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Brad Abrams
@brada
Product @ Anthropic
587 Following    7.5K Followers
Customer often ask how they can get the best cost/intelligence trade off when using Claude Platform... Great post on it
5 Fable 5.1 optimizations you can use *NOW*. 1. Set effort to 'low' 2. Run '/claude-api cost-optimize' 3. Run 'claude-api prompt-audit' 4. Change effort mid-conversation w/o cache hit 5. Update Fable 5.1 API config w/ 'claude-api migrate' From @RLanceMartin
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A lot of folks are updating harnesses for Fable 5.1 today... this is simple command you should run the clean up your prompts so you get the best results possible.
i recently added this command to the claude-api skill. run it in Claude Code to fix common prompting "anti-patterns" that can hobble frontier models: /claude-api prompt-audit patterns include: 1/Verification rituals. Instructions like "double-check your work” or "verify twice before responding” are often taken literally by frontier models and can waste tokens. 2/ Thoroughness and emphasis boosters. "Be maximally thorough," "CRITICAL: YOU MUST ALWAYS…" can lead to verbosity and extra tool calls when working with frontier models. 3/ Mandatory procedures and scratchpad scaffolds. Fixed step processes (e.g., "think step by step in a scratchpad") or reasoning templates are rituals that frontier models don't need. This scaffolding can stack on top of native reasoning and use unnecessary tokens. 4/ Stale examples. Few-shot examples tuned to an older model's failure modes can teach a frontier model to imitate long reasoning chains on requests that don't need them. 5/ Contradictory rules. Frontier models are better at instruction following. Contradictory instructions ("always refund within policy" vs. "never issue refunds without escalation") can be followed more literally by frontier models, resulting in degraded performance. 6/ Dated configuration. Settings written for an older Claude generation (e.g., manual thinking budgets) can be rejected by the Claude Platform with newer models. these patterns accumulate in prompts over time, and can quietly degrade performance when upgrading to newer models. a common reason is the frontier models are better at instruction following, so these anti-patterns steer them to spend unnecessary tokens. example: i tested a migration from Opus 4.8 to Opus 5 on an internal customer support benchmark. with Opus 5 (and other frontier models like Fable 5.1), verification rituals ("verify twice") use unnecessary tokens by duplicating work. emphasis boosters ("be maximally thorough") become dozens of unneeded searches. applying prompt audits can improve performance and reduce cost (as shown in example attached and will be sharing a full write-up soon). also, the skill is also open source and some of this guidance likely applies generally across frontier models
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New in Claude Console: playground. Explore the Messages API by using it! Every parameter (including betas), an editable code view for your programming language of choice, and tokens, cost, and caching shown on every run. Start from templates for code execution, web search, and the advisor tool, then copy the code when it works.
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In a new blog post, we share how one customer, ABC Legal, deployed Claude Managed Agents. The fleet of 50+ agents have cut costs by up to 50% for certain legal tasks. The agents also use a feedback loop to improve continuously over time. Read more:
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If your prod-monitoring harness is a cron job that spins up a fresh CMA session every few minutes, you're doing it wrong :-) Let CMA manage session lifetime for you, and delete half your harness code.
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🫰 tip: Experiment with *effort*. Lower effort is fewer tokens, higher effort is more tokens.
As we build our agents, we are all trying to get the most intelligence per dollar. Check out these tips we just launched for Claude Platform. Oh, and Claude created a fun video in one shot!
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CMA gets Advisor!
Lastly, you can now give a Claude Managed Agent an advisor: a stronger model it can call mid-session for a second opinion. Add one line to the roster and the working agent gets an advisor.
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I had great fun at the Claude Fable 5 webinar last week! Thousands showed up and I couldn't get to most of the questions. So Claude read them all, and I answered the ones Claude told me to. 👇
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If Claude needs to read graphs and charts, you gotta try this out!
We've updated our "zoom tool" cookbook. When large images get downscaled, important detail can be lost. A zoom tool lets Claude request a region and get that crop back from the full-res original.
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Great presentation on Claude Managed Agents (with #vercel#)
Looking forward to this Webinar on Fable and model orchestration patterns with @jerhadf Please join!
Great post that goes deeper on how to get the best cost/intelligence trade off with our latest models
A second strategy: use Fable 5 as an orchestrator. Fable 5 plans and delegates to workers (Sonnet 5). Most tokens are billed at the lower worker rate.
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A few patterns we frequently use with Fable 5: Use Fable 5 as an "advisor." An executor (Sonnet 5) calls Fable 5 for guidance. Most tokens are billed at the lower executor rate.
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Following on from this I wanted to mention the Coordinator Pattern I know many of you are using... Also a great way to not waste those Fable tokens
Fable is back. Don't waste it grepping logs. Let Sonnet 5 run the loop and phone Fable for the hard calls.
More rare limits for API customers!
We've raised Claude Platform API rate limits for all users and simplified the tiers, which are no longer based on API spend. The latest Sonnet and Haiku models now provide 5x higher rate limits at the highest tier.
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Fable is back. Don't waste it grepping logs. Let Sonnet 5 run the loop and phone Fable for the hard calls.