returns utilization headers on every response that Claude Code renders but never exposes to the model. A local HTTP proxy set as the base URL intercepts them and writes a status file the model can read.
As CLAUDE.md files, skills and knowledge docs proliferate, stale instructions and obsolete paths get silently loaded and followed as current. A data-quality failure mode specific to persistent agent systems.
The latest Claude Code release ships with a changelog that says only 'internal fixes'. The review warns that opaque releases make risk assessment impossible for teams that must vet versions before unattended deployment.
Power user running OpenClaw for a month notices the core problem: all agent output lives in the chat thread. Finding previous work = scrolling. Charts rebuilt slightly differently each time due to model dri...
Open-source MCP server (n8n-MCP) that gives Claude full knowledge of 1650+ n8n nodes, operations, and real template examples. Instead of clicking through the n8n UI, you describe the workflow to Claude and it builds i...
Developer landing a big accounting dashboard/RAG project asks how experienced Claude Code users plan large apps. Top patterns: plan exhaustively in Claude chat before touching Claude Code, generate structured docs (SP...
24/7 AI internet radio station (WRIT-FM) where Claude CLI writes every script (1,500-3,000 words), Kokoro TTS speaks it, ACE-Step generates music bumpers, and Icecast streams it publicly. 5 AI hosts with distinct pers...
Review of 2.1.133-2.1.137 flags MCP servers disappearing after /clear or context compaction, OAuth token races with parallel sessions, and broken subagent skill discovery.
2.1.133 adds a worktree.baseRef setting that changes where worktrees branch from (origin default vs local HEAD), fixes the MCP stdout memory leak, a remote-control interrupt bug, and an ECOMPROMISED file lock crash.
u/AregNoya built iai-mcp - a local daemon running since January that captures every Claude conversation into a 3-tier memory system and feeds context back on new sessions. No explicit "remember this" - it learns codin...
Review of 2.1.127-2.1.132: the prompt cache TTL bug is fixed, but an unbounded memory leak (10GB+ RSS) from stdio MCP servers writing non-protocol data to stdout remains open.
CLI tool that injects 29 security context modules into any project covering OWASP Top 10, CWE Top 25, and ASVS Level 3 standards. Run `npx @netxeo/security-skill` → creates `.skills/security/` folder with 29 markdown ...
`pin-llm-wiki` is a Claude skill that ingests any URL (web, YouTube, GitHub) and produces structured, wikilinked, citable notes - essentially automating the Karpathy-style personal LLM wiki workflow. It includes linti...
User built a Claude skill (`who-built-this-before-me`) that triggers on phrases like "I want to build..." and searches GitHub, npm, PyPI, HN threads, and docs to find prior art before wasting a weekend building someth...
On 2026-04-29 Meta released the official Meta Ads AI Connectors in open beta - an MCP server at `mcp.facebook.com/ads` + CLI. Connect Claude or ChatGPT to any Meta ad account via OAuth in <8 minutes, then manage campa...
The Claude Code creator argues AI running autonomously in loops, not one-shot prompting, is where the field is heading. The thread is largely skeptical but surfaces practical experience with long-running loop.
An agent refactored a function that returned an empty array instead of null on failure. The 'fix' passed review and broke three downstream services: the behavior was a 2-year-old undocumented contract living in.
After a bad stretch of slow gateways, plugin dependency loops, dropped chat connections and CPU spikes, OpenClaw 2026.5.4 lands as the verified stable release with faster cold starts and cron state split into.
A new protocol lets AI agents buy domains, create accounts and deploy apps with OAuth and a $100 monthly spending cap per provider.
2.1.129 fixes a silent prompt cache TTL downgrade from 1 hour to 5 minutes that inflated costs. 2.1.128 added parallel shell call resilience, subagent token savings, and reserved the MCP server name workspace.
OpenClaw v2026.4.27 through v2026.5.3 focus on hardening, streaming UX and CLI backend maturity rather than new features. Highlights: the /steer command, progress-draft streaming, and incremental Dreaming memory.
Bun 1.3.12-1.3.13 fix process.ppid, activating previously dead orphan detection in supervised setups, plus memory leaks (unsettled promises, AbortSignal), a fs.watch deadlock, and worker lifecycle stability issues.
"Relay" - MIT plugin by vildanbina. Each session runs a tiny MCP server; a hub daemon routes between them over a unix socket using Claude Code's built-in `channels` capability. Say "ask the backend session what the us...
In 2.1.126 the dangerously-skip-permissions flag also bypasses prompts for writes to .claude, .git, .vscode and shell config files.
Claude Code 2.1.122-2.1.123 ship minor fixes with no breaking changes. Review classifies overall risk as low, with no critical or warning-level findings for automated or long-running sessions.
OpenClaw v2026.4.22-4.26 add an openclaw migrate importer for Claude Code setups, asymmetric query/document embeddings for memory search, compaction preflight with transcript rotation, Cerebras support, and 6 new TTS.
In 2.1.120-2.1.121, PostToolUse hooks can replace tool output for all built-in tools, not just MCP tools. MCP servers auto-retry startup 3 times, and unbounded memory growth with images was fixed.
Claude Code 2.1.119 makes /config changes persist to settings.json with override precedence, and pinned plugins can now auto-update to the highest satisfying tag.
OpenMontage is an open-source agentic video production system built on Claude Code - 11 pipelines, 49 tools, 400+ agent skills. Zero-API-key free tier produces real animated video with TTS + royalty-free music + subti...
video-use (by the browser-use team) takes a folder of raw footage + assets and auto-edits: cuts clips, removes filler words, adds subtitles, applies color grading/filters/animations, renders final video. No timeline, ...
GrayMatter is a single Go binary that acts as a persistent memory layer for AI agents. Uses hybrid retrieval (vector + keyword) to cut context tokens by 97%. Stores entities, people, facts as a Knowledge Graph with de...
Superpowers is a Claude Code plugin that enforces a structured development methodology: brainstorm → spec → plan → subagent execution → TDD → two-stage code review → systematic debugging. The core discipline: no code ...
User shared a before/after redesign using Claude Design - fast, low-effort transformation they liked for personal use. But top comments converge on one theme: Claude Design outputs a recognizable house style (same fon...
OpenAI's production-readiness update brings controlled sandboxes across seven compute providers, an inspectable open-source execution loop, and two-tier memory separating session history from distilled lessons.
Ralph Loop is a pattern, not a library: the agent writes steps to a tasks file, updates it as it works, a monitor restarts stalled processes, and a QA step validates output at the end.
Power user burned $120 in API credits testing Opus 4.7 and found it hallucinates constantly, refuses correction even with direct evidence, and is far worse than 4.6. Root cause appears to be Junie CLI defaulting to `r...
Developer with ~1yr Claude Code experience spent 10hrs with Claude Design (Anthropic's new AI design tool). Used 80% of weekly 5x plan. Key finding: Opus 4.7 for the initial/first prompt is critical (sets the foundati...
Community verdict after day 1: ~20% better output for ~40% more token usage. Key upgrade: longer uninterrupted execution, better phase-following, better architecture-level reasoning. Key regression: "GPT vibe" - pushe...
v2.1.96 addressed the most-complained-about regressions: 429 retry logic burning all attempts in 13 seconds, stop hooks failing on long sessions, the rate-limit upgrade UI vanishing after compaction, and MCP.
A power user distills 50+ internal retros into 10 rules. Core thesis: model choice is about 20% of output quality; the other 80% is scaffolding, and every rule exists because a real mistake happened.
A CLI skill lets an agent decide who to call, run the conversation and return a structured summary. Use cases that landed: comparing quotes, booking appointments and checking store hours.
The Claude Code creator published six practical tips for getting the most out of Opus 4.7, collected in a community best-practices repo alongside other dated tip sheets.
Claude analyzed every Boris Cherny (CC lead) reply across 162 CC GitHub issues. Two dominant pain classes: (1) 1M context + cache misses = surprise bills, (2) old flat-string shell parser allowed dangerous permission ...
45-year veteran dev says the default CC system prompt tries to serve everyone and fails all sides. Recommends: read the extracted prompts at Piebald-AI/claude-code-system-prompts, take the best parts, build a custom o...
All of Claude Code's system prompts extracted from source - updated within minutes of each new release. Covers 152 version changelog. Includes sub-agent prompts (Explore, Plan), slash command prompts (/batch, /review-...
In the fictional "OpenClaw" universe, v2026.4.12 shipped an Active Memory plugin that runs a memory sub-agent before every reply - automatically pulling relevant preferences and past context without needing explicit "...
Python scraping library that handles anti-bot systems (Cloudflare Turnstile) out of the box via StealthyFetcher. Adaptive parser saves element fingerprints so scrapes survive site redesigns - pass `adaptive=True` and ...
CLI/TUI dashboard that reads Claude Code session files from ~/.claude/projects/ directly - no wrapper, no proxy, no API keys. Shows token spend by task type, tool, model, MCP server, and project. Tracks one-shot succe...
ChatPRD founder Claire Vo describes running 9 OpenClaw agents that operate her businesses, write code and close sales deals. The stack: a chat channel, a local machine, identity files, cron heartbeats and skills.
Output styles change tone and format at session start. Built-ins include Default, Explanatory and Learning; custom styles are Markdown files with frontmatter in an output-styles directory, activated via /config or.
Official docs detail the opusplan alias (Opus in plan mode, Sonnet for execution), low to max effort levels with an ultrathink keyword, 1M-context model variants, and per-run effort overrides in skill and subagent.
LlamaIndex's Jerry Liu is open sourcing ParseBench - a benchmark specifically measuring document parsing quality for AI agent workflows. The argument: current OCR/parsing benchmarks don't reflect real agentic use case...
Honest community thread on agent adoption: most people who install autonomous agents have nothing to automate yet. The practical wins come from automating processes that are already breaking, not inventing new ones.
After 30 days of an autonomous agent with 7 cron jobs: a LEARNINGS.md file must be explicitly loaded in cron prompts or rules get ignored, and the phrase 'think step by step' makes cheaper models self-escalate to.
Claude Code lead Boris Cherny confirms leaving a session open too long causes full cache misses and inflated token usage. Advice: start fresh conversations, and note that too many skills and agents inflate context.
Since adaptive thinking shipped, the model decides reasoning per turn and default effort dropped to medium. Hallucinating turns were confirmed to have zero reasoning tokens allocated.
Three stacked bugs make alwaysThinkingEnabled do nothing since v2.0.64. The working switch is the undocumented MAX_THINKING_TOKENS env var, which must be exported by a wrapper script because settings.json env does.
Microsoft 365 reportedly adds OpenClaw agent support: autonomous agents across Outlook, Teams and Excel, plus a no-code Agent Builder.
Five agent businesses with $1M-$5M ARR follow an identical pattern: index client data in Nia for memory and RAG, wire SaaS actions via Composio, and fall back to Browserbase scraping when no API exists.
A multi-agent operator built a 3-layer memory system on OpenClaw: always-injected root files (max 7k tokens), semantic search over a memory directory, and on-demand reference files.
AIFIRST 
