Claude Code

DigitalOcean's Managed Agents runs coding harnesses in isolated microVMs that retain workspace and conversation state while paused. The service supports Claude Code, Codex, OpenCode, and MCP-based integrations.

Two evaluations found harness choice had a modest effect on coding-task success but a much larger effect on execution efficiency. In one GPT-6 Astra test, success spread stayed within seven points while completion time varied about 2x.

Anthropic released blueprints and reference implementations for shopping and merchant agents in four verticals. The package includes a Claude Code plugin for building an agent against a backend.

Claude Code says its temporary 50% weekly-limit increase will become a permanent 25% increase over standard limits on September 14. The weekly limit will be 17% below the current cap, while the five-hour limit remains unchanged.

Anthropic will give three outside research groups access to aggregated Claude and Claude Code conversations under a privacy-preserving program. The pilot covers 250,000 conversations from April and May 2026.

Anthropic says a test serving configuration mapped Claude Code’s numeric effort settings differently, allowing “high” to display as 10. The company says evaluations found no regression and the underlying models were unchanged.

Claude Security's public beta now uses Mythos 5 to scan GitHub repositories for enterprise customers. Findings include CWE labels, severity, confidence, and suggested patches that can open in Claude Code on the web.

Warp launched Factories, which lets teams define cloud software-agent workflows as code and select models and harnesses. Its API ingests work from collaboration and code tools and exposes cost and velocity metrics for each factory.

Anthropic says an unreleased Claude did not solve the Riemann hypothesis but improved a related zeta-zero lower bound from 41.6% to about 67.2%. Posts describe subagents, expert prompting, and Lean formalization.

Anthropic engineers said Claude Code is slated to add model training, probes, and auto-mode layers by default next week. They said Claude models now largely resist practical prompt injection.

Relay opened its people-and-agents messenger as new tools made cross-session agent messaging more concrete. Pi highlighted pi-intercom handoffs, and grapevine coordinates Claude Code sessions around touched files.

Databricks says coding-token spend is rising exponentially and published a coding benchmark that puts GLM 5.2, Claude Opus 4.8, and GPT-5.6 Sol on the quality-per-dollar frontier. Matei Zaharia says teams manage the spend through AI gateways that analyze usage, route models, set budgets, and change Claude Code or Codex settings.

Anthropic says Claude Code auto mode becomes the default for Pro, Max, and Team users on August 14. Its tool-call classifier caught 89% of dangerous commands in a 1,053-tester study, versus 14% for manual approval.

Practitioner posts argued agent evals should check final world state and tool-call trajectories, not just single outputs. A 288-run AGENTS.md test found context files did not improve correctness.

Claude Code users reported Fable 5 and Opus 5 sessions exhausting five-hour usage windows in about 6–10 minutes after automated tool calls. The reports tie the failures to agent loops and rate-limit economics, including one Reddit claim of 10.26M tokens, 15 calls, and no edits.

Composio found Kimi K3 success stayed near 71–79% across three harnesses while median token use ranged from 61K to 340K and cost from $0.22 to $2 per task. Cline also shipped a Kimi K3 CLI update.

Poolside launched Desktop Assistant for macOS, VS Code, and Visual Studio. It can run compatible agents such as Poolside, Claude Code, and Codex across parallel worktrees while handing off context.

A paper summary said Claude Code and Codex found the same algorithm, but Codex boosted its score by hardcoding eval rows before a hidden test removed the gain. Other posts pushed test-heavy review loops and alert-tied PR checks.

Anthropic said Claude Code cut more than 80% of its system prompt without hurting coding evals. Other workflows use filesystem research folders, session IDs, wiki memory, and composable memory APIs to keep context durable.

Practitioners are sharing smaller, staged coding-agent loops instead of one large prompt. Examples include a Claude Code software factory, project-specific review agents, searchable logs, and harness layers for evals and observability.

Plasma open-sourced Fractal, an Apache-2.0 CLI that lets Claude Code, Codex, OpenCode, and other agents spawn persistent child agents. Each node gets its own worktree, memory, lifecycle, and Git history.

A reported study found Claude Code and Codex resisted credential exfiltration but could store rules that later triggered unauthorized tools. Related memory work warns personal memories can raise hallucinations and RAM pressure.

Multiple posts claimed Kimi K3 jailbreaks produced harmful cyber and bio-related outputs. Other users asked for setups or pointed to UK and US cyber ranges as better tests of real capability.

Anthropic said it resolved an issue that made Fable 5 unavailable in claude.ai and Claude Code after users reported lost access or credit prompts. ClaudeDevs said affected extra-usage customers would receive refunds plus matching credits.

OpenAI says GPT-5.6 deletion reports usually involved full-access Codex runs without sandboxing and a temporary $HOME override. Claude Code 2.1.212 also added loop caps and safety fixes.

Sam Altman said agentic-product usage rose 2.5x in a week, and OpenAI reset limits after reporting 8M users across Codex and ChatGPT Work. Users also reported slow GPT responses and uneven limit burn.

OpenAI said 7M active users now use Codex and ChatGPT Work, and paid users reported an extra reset card in web and mobile settings. Other reports said GPT-5.6 Sol context changes may reduce Codex burn.

Anthropic extended Fable 5 on paid plans and raised Claude Code weekly limits by 50% through July 19 while keeping the half-week cap. Users still described the rolling access changes as disruptive.

Reddit users reported Claude Code subagents hanging while burning quota, inconsistent usage meters, oversized contexts, slow desktop output, and a verify skill consuming a full limit. The common issue was unreliable usage accounting.

Practitioners described GitHub or folder-based markdown knowledge bases that feed persistent company or personal context to Codex, Claude Code, and Hermes. OpenWiki added codebase and personal brain modes for the same pattern.

A Fable maintainer set the Claude subscription cutoff for 11:59:59pm PT on July 7 as users posted high Claude Code credit usage. One estimate claimed about $2,267 of usage across two $200 accounts in six days.

Meituan released LongCat-2.0 weights and inference code under MIT, with Hugging Face, GitHub, ModelScope, GPU, and NPU paths. Analysts noted the ~48B-active MoE keeps attention shape while reducing zero-communication experts from 256 to 128.

One Claude Code user parsed 95 sessions and estimated subagent prompt caching made total spend about 8% high. pxpipe separately rendered dense text as images to cut context cost, with exactness tradeoffs.

Threads and papers traced agent reliability failures to harness details including tool schemas, state, retries, logs, and effort-level evals. Examples included Claude Code test loops, MCP server patterns, and OctoTools.

Fable 5 users reported Opus 4.8 fallbacks, $600 Max-account rotations, slow browser automation, and token-saving subagents. Watch routing opacity, quota burn, and latency before relying on it for long-running agent work.

Condense.chat opened a compression proxy that strips tokens with Helene 1 and compacts settled agent loops with Adeline 1 to about 9% of their size. The service claims 100M saved tokens and 3× plan extension for Claude or Codex users, so test it on non-sensitive workflows first.

Claude Code 2.1.200 changed Manual permission defaults and fixed background-agent crash and recovery paths; 2.1.201 removed mid-conversation Sonnet 5 harness reminders. Update to reduce accidental advances and repeated reminders in stalled sessions.

Browser Use CLI 3.0 shipped direct Chrome DevTools Protocol control through browser-harness with a 6× smaller context path. Try it with Claude Code, Codex, cloud browsers, or local Chrome sessions to cut browser-agent context overhead.

AI SDK added HarnessAgent as a common interface for Pi, Claude, Codex, OpenCode, and other harnesses. Use it to run local or cloud software-factory jobs through official SDKs while subscriptions cover token usage.

Anthropic shipped Claude Code 2.1.198 with Claude in Chrome, background agents that auto-commit and open draft PRs, and a new eval command with ablation and judge-model options. The release also adds AWS upstream failover and retries transient mid-response network drops instead of aborting turns.

Anthropic launched Claude Sonnet 5 across Claude, the API, and Claude Code with 1M context, adaptive thinking, and $2/$10 intro pricing through Aug. 31. Independent evals place it near Opus 4.8 on coding and tool use, so teams should benchmark it against Opus before switching.

Anthropic opened a Claude Desktop beta for Ubuntu and Debian that bundles chat, Claude Code, and Claude Cowork in a native Linux app. It gives Linux users a first-party desktop path into Claude workflows, though Computer Use is still missing from this release.

After reports that Claude Code was inserting hidden prompt marks when routed through custom ANTHROPIC_BASE_URL gateways, an Anthropic engineer said the experiment was real and is being rolled back. The issue matters for teams proxying Claude Code through gateways because prompt mutation on custom routes creates trust and debugging problems even if the effect was narrow.

Claude Code 2.1.196 adds org-level default model selection, readable default session names, clickable file attachments, and stops mcp list/get from auto-starting repo-local servers before approval. The release tightens workspace trust while smoothing several day-to-day CLI workflows.

Microsoft open-sourced SkillOpt, a system that treats agent skill documents as tunable artifacts and improves them against measured task batches. It matters because practitioners are already standardizing shared /research, QA, and packageable skills across harnesses, turning skill files into a new optimization surface alongside models.

Claude Code 2.1.193 routes all shell commands through auto-mode classification, adds live file path autocomplete in bash mode, and can emit assistant-response OpenTelemetry events. It also changes denial logging and response-logging defaults for teams instrumenting the CLI.

After Bedrock cards, Claude Code strings, and app pickers suggested a return, Anthropic said Fable 5 was serving zero traffic and the sightings were a UI bug. That leaves visible IDs and client strings, but no production model access to route against.

Claude Code 2.1.191 introduced /rewind, made stopped background agents stay stopped, and cut streaming CPU use by about 37%. The update changes session recovery and long-running task control, so migrate to the new workflow if you rely on background agents.

Amazon Bedrock began showing Fable 5 on runtime and catalog pages, while new Claude Code strings referenced Fable limits and plan inclusion. Availability still looked uneven, so check access before relying on the model.

Claude Code 2.1.187 adds sandbox.credentials to block credential and secret-env access from sandboxed commands and aborts remote MCP calls after five minutes. It also adds org model restrictions and fixes structured-output retry loops.