CLAUDE LABJP
MODEL — Claude Fable 5.1 and Claude Mythos 5.1 landed on September 1. They are the same underlying model; only the strength of the safeguards differsPRICING — Per-token rates hold at $10/$50 per MTok. What changed is cache reads, cut 75% to $0.25 per MTokCOST — How much that saves depends on your workload: roughly 25% for typical use, up to about 45% for context-heavy agentic work. Worth measuring your own split before quoting a numberBENCH — Terminal-Bench-Science 0.1 climbs from 24.7% on Fable 5 to 52.6%. Anthropic also states a standard error of 3.5-4.5 points, which is worth remembering before reading small gaps as realSAFEGUARDS — Sharper cyber safeguards cut interventions in Claude Code sessions by roughly 60% on average. Finding vulnerabilities is now allowed; developing exploits still is notAPI — New API accounts created from today can no longer edit prior context while preserving Claude's thinking transcript. It is an anti-distillation measure, and existing accounts are unaffected for nowMODEL — Claude Fable 5.1 and Claude Mythos 5.1 landed on September 1. They are the same underlying model; only the strength of the safeguards differsPRICING — Per-token rates hold at $10/$50 per MTok. What changed is cache reads, cut 75% to $0.25 per MTokCOST — How much that saves depends on your workload: roughly 25% for typical use, up to about 45% for context-heavy agentic work. Worth measuring your own split before quoting a numberBENCH — Terminal-Bench-Science 0.1 climbs from 24.7% on Fable 5 to 52.6%. Anthropic also states a standard error of 3.5-4.5 points, which is worth remembering before reading small gaps as realSAFEGUARDS — Sharper cyber safeguards cut interventions in Claude Code sessions by roughly 60% on average. Finding vulnerabilities is now allowed; developing exploits still is notAPI — New API accounts created from today can no longer edit prior context while preserving Claude's thinking transcript. It is an anti-distillation measure, and existing accounts are unaffected for now
TAG

Automation

152 articles
Back to all tags
Related:
Claude Code68claude-code29Cowork14MCP13Claude API12reliability11cowork10headless9hooks8mcp8scheduled tasks7troubleshooting7
API & SDK/2026-06-27Advanced

Stop the Bill Before It Balloons: Designing API Key Blast Radius for Unattended Pipelines

Designing for leaks instead of pretending they won't happen: workspace-scoped keys, zero-downtime rotation, and a usage watchdog that flags spikes with a rolling baseline and median absolute deviation — wired into a scheduled run.

API & SDK/2026-06-26Advanced

When the Same Model Name Starts Behaving Differently: A Startup Canary for Unattended Pipelines

An in-place Opus upgrade can change your output, and an unattended publishing pipeline will never notice. Here is a lightweight startup canary that fingerprints behavior, catches drift, and halts the batch — with measured cost and latency.

Claude Code/2026-06-25Intermediate

Higher Rate Limits Don't Mean Tighter Schedules — Spend the Headroom on 429 Recovery

When Claude Code's rate limits went up, the instinct was to pack the schedule tighter. Here's why I did the opposite and routed the new headroom into retry budget instead — a pacing note for unattended pipelines.

Claude Code/2026-06-25Advanced

Your Sandbox Can Run the Code but Shouldn't Read Your Credentials — Shrinking the Secret-Read Surface with sandbox.credentials

Claude Code's sandbox can still read ~/.aws/credentials and token env vars by default. Using sandbox.credentials (v2.1.187+), here is how I tightened the secret-read surface of unattended runs at the OS level, with config and verification you can reuse.

Claude Code/2026-06-24Advanced

I Watched an Agent Try to Fix a File It Had Already Fixed — Stale Shallow Clones and Refreshing Before You Decide

An unattended agent tried to re-fix a file it had already fixed. The cause was a days-old shallow clone it kept reading. Here is how to detect that staleness numerically and re-clone only before decisions.

Cowork/2026-06-23Advanced

Stopping an Unattended Writer From Publishing the Same Article Twice

When a Cowork scheduled task generates articles every day, the real danger isn't a crash — it's quietly publishing a piece that overlaps with one from a few days ago. Here is a gate that compares slug similarity and the day's log before publishing, built from a near-miss I caught this morning.

API & SDK/2026-06-21Advanced

Surviving the 90-Second Code Execution Cell Limit with Checkpointed Chunking

Claude's code execution tool now enforces a 90-second per-cell limit. Here is how to keep a long batch from getting cut off there: persist progress to the container filesystem and resume across cells, with working code for timing, idempotent checkpoints, and knowing when to offload.

Cowork/2026-06-21Advanced

Why Cowork's bash Says 'No Such File' When Finder Shows It Right There

Connect a cloud-synced folder to Cowork and bash sees empty placeholders while cat fails. Here is how on-demand materialization actually works, and the design patterns that keep your automations from silently dropping data.

Claude Code/2026-06-19Advanced

Noticing From the Outside When a Scheduled Job Quietly Did Nothing

exit 0, but zero output. How to catch a silent no-op not from the job's own log but from an external heartbeat ledger and ground truth, written from running several sites on a nightly schedule as an indie developer.

Claude Code/2026-06-19Advanced

An Article My Gate Rejected Got Published — The Cost of Chaining the Quality Gate and git push in One Call

In an unattended publishing pipeline, an article my quality gate had rejected went live anyway. The cause was chaining the gate and git push into a single shell call. Here is how the exit code gets swallowed, and a two-phase publish-marker design that refuses to push until every gate has demonstrably passed.

Claude Code/2026-06-18Advanced

Claude Code Adds /cd — Carrying Your Warm Cache Across Repositories

Claude Code's new /cd moves a running session to another working directory without rebuilding the prompt cache. Here are the design calls and pitfalls when you sweep across several repositories in one sitting.

Claude Code/2026-06-18Advanced

Moving Cleanup and Logging into a SessionEnd Hook

How to use Claude Code's new post-session hook to automate temp-file cleanup and log writing after a session ends, with real examples from a pipeline that processes several repositories in sequence.