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1M context is now generally available for Opus 4.6 and Sonnet 4.6

claude.com

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Re: 1M context is now generally available for Opus 4.6 and Sonnet 4.6

#291

I am currently mass translating millions of records with short descriptions. Somehow tokens are consumed extremely fast. I have 3 max memberships. And all 3 of them are hitting the 5 hour limit in about 5 to 10 minutes. Still don't understand why this is happening.

Unless you're clearing up the context for each description or processing them in parallel with subagents your context window will grow for each short description added to it making you hit those hour limits.

Re: 1M context is now generally available for Opus 4.6 and Sonnet 4.6

#294

Opus 4.6 is nuts. Everything I throw at it works. Frontend, backend, algorithms—it does not matter. I start with a PRD, ask for a step-by-step plan, and just execute on each step at a time. Sometimes ideas are dumb, but checking and guiding step by step helps it ship working things in hours. It was also the first AI I felt, "Damn, this thing is smarter than me." The other crazy thing is that with today's tech, these…

Im convinced everyone saying this is building the simplest web apps, and doing magic tricks on themselves.

I've been building a new task manager in C for Linux.

If you're not using AI you are cooked. You just don't realize it yet.

https://i.imgur.com/YXLZvy3.png

Re: 1M context is now generally available for Opus 4.6 and Sonnet 4.6

#295
post #272

Earlier quoted context omitted.

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I hope you don't get this the wrong way. I sincerely mean it. Please, get some psychological help. Seek out a professional therapist and talk to them about your life.

I'm totally aware it's just a machine with no internal monologue. It's just a stateless text processing machine. That is not the point. The machine is able to simulate moral reasoning to an undefined level. It's not necessary to repeat this all the time. The simulation of moral reasoning and internal monologue is deep, unpredictable, not controllable and may or may not align with the interests of anyone who gives it "arms and legs" and full autonomy. If you are just interested in using these tools for glorified auto complete then you are naïve with regards to the usages other actors, including state actors are attempting to use them. Understanding and being curious about the behaviour without completely anthropomorphising them is reasonable science.

Re: 1M context is now generally available for Opus 4.6 and Sonnet 4.6

#297

It’s interesting because my career went from doing higher level language (Python) to lower language (C++ and C). Opus and the like is amazing at Python, honestly sometimes better than me but it does do some really stupid architectural decisions occasionally. But when it comes to embedded stuff, it’s still like a junior engineer. Unsure if that will ever change but I wonder if it’s just the quality and availability of…

LLMsdo great with Rust though

Re: 1M context is now generally available for Opus 4.6 and Sonnet 4.6

#298

Earlier quoted context omitted.

Is it ever useful to have a context window that full? I try to keep usage under 40%, or about 80k tokens, to avoid what Dex Horthy calls the dumb zone in his research-plan-implement approach. Works well for me so far. No vibes allowed: https://youtu.be/rmvDxxNubIg?is=adMmmKdVxraYO2yQ

Thanks for the video. His fix for "the dumb zone" is the RPI Framework: ● RESEARCH. Don't code yet. Let the agent scan the files first. Docs lie. Code doesn't. ● PLAN. The agent writes a detailed step-by-step plan. You review and approve the plan, not just the output. Dex calls this avoiding "outsourcing your thinking." The plan is where intent gets compressed before execution starts. ● IMPLEMENT. Execute in a fresh…

More recently I've been doing the implement phase without resetting the whole context when context is still It's faster because it has already read most relevant files, still has the caveats / discussion from the research phase in its context window, etc.

With the context clear the plan may be good / thorough but I've had one too many times that key choices from the research phase didn't persist because halfway through implementation Opus runs into an issue and says "You know what? I know a simpler solution." and continues down a path I explicitly voted down.

Re: 1M context is now generally available for Opus 4.6 and Sonnet 4.6

#299

The big change here is: > Standard pricing now applies across the full 1M window for both models, with no long-context premium. Media limits expand to 600 images or PDF pages. For Claude Code users this is huge - assuming coherence remains strong past 200k tok.

Is it ever useful to have a context window that full? I try to keep usage under 40%, or about 80k tokens, to avoid what Dex Horthy calls the dumb zone in his research-plan-implement approach. Works well for me so far. No vibes allowed: https://youtu.be/rmvDxxNubIg?is=adMmmKdVxraYO2yQ

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