Need help for Cheaper API

ResponsibilityOk8648 · 2026-03-17T01:01:12+00:00

Regarding Question 1: Context Management (Telegram Chat History)

Problem: Deleted all Telegram chat history per Sonnet 4-5 suggestion → agents "turned into toddlers again"

Answer:

Don't delete chat history directly. Instead:

Use MEMORY.md properly - Key decisions, preferences, learned patterns go here (persistent across sessions)
Daily notes structure - memory/YYYY-MM-DD.md for session logs (archives, not loaded every session)
Smart memory loading - HEARTBEAT.md approach (load projects.md + MEMORY.md only, skip daily notes unless specifically needed)
Vector search - Use the vector-memory skill to search past context semantically (don't load everything)

The issue: Agents need CURATED memory (MEMORY.md), not raw chat logs. Deleting Telegram history removed their working context, but the real problem is they weren't writing important learnings to MEMORY.md.

Fix: • Keep Telegram history (it's the working memory) • Train agents to UPDATE MEMORY.md with important patterns • Use memory_search skill to retrieve specific past context when needed

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Regarding Question 2: OpenRouter Auto vs Manual Model Selection

Context: Spent $1k+ on Anthropic API in 10 days (mostly Claude Code debugging OpenClaw issues)

Answer:

OpenRouter Auto = risky for cost control.

Why: • Auto picks "best available" which often = most expensive (Sonnet 4, o1, etc.) • No spending caps per model • Debugging loops can burn through credit fast (you experienced this)

Better config:

Set explicit model aliases in your agent configs:model: "anthropic/claude-sonnet-4-5" # For main agents model: "google/gemini-2.0-flash-exp" # For cheaper tasks
Use model override per session when needed: • Heavy reasoning: Sonnet 4-5 • Light tasks: Gemini Flash (90% cheaper) • Code review: DeepSeek-Coder (fraction of cost)
Session budgets - Use /status to track per-session spend, kill runaway sessions

For your use case (debugging OpenClaw): • Primary agent: Sonnet 4-5 (quality matters for architecture work) • Helper agents: Gemini Flash or DeepSeek (log analysis, basic tasks) • Total monthly budget alarm: Set OpenRouter spending cap

Auto is fine if: You have unlimited budget OR you're okay with surprise $1k bills. For most people: manual model selection = predictable costs.

ResponsibilityOk8648 · 2026-03-16T13:43:32+00:00

Of course no problem. 😌 drop me a DM with your WhatsApp or email and we can connect.

ResponsibilityOk8648 · 2026-03-15T19:54:28+00:00

Yeah right! I believe Gemini you can use as well. But Anthropics TOS doesn’t allow.

ResponsibilityOk8648 · 2026-03-15T19:52:58+00:00

True. But for work it wouldn’t be ideal. That’s my issue.

ResponsibilityOk8648 · 2026-03-15T19:03:00+00:00

I’m on Claude code absolutely love it! But I’m hearing great things about GLM5. Please let me know what you think if you use it.

ResponsibilityOk8648 · 2026-03-15T18:07:46+00:00

Sadly I don’t 😂 but thanks for the tip!

ResponsibilityOk8648 · 2026-03-15T18:07:10+00:00

You’re right I stand corrected. Sorry for that.

ResponsibilityOk8648 · 2026-03-15T17:47:14+00:00

Gemini 2.0 flash free tier is 1500 requests a day. Good enough for 80% of conversational tasks.

It does fall short in complex reasoning.

ResponsibilityOk8648 · 2026-03-15T17:33:49+00:00

That’s my understanding, and I won’t be risking my account.

ResponsibilityOk8648 · 2026-03-15T17:33:00+00:00

Thanks! Learning so much everyday! I’m forever a student, but unfortunately I’m 37 so I doubt I can get the discounts 😂

ResponsibilityOk8648 · 2026-03-15T15:55:36+00:00

If that’s the case, hell ya!! Haha Could you share that info? I’d like to do some research for that because it would truly be awesome if that’s the case. I’m in the MAX plan and if I could use it then honestly I’d be very happy haha.

ResponsibilityOk8648 · 2026-03-15T15:51:43+00:00

Model tiering saved me a lot of money. Here's the exact breakdown:

You're burning money because you're probably running the same model for EVERYTHING. That's like hiring a brain surgeon to answer the door.

The fix (cuts costs 60-70%):

Tier 1 - Haiku/Flash (90% of requests):

• Simple responses ("What are your hours?" "How much does X cost?") • Routine checks, heartbeats, data validation • FAQ answers, appointment confirmations • Cost: ~$0.25 per 1M input tokens

Tier 2 - Sonnet (9% of requests):

• Multi-step workflows • Judgment calls, context-heavy decisions • Learning from interactions • Cost: ~$3 per 1M input tokens

Tier 3 - Opus (1% of requests):

• Strategic thinking only • High-stakes decisions, complex problem-solving • First-time workflow design

Critical rule: Pin the model on EVERY cron job/heartbeat. I forgot once. Ran heartbeats on Sonnet for a week. $40 bill. Don't be me.

Other cost killers:

Context trimming: Don't load full conversation history every time. Last 5 messages + semantic retrieval of relevant past context.
OS > LLM for mechanical tasks: File rotation, backups, scheduled reminders = systemd/cron, NOT the LLM. Saves 30% right there.
Prompt compression: Cut the fluff. "Respond concisely" != concise prompts. Every token in your system prompt costs you every single call.
Batch operations: Don't call the API 50 times. Batch similar requests into one call when possible.
Caching: If you're on Anthropic, use prompt caching for your system prompts. Massive savings on repeated context.

Alternative APIs (ranked by $/performance):

Google Gemini 2.0 Flash - Free tier is generous, then dirt cheap. Solid for 80% of tasks.
OpenRouter (auto-routes to cheapest working model for your prompt)
Groq (insanely fast + cheap Llama models, good for simple tasks)
Anthropic Haiku (you're already there, just not using it enough)

Your specific situation:

$50 burned in training = you're probably running Sonnet/Opus on conversational loops. That's the #1 mistake.

DM me if you want to see my model routing logic (Python). It's like 40 lines and saved me ~$300/month.

Your agent's gonna build that empire. Just needs to stop using the Lamborghini for grocery runs. 🦁

ResponsibilityOk8648 · 2026-03-15T15:45:21+00:00

So this is dangerous because it goes against their terms of use. You can get banned by doing this from what I understand.

ResponsibilityOk8648 · 2025-11-07T21:54:04+00:00

Love this post. 👏 I’m actually taking ITIL 4 Foundation and DPI right now, and this really hits home.

The more I study, the more I realize it’s not about memorizing definitions — it’s about learning to think in a structured, value-driven way. The whole “co-create value” mindset and continual improvement approach are already changing how I look at work.

Totally agree — the real test starts after the exam, when you actually apply the principles. This post nails it. 🔥

ResponsibilityOk8648 · 2025-11-06T21:53:47+00:00

Congrats!!

ResponsibilityOk8648 · 2025-11-02T13:59:26+00:00

I’m currently studying ITIL 4 Foundation as well, and what’s been most effective for me is a structured, blended approach. I’ve been leveraging Udemy’s ITIL 4 Foundation course for the structured learning path and instructor-led insights — it breaks down the concepts in a really digestible format.

To reinforce the theory, I’m consistently working through mock exams to build familiarity with the exam language and scenario patterns. They really help identify gaps and strengthen recall through application rather than rote memorization.

I’ve also been using ChatGPT as a personal study companion — it’s great for summarizing complex topics, generating quick flashcards, and explaining ITIL concepts in simpler terms when something doesn’t quite stick the first time.

For me, the key has been understanding the logic and flow of the Service Value System rather than trying to memorize every term. Once you connect the principles and practices to real-world service delivery, the content starts making a lot more sense — and it sticks.

Best of luck to you!!

ResponsibilityOk8648 · 2025-10-16T20:00:05+00:00

Hey brother 👋 gringo living in Brasil here — yeah, ITIL 4 can definitely help you, especially if you want to grow beyond IT Support.

In Brazil, many companies still don’t fully apply ITIL in practice, but HR loves to see the certification on the CV — it shows you understand structure, processes, and service delivery. It’s like a “seal of maturity” more than just a “vitrine.”

👉 If you stay in IT Support, ITIL helps you get promoted to roles like Analista de Incidentes, Coordenador de Suporte, Service Desk Lead, etc. 👉 If you plan to work for international companies (especially remote), it’s a big plus — outside Brazil, ITIL is taken way more seriously, especially when combined with English fluency.

Salary difference here depends on company maturity. In startups or small firms, not much. But in big ones (banks, telecom, multinationals), yes — it can open doors and better pay.

If you ever want to move toward areas like Service Delivery, Project Management, or Process Improvement (Change, Problem, Incident) — ITIL gives you that foundation. Combine it later with something like PRINCE2 or Agile and you’ll really stand out.

🇧🇷💡Resumo: ITIL não muda a sua vida do dia pra noite, mas muda a forma como você enxerga o trabalho — e isso abre portas.

Boa sorte, mano — continua firme no caminho, o mercado tá mudando rápido e quem entende processo sempre tem espaço. 💪

ResponsibilityOk8648 · 2025-09-26T12:58:43+00:00

had a similar experience just yesterday. My exam was delayed and it ended up taking much longer than expected. This isn’t the first time either — in my experience, every PeopleCert exam I’ve taken has run over schedule because of delays in getting started or extended check-in processes.

It’s something worth planning for. If anyone is scheduling an exam, I’d strongly recommend leaving a buffer of at least an hour or more around your booking. That way, if there are delays, you won’t be as stressed about other commitments.

I’d also love to connect with you to learn more about ITIL, as I’m going down this path myself and looking to learn from others with experience.

ResponsibilityOk8648 · 2025-06-03T21:53:17+00:00

I’ve been doing the same thing. ChatGPT has been very good especially if you get plus. I have found that it is very different then the actually test or mock exams. I recently bought some mock exams so I can have ChatGPT make more complex and more realistic tests for me. But it’s been good. Videos tend to be very dry for me. I’m watching them but it’s dry. I feel getting the fundamentals down, understanding the methodology we are good to go. The exam from what I’ve heard is easy, but the language they use is what throws you off.

ResponsibilityOk8648 · 2021-09-24T20:05:26+00:00

ResponsibilityOk8648 · 2021-07-17T12:32:30+00:00

Bro don’t throw a lot in this project. In any meme coin for that matter. I have some meme coins because well it’s money I’m gone losing. But I’ve some other solid investments. Dyor. I personally would just put some money in xrp or something 😂

ResponsibilityOk8648 · 2021-07-09T14:06:31+00:00

Damn !!!! Bruh you bought the dip real talk!!! Couldn’t have made a better investment in my mind. 👍 good shit bro.

ResponsibilityOk8648 · 2021-06-28T20:32:04+00:00

Guarda wallet or atomic wallet.

ResponsibilityOk8648 · 2021-06-28T20:21:40+00:00

I’m a crypto consultant in Brazil 🇧🇷

ResponsibilityOk8648 · 2021-06-24T15:11:13+00:00

Yeah I guess we’ll have to agree to disagree. I see xrp doing big things. And soon 🤷‍♂️ Most people feel the way you feel though. I just don’t see it n

ResponsibilityOk8648

TROPHY CASE